From 32b0e49359cecc1f4ef0fc18929eac8057fd6252 Mon Sep 17 00:00:00 2001
From: James <james2004039@gmail.com>
Date: Tue, 17 Mar 2026 15:09:50 -0700
Subject: [PATCH 1/8] Changed account/settings screen from a view to a sheet.
 Resolves problem of different views staying on accounts page even after
 leaving the page.

---
 SWFrontUI/ShopwiseFrontEndUI/AppToolbar.swift | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/SWFrontUI/ShopwiseFrontEndUI/AppToolbar.swift b/SWFrontUI/ShopwiseFrontEndUI/AppToolbar.swift
index 11b6fd2..e8eeb80 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/AppToolbar.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/AppToolbar.swift
@@ -1,17 +1,24 @@
 import SwiftUI
 
 struct AppToolbar: ViewModifier {
+    @State private var showAccount = false
+
     func body(content: Content) -> some View {
         content
             .toolbar {
                 ToolbarItem(placement: .topBarTrailing) {
-                    NavigationLink {
-                        ProfileView()
+                    Button {
+                        showAccount = true
                     } label: {
                         Image(systemName: "person.crop.circle")
                     }
                 }
             }
+            .sheet(isPresented: $showAccount) {
+                NavigationStack {
+                    ProfileView()
+                }
+            }
     }
 }
 

From 4d59dfd8dff74195c8abda17bd8e278550d93758 Mon Sep 17 00:00:00 2001
From: Hugzaregood <nicholas.castellanos@yahoo.com>
Date: Tue, 17 Mar 2026 15:12:56 -0700
Subject: [PATCH 2/8] Added Kroger Items instead of Walmart, Changed Maps, and
 added tests for matching recipes

---
 .../UserInterfaceState.xcuserstate            | Bin 165682 -> 166835 bytes
 .../ShopwiseFrontEndUI/AuthManager.swift      | 870 +++++++++++++++++-
 SWFrontUI/ShopwiseFrontEndUI/MapView.swift    | 380 ++++++--
 SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift | 381 +++++---
 SWFrontUI/ShopwiseFrontEndUI/SearchView.swift | 337 +++----
 5 files changed, 1508 insertions(+), 460 deletions(-)

diff --git a/SWFrontUI/ShopwiseFrontEndUI.xcodeproj/project.xcworkspace/xcuserdata/nicholascastellanos.xcuserdatad/UserInterfaceState.xcuserstate b/SWFrontUI/ShopwiseFrontEndUI.xcodeproj/project.xcworkspace/xcuserdata/nicholascastellanos.xcuserdatad/UserInterfaceState.xcuserstate
index d183f9de5769988823c581d4298c6d67008fad82..05efa1f43255e1c20b5c8637ab13a785516d49b8 100644
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diff --git a/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift b/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift
index 3be47b8..2a47f8b 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift
@@ -1,52 +1,649 @@
 //
-//  AuthManager.swift
-//  ShopwiseFrontEndUI
 //
-//  Created by Nicholas Castellanos on 2/2/26.
-//  Edited by Nicholas Castellanos on 2/24/26
-
+// //
+// // AuthManager.swift
+//  //ShopwiseFrontEndUI
+//
+//  //Created by Nicholas Castellanos on 2/2/26.
+// // Edited by Nicholas Castellanos on 2/24/26
+//
+//
+//import Foundation
+//import CoreLocation
 //import SwiftUI
 //import Combine
 //
+//struct PostgrestError: Decodable {
+//    let message: String?
+//    let details: String?
+//    let hint: String?
+//    let code: String?
+//}
+//
 //@MainActor
 //final class AuthManager: ObservableObject {
+//    // MARK: - Supabase config
+//    private let supabaseURL = URL(string: "https://vpmxdkrwqxgullnducey.supabase.co")!
+//    private let anonKey = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJzdXBhYmFzZSIsInJlZiI6InZwbXhka3J3cXhndWxsbmR1Y2V5Iiwicm9sZSI6ImFub24iLCJpYXQiOjE3NzE0NDQ5ODMsImV4cCI6MjA4NzAyMDk4M30.NYievlganIUF4tVQvgK8NAaMAk2_y6NHnijvbuiWKCw"
+//
+//    // MARK: - Published state
+//    @Published var isLoading: Bool = false
+//    @Published var errorMessage: String? = nil
 //    @Published var isSignedIn: Bool = false
 //    @Published var userEmail: String? = nil
+//    @Published var userID: String? = nil
+//
+//    // Tokens
+//    private(set) var accessToken: String? = nil
+//    private(set) var refreshToken: String? = nil
 //
+//    // Simple token persistence (fast). Use Keychain later if you want.
+//    private let accessTokenKey = "sb_access_token"
+//    private let refreshTokenKey = "sb_refresh_token"
+//
+//    init() {
+//        loadTokensFromStorage()
+//        Task { await restoreSession() }
+//    }
+//
+//    // MARK: - Public API
+//    
+//    private struct SignUpBody: Codable {
+//        let email: String
+//        let password: String
+//        let data: Meta
+//
+//        struct Meta: Codable {
+//            let name: String
+//        }
+//    }
+//    
 //    func signIn(email: String, password: String) async throws {
-//        guard !email.isEmpty, !password.isEmpty else {
-//            throw AuthError.missingFields
+//        try await runAuthCall {
+//            var comps = URLComponents(
+//                url: self.supabaseURL.appendingPathComponent("auth/v1/token"),
+//                resolvingAgainstBaseURL: false
+//            )!
+//            comps.queryItems = [URLQueryItem(name: "grant_type", value: "password")]
+//            let url = comps.url!
+//
+//            let body: [String: String] = ["email": email, "password": password]
+//
+//            let (data, _) = try await self.request(
+//                url: url,
+//                method: "POST",
+//                jsonBody: body,
+//                bearerToken: nil
+//            )
+//            let session = try JSONDecoder().decode(SupabaseSession.self, from: data)
+//            self.applySession(session)
+//            self.userEmail = email
+//            self.userID = session.user?.id
+//        }
+//    }
+//    
+//    enum AuthError: LocalizedError {
+//        case emailConfirmationRequired
+//
+//        var errorDescription: String? {
+//            switch self {
+//            case .emailConfirmationRequired:
+//                return "Sign up succeeded — please confirm your email, then log in."
+//            }
 //        }
-//        self.userEmail = email
-//        self.isSignedIn = true
 //    }
 //
 //    func signUp(name: String, email: String, password: String) async throws {
-//        guard !name.isEmpty, !email.isEmpty, !password.isEmpty else {
-//            throw AuthError.missingFields
+//        try await runAuthCall {
+//            let url = self.supabaseURL.appendingPathComponent("auth/v1/signup")
+//            let body = SignUpBody(
+//                email: email,
+//                password: password,
+//                data: .init(name: name)
+//            )
+//
+//            let (data, _) = try await self.request(
+//              url: url,
+//              method: "POST",
+//              jsonBody: body,
+//              bearerToken: nil
+//            )
+//
+//            if let session = try? JSONDecoder().decode(SupabaseSession.self, from: data),
+//               !session.access_token.isEmpty {
+//                self.applySession(session)
+//                self.userEmail = email
+//                self.userID = session.user?.id
+//            } else {
+//                self.userEmail = email
+//                throw AuthError.emailConfirmationRequired
+//            }
 //        }
-//        self.userEmail = email
+//    }
+//
+//    func signOut() async {
+//        do {
+//            try await runAuthCall {
+//                guard let token = self.accessToken else {
+//                    self.clearSession()
+//                    return
+//                }
+//
+//                let url = self.supabaseURL.appendingPathComponent("auth/v1/logout")
+//
+//                _ = try await self.request(
+//                    url: url,
+//                    method: "POST",
+//                    jsonBody: nil as [String:String]?,
+//                    bearerToken: token
+//                )
+//
+//                self.clearSession()
+//            }
+//        } catch {
+//            // Even if server logout fails, clear local session
+//            self.clearSession()
+//        }
+//    }
+//
+//    /// Called on app launch: validate token and fetch /auth/v1/user
+//    func restoreSession() async {
+//        guard let token = accessToken else {
+//            isSignedIn = false
+//            return
+//        }
+//
+//        do {
+//            let url = supabaseURL.appendingPathComponent("auth/v1/user")
+//            let (data, _) = try await request(
+//                url: url,
+//                method: "GET",
+//                jsonBody: nil as [String:String]?,
+//                bearerToken: token
+//            )
+//            let user = try JSONDecoder().decode(SupabaseUser.self, from: data)
+//            self.userEmail = user.email
+//            self.isSignedIn = true
+//            self.userID = user.id
+//        } catch {
+//            // token might be expired -> try refresh
+//            if let refreshed = try? await refreshSession() {
+//                self.userEmail = refreshed.user?.email
+//                self.isSignedIn = true
+//                self.userID = refreshed.user?.id
+//            } else {
+//                clearSession()
+//            }
+//        }
+//    }
+//
+//    // MARK: - Refresh
+//
+//    private func refreshSession() async throws -> SupabaseSession {
+//        guard let rToken = refreshToken else { throw URLError(.userAuthenticationRequired) }
+//
+//        var comps = URLComponents(url: supabaseURL.appendingPathComponent("auth/v1/token"), resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [URLQueryItem(name: "grant_type", value: "refresh_token")]
+//        let url = comps.url!
+//
+//        let body = ["refresh_token": rToken]
+//
+//        let (data, _) = try await request(
+//            url: url,
+//            method: "POST",
+//            jsonBody: body,
+//            bearerToken: nil
+//        )
+//
+//        let session = try JSONDecoder().decode(SupabaseSession.self, from: data)
+//        applySession(session)
+//        return session
+//    }
+//
+//    // MARK: - Helpers
+//
+//    private func runAuthCall<T>(_ work: () async throws -> T) async throws -> T {
+//        self.errorMessage = nil
+//        self.isLoading = true
+//        defer { self.isLoading = false }
+//
+//        do {
+//            return try await work()
+//        } catch {
+//            self.errorMessage = error.localizedDescription
+//            throw error
+//        }
+//    }
+//
+//    private func applySession(_ session: SupabaseSession) {
+//        self.accessToken = session.access_token
+//        self.refreshToken = session.refresh_token
+//        self.userID = session.user?.id
+//        saveTokensToStorage()
 //        self.isSignedIn = true
 //    }
 //
-//    func signOut() {
-//        userEmail = nil
-//        isSignedIn = false
+//    private func clearSession() {
+//        self.accessToken = nil
+//        self.refreshToken = nil
+//        self.userEmail = nil
+//        self.userID = nil
+//        self.isSignedIn = false
+//        deleteTokensFromStorage()
 //    }
 //
-//    enum AuthError: LocalizedError {
-//        case missingFields
-//        var errorDescription: String? { "Please fill out all fields." }
+//    private func request<T: Encodable>(
+//        url: URL,
+//        method: String,
+//        jsonBody: T?,
+//        bearerToken: String?,
+//        extraHeaders: [String: String] = [:]
+//    ) async throws -> (Data, HTTPURLResponse) {
+//
+//        var req = URLRequest(url: url)
+//        req.httpMethod = method
+//        req.setValue(anonKey, forHTTPHeaderField: "apikey")
+//        req.setValue("application/json", forHTTPHeaderField: "Content-Type")
+//
+//        if let bearerToken {
+//            req.setValue("Bearer \(bearerToken)", forHTTPHeaderField: "Authorization")
+//        }
+//
+//        for (key, value) in extraHeaders {
+//            req.setValue(value, forHTTPHeaderField: key)
+//        }
+//        
+//        if let jsonBody {
+//            req.httpBody = try JSONEncoder().encode(jsonBody)
+//        }
+//
+//        let (data, resp) = try await URLSession.shared.data(for: req)
+//        guard let http = resp as? HTTPURLResponse else { throw URLError(.badServerResponse) }
+//
+//        if !(200...299).contains(http.statusCode) {
+//
+//            // ✅ 1) Print raw body in Xcode console
+//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8 body>"
+//            print("❌ Supabase HTTP \(http.statusCode) \(url.absoluteString)")
+//            print("❌ Body: \(raw)")
+//
+//            // ✅ 2) Try PostgREST error first
+//            if let pg = try? JSONDecoder().decode(PostgrestError.self, from: data),
+//               let msg = pg.message, !msg.isEmpty {
+//                var full = msg
+//                if let details = pg.details, !details.isEmpty { full += "\nDetails: \(details)" }
+//                if let hint = pg.hint, !hint.isEmpty { full += "\nHint: \(hint)" }
+//
+//                throw NSError(domain: "Supabase", code: http.statusCode,
+//                              userInfo: [NSLocalizedDescriptionKey: full])
+//            }
+//
+//            // ✅ 3) Then try auth-style error
+//            if let sb = try? JSONDecoder().decode(SupabaseError.self, from: data) {
+//                let msg = sb.msg ?? sb.error_description ?? sb.error ?? ""
+//                if !msg.isEmpty {
+//                    throw NSError(domain: "Supabase", code: http.statusCode,
+//                                  userInfo: [NSLocalizedDescriptionKey: msg])
+//                }
+//            }
+//
+//            // ✅ 4) Last resort: show raw response
+//            throw NSError(domain: "Supabase", code: http.statusCode,
+//                          userInfo: [NSLocalizedDescriptionKey: "HTTP \(http.statusCode)\n\(raw)"])
+//        }
+//
+//        return (data, http)
+//    }
+//
+//    private func prettyError(_ error: Error) -> String {
+//        (error as NSError).localizedDescription
+//    }
+//
+//    private func saveTokensToStorage() {
+//        UserDefaults.standard.set(accessToken, forKey: accessTokenKey)
+//        UserDefaults.standard.set(refreshToken, forKey: refreshTokenKey)
+//    }
+//
+//    private func loadTokensFromStorage() {
+//        accessToken = UserDefaults.standard.string(forKey: accessTokenKey)
+//        refreshToken = UserDefaults.standard.string(forKey: refreshTokenKey)
+//    }
+//
+//    private func deleteTokensFromStorage() {
+//        UserDefaults.standard.removeObject(forKey: accessTokenKey)
+//        UserDefaults.standard.removeObject(forKey: refreshTokenKey)
+//    }
+//}
+//
+//// MARK: - Models (Supabase Auth JSON)
+//
+//struct SupabaseSession: Codable {
+//    let access_token: String
+//    let refresh_token: String
+//    let token_type: String?
+//    let expires_in: Int?
+//    let user: SupabaseUser?
+//}
+//
+//struct SupabaseUser: Codable {
+//    let id: String?
+//    let email: String?
+//}
+//
+//struct SupabaseError: Codable {
+//    let error: String?
+//    let error_description: String?
+//    let msg: String?
+//}
+//
+//
+//// ------ For Walmart Items ------
+//
+//extension AuthManager {
+//    func fetchWalmartItems(
+//        search: String? = nil,
+//        ingredientOnly: Bool? = nil,
+//        limit: Int = 50,
+//        offset: Int = 0
+//    ) async throws -> [WalmartItem] {
+//
+//        let tableName = "classified_ingredients_aa"  // <-- CHANGE THIS
+//
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent(tableName)
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        var q: [URLQueryItem] = [
+//            URLQueryItem(
+//                name: "select",
+//                value: "id,name,ingredient,classifiers,retail_price,thumbnailImage,mediumImage,largeImage,color"
+//            ),
+//            URLQueryItem(name: "limit", value: "\(limit)"),
+//            URLQueryItem(name: "offset", value: "\(offset)"),
+//            URLQueryItem(name: "order", value: "id.asc")
+//        ]
+//
+//        if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines),
+//           !s.isEmpty {
+//            q.append(URLQueryItem(name: "name", value: "ilike.*\(s)*"))
+//        }
+//
+//        if let ingredientOnly {
+//            // PostgREST boolean filter
+//            q.append(URLQueryItem(name: "ingredient", value: "eq.\(ingredientOnly ? "true" : "false")"))
+//        }
+//
+//        comps.queryItems = q
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url,
+//            method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//
+//        return try JSONDecoder().decode([WalmartItem].self, from: data)
+//    }
+//}
+//
+////Onboard survey fetch/save
+//struct UserPreferencesRow: Codable {
+//    let user_id: String
+//    let diet_preferences: [String]
+//    let allergies: [String]
+//}
+//
+//struct UserPreferencesUpsertBody: Codable {
+//    let user_id: String
+//    let diet_preferences: [String]
+//    let allergies: [String]
+//}
+//
+//extension AuthManager {
+//    func fetchUserPreferences() async throws -> UserPreferences? {
+//        guard let token = accessToken, let uid = userID else {
+//            throw URLError(.userAuthenticationRequired)
+//        }
+//
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("user_preferences")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [
+//            URLQueryItem(name: "select", value: "user_id,diet_preferences,allergies"),
+//            URLQueryItem(name: "user_id", value: "eq.\(uid)"),
+//            URLQueryItem(name: "limit", value: "1")
+//        ]
+//
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url,
+//            method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: token
+//        )
+//
+//        let rows = try JSONDecoder().decode([UserPreferencesRow].self, from: data)
+//        guard let row = rows.first else { return nil }
+//
+//        return UserPreferences(
+//            dietPreferences: row.diet_preferences,
+//            allergies: row.allergies
+//        )
+//    }
+//
+//    func saveUserPreferences(_ preferences: UserPreferences) async throws {
+//        guard let token = accessToken, let uid = userID else {
+//            throw URLError(.userAuthenticationRequired)
+//        }
+//
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("user_preferences")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [
+//            URLQueryItem(name: "on_conflict", value: "user_id")
+//        ]
+//
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let body = UserPreferencesUpsertBody(
+//            user_id: uid,
+//            diet_preferences: preferences.dietPreferences,
+//            allergies: preferences.allergies
+//        )
+//
+//        _ = try await request(
+//            url: url,
+//            method: "POST",
+//            jsonBody: body,
+//            bearerToken: token,
+//            extraHeaders: [
+//                "Prefer": "resolution=merge-duplicates,return=representation"
+//            ]
+//        )
+//    }
+//}
+//
+//// --- Recpie Fetcher --- //
+//
+//extension AuthManager {
+//    func fetchRecipes(search: String? = nil, limit: Int = 50, offset: Int = 0) async throws -> [RecipeRow] {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1/Recipes_Kaggle")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        var queryItems: [URLQueryItem] = [
+//            URLQueryItem(
+//                name: "select",
+//                value: "id,Title,Ingredients,Instructions,Image_Name,Cleaned_Ingredients,image_url"
+//            ),
+//            URLQueryItem(name: "limit", value: "\(limit)"),
+//            URLQueryItem(name: "offset", value: "\(offset)"),
+//            URLQueryItem(name: "order", value: "id.asc")
+//        ]
+//
+//        if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines), !s.isEmpty {
+//            queryItems.append(URLQueryItem(name: "Title", value: "ilike.*\(s)*"))
+//        }
+//
+//        comps.queryItems = queryItems
+//
+//        let (data, _) = try await request(
+//            url: comps.url!,
+//            method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//
+//        return try JSONDecoder().decode([RecipeRow].self, from: data)
 //    }
 //}
 //
 //
-//#Preview {
-//    AuthView()
-//        .environmentObject(AuthManager())
+//// MARK: - Recipe Matches
+//
+//struct RecipeMatch: Codable, Identifiable {
+//    let id: Int
+//    let recipe_id: Int
+//    let raw_ingredient: String
+//    let matched_name: String?
+//    let matched_product_id: String?
+//    let matched_image: String?
+//    let matched_size: String?
+//    let min_price: Double?
+//    let price_raw: String?
+//    let store_ids: String?
+//    let score: Double?
+//    let confidence: String?
+//    let match_rank: Int?
+//
+//    var displayPrice: String {
+//        guard let p = min_price else { return "Price N/A" }
+//        return String(format: "$%.2f", p)
+//    }
+//
+//    var imageURL: URL? {
+//        guard let img = matched_image, !img.isEmpty else { return nil }
+//        return URL(string: img)
+//    }
 //}
+//
+//extension AuthManager {
+//    func fetchRecipeMatches(recipeId: Int) async throws -> [RecipeMatch] {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("recipe_matches")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [
+//            URLQueryItem(name: "select", value: "id,recipe_id,raw_ingredient,matched_name,matched_product_id,matched_image,matched_size,min_price,price_raw,store_ids,score,confidence,match_rank"),
+//            URLQueryItem(name: "recipe_id",   value: "eq.\(recipeId)"),
+//            URLQueryItem(name: "match_rank",  value: "not.is.null"),
+//            URLQueryItem(name: "order",       value: "raw_ingredient.asc,match_rank.asc"),
+//        ]
+//
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url, method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//
+//        do {
+//            return try JSONDecoder().decode([RecipeMatch].self, from: data)
+//        } catch {
+//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
+//            print("❌ RecipeMatch decode error: \(error)")
+//            print("❌ Raw: \(raw.prefix(300))")
+//            throw error
+//        }
+//    }
+//}
+//
+//// MARK: - Kroger Store Locations
+//
+//struct KrogerStore: Codable, Identifiable {
+//    let locationId: Int
+//    let name: String?
+//    let chain: String?
+//    let address_line1: String?
+//    let address_city: String?
+//    let address_state: String?
+//    let address_zipCode: Int?
+//    let geo_latitude: Double?
+//    let geo_longitude: Double?
+//
+//    var id: Int { locationId }
+//
+//    var displayName: String { name ?? "Kroger Store" }
+//
+//    var displayAddress: String {
+//        [address_line1, address_city, address_state]
+//            .compactMap { $0 }.filter { !$0.isEmpty }
+//            .joined(separator: ", ")
+//    }
+//
+//    var coordinate: CLLocationCoordinate2D? {
+//        guard let lat = geo_latitude, let lng = geo_longitude else { return nil }
+//        return CLLocationCoordinate2D(latitude: lat, longitude: lng)
+//    }
+//
+//    func distanceMiles(from coord: CLLocationCoordinate2D) -> Double? {
+//        guard let c = coordinate else { return nil }
+//        let loc1 = CLLocation(latitude: c.latitude, longitude: c.longitude)
+//        let loc2 = CLLocation(latitude: coord.latitude, longitude: coord.longitude)
+//        return loc1.distance(from: loc2) / 1609.34
+//    }
+//}
+//
+//extension AuthManager {
+//    func fetchNearbyKrogerStores(
+//        near coordinate: CLLocationCoordinate2D,
+//        radiusDegrees: Double = 0.2
+//    ) async throws -> [KrogerStore] {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("kroger_locations")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [
+//            URLQueryItem(name: "select", value: "locationId,name,chain,address_line1,address_city,address_state,address_zipCode,geo_latitude,geo_longitude"),
+//            URLQueryItem(name: "geo_latitude",  value: "gte.\(coordinate.latitude  - radiusDegrees)"),
+//            URLQueryItem(name: "geo_latitude",  value: "lte.\(coordinate.latitude  + radiusDegrees)"),
+//            URLQueryItem(name: "geo_longitude", value: "gte.\(coordinate.longitude - radiusDegrees)"),
+//            URLQueryItem(name: "geo_longitude", value: "lte.\(coordinate.longitude + radiusDegrees)"),
+//            URLQueryItem(name: "limit", value: "50"),
+//        ]
+//
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url, method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//
+//        let stores = try JSONDecoder().decode([KrogerStore].self, from: data)
+//        return stores
+//            .filter { $0.coordinate != nil }
+//            .sorted { (a: KrogerStore, b: KrogerStore) -> Bool in
+//                (a.distanceMiles(from: coordinate) ?? 999) <
+//                (b.distanceMiles(from: coordinate) ?? 999)
+//            }
+//    }
+//}
+//
+
 
 import Foundation
+import CoreLocation
 import SwiftUI
 import Combine
 
@@ -374,41 +971,92 @@ struct SupabaseError: Codable {
 }
 
 
-// ------ For Walmart Items ------
+// MARK: - Kroger Items
+
+struct KrogerItem: Codable, Identifiable {
+    let productId: Int
+    let name: String
+    let brand: String?
+    let price: String?        // "1.49;1.49;2.49" — index-aligned with store_ids
+    let classifier: String?
+    let categories: String?
+    let image_url: String?
+    let size: String?
+    let search_keyword: String?
+    let store_ids: String?
+
+    var id: Int { productId }
+
+    var priceList: [Double] {
+        guard let price else { return [] }
+        return price.split(separator: ";")
+            .compactMap { Double($0.trimmingCharacters(in: .whitespaces)) }
+    }
+
+    var storeIdList: [String] {
+        guard let store_ids else { return [] }
+        return store_ids.split(separator: ";")
+            .map { $0.trimmingCharacters(in: .whitespaces) }
+    }
+
+    var minPrice: Double? {
+        priceList.filter { $0 > 0 }.min()
+    }
+
+    func price(forStoreId storeId: String) -> Double? {
+        guard let index = storeIdList.firstIndex(of: storeId),
+              index < priceList.count else { return nil }
+        return priceList[index]
+    }
+
+    func displayPrice(forStoreId storeId: String? = nil) -> String {
+        let p: Double?
+        if let storeId {
+            p = price(forStoreId: storeId) ?? minPrice
+        } else {
+            p = minPrice
+        }
+        guard let p else { return "Price N/A" }
+        return String(format: "$%.2f", p)
+    }
+
+    var imageURL: URL? {
+        guard let img = image_url, !img.isEmpty else { return nil }
+        return URL(string: img)
+    }
+}
 
 extension AuthManager {
-    func fetchWalmartItems(
+    func fetchKrogerItems(
         search: String? = nil,
-        ingredientOnly: Bool? = nil,
+        classifier: String? = nil,
         limit: Int = 50,
         offset: Int = 0
-    ) async throws -> [WalmartItem] {
-
-        let tableName = "classified_ingredients_aa"  // <-- CHANGE THIS
-
+    ) async throws -> [KrogerItem] {
         let base = supabaseURL
             .appendingPathComponent("rest/v1")
-            .appendingPathComponent(tableName)
+            .appendingPathComponent("kroger_ingredients2")
 
         var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
         var q: [URLQueryItem] = [
             URLQueryItem(
                 name: "select",
-                value: "id,name,ingredient,classifiers,retail_price,thumbnailImage,mediumImage,largeImage,color"
+                value: "productId,name,brand,price,classifier,categories,image_url,size,search_keyword,store_ids"
             ),
-            URLQueryItem(name: "limit", value: "\(limit)"),
+            URLQueryItem(name: "limit",  value: "\(limit)"),
             URLQueryItem(name: "offset", value: "\(offset)"),
-            URLQueryItem(name: "order", value: "id.asc")
+            URLQueryItem(name: "order",  value: "productId.asc"),
         ]
 
-        if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines),
-           !s.isEmpty {
-            q.append(URLQueryItem(name: "name", value: "ilike.*\(s)*"))
+        if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines), !s.isEmpty {
+            q.append(URLQueryItem(
+                name: "or",
+                value: "(name.ilike.*\(s)*,search_keyword.ilike.*\(s)*)"
+            ))
         }
 
-        if let ingredientOnly {
-            // PostgREST boolean filter
-            q.append(URLQueryItem(name: "ingredient", value: "eq.\(ingredientOnly ? "true" : "false")"))
+        if let cls = classifier, !cls.isEmpty {
+            q.append(URLQueryItem(name: "classifier", value: "eq.\(cls)"))
         }
 
         comps.queryItems = q
@@ -421,11 +1069,18 @@ extension AuthManager {
             bearerToken: accessToken
         )
 
-        return try JSONDecoder().decode([WalmartItem].self, from: data)
+        do {
+            return try JSONDecoder().decode([KrogerItem].self, from: data)
+        } catch {
+            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
+            print("❌ KrogerItem decode error: \(error)")
+            print("❌ Raw JSON: \(raw.prefix(500))")
+            throw error
+        }
     }
 }
 
-//Onboard survey fetch/save 
+//Onboard survey fetch/save
 struct UserPreferencesRow: Codable {
     let user_id: String
     let diet_preferences: [String]
@@ -541,3 +1196,138 @@ extension AuthManager {
         return try JSONDecoder().decode([RecipeRow].self, from: data)
     }
 }
+
+
+// MARK: - Recipe Matches
+
+struct RecipeMatch: Codable, Identifiable {
+    let id: Int
+    let recipe_id: Int
+    let raw_ingredient: String
+    let matched_name: String?
+    let matched_product_id: String?
+    let matched_image: String?
+    let matched_size: String?
+    let min_price: Double?
+    let price_raw: String?
+    let store_ids: String?
+    let score: Double?
+    let confidence: String?
+    let match_rank: Int?
+
+    var displayPrice: String {
+        guard let p = min_price else { return "Price N/A" }
+        return String(format: "$%.2f", p)
+    }
+
+    var imageURL: URL? {
+        guard let img = matched_image, !img.isEmpty else { return nil }
+        return URL(string: img)
+    }
+}
+
+extension AuthManager {
+    func fetchRecipeMatches(recipeId: Int) async throws -> [RecipeMatch] {
+        let base = supabaseURL
+            .appendingPathComponent("rest/v1")
+            .appendingPathComponent("recipe_matches")
+
+        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+        comps.queryItems = [
+            URLQueryItem(name: "select", value: "id,recipe_id,raw_ingredient,matched_name,matched_product_id,matched_image,matched_size,min_price,price_raw,store_ids,score,confidence,match_rank"),
+            URLQueryItem(name: "recipe_id",   value: "eq.\(recipeId)"),
+            URLQueryItem(name: "match_rank",  value: "not.is.null"),
+            URLQueryItem(name: "order",       value: "raw_ingredient.asc,match_rank.asc"),
+        ]
+
+        guard let url = comps.url else { throw URLError(.badURL) }
+
+        let (data, _) = try await request(
+            url: url, method: "GET",
+            jsonBody: Optional<String>.none,
+            bearerToken: accessToken
+        )
+
+        do {
+            return try JSONDecoder().decode([RecipeMatch].self, from: data)
+        } catch {
+            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
+            print("❌ RecipeMatch decode error: \(error)")
+            print("❌ Raw: \(raw.prefix(300))")
+            throw error
+        }
+    }
+}
+
+// MARK: - Kroger Store Locations
+
+struct KrogerStore: Codable, Identifiable {
+    let locationId: Int
+    let name: String?
+    let chain: String?
+    let address_line1: String?
+    let address_city: String?
+    let address_state: String?
+    let address_zipCode: Int?
+    let geo_latitude: Double?
+    let geo_longitude: Double?
+
+    var id: Int { locationId }
+
+    var displayName: String { name ?? "Kroger Store" }
+
+    var displayAddress: String {
+        [address_line1, address_city, address_state]
+            .compactMap { $0 }.filter { !$0.isEmpty }
+            .joined(separator: ", ")
+    }
+
+    var coordinate: CLLocationCoordinate2D? {
+        guard let lat = geo_latitude, let lng = geo_longitude else { return nil }
+        return CLLocationCoordinate2D(latitude: lat, longitude: lng)
+    }
+
+    func distanceMiles(from coord: CLLocationCoordinate2D) -> Double? {
+        guard let c = coordinate else { return nil }
+        let loc1 = CLLocation(latitude: c.latitude, longitude: c.longitude)
+        let loc2 = CLLocation(latitude: coord.latitude, longitude: coord.longitude)
+        return loc1.distance(from: loc2) / 1609.34
+    }
+}
+
+extension AuthManager {
+    func fetchNearbyKrogerStores(
+        near coordinate: CLLocationCoordinate2D,
+        radiusDegrees: Double = 0.2
+    ) async throws -> [KrogerStore] {
+        let base = supabaseURL
+            .appendingPathComponent("rest/v1")
+            .appendingPathComponent("kroger_locations")
+
+        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+        comps.queryItems = [
+            URLQueryItem(name: "select", value: "locationId,name,chain,address_line1,address_city,address_state,address_zipCode,geo_latitude,geo_longitude"),
+            URLQueryItem(name: "geo_latitude",  value: "gte.\(coordinate.latitude  - radiusDegrees)"),
+            URLQueryItem(name: "geo_latitude",  value: "lte.\(coordinate.latitude  + radiusDegrees)"),
+            URLQueryItem(name: "geo_longitude", value: "gte.\(coordinate.longitude - radiusDegrees)"),
+            URLQueryItem(name: "geo_longitude", value: "lte.\(coordinate.longitude + radiusDegrees)"),
+            URLQueryItem(name: "limit", value: "50"),
+        ]
+
+        guard let url = comps.url else { throw URLError(.badURL) }
+
+        let (data, _) = try await request(
+            url: url, method: "GET",
+            jsonBody: Optional<String>.none,
+            bearerToken: accessToken
+        )
+
+        let stores = try JSONDecoder().decode([KrogerStore].self, from: data)
+        return stores
+            .filter { $0.coordinate != nil }
+            .sorted { (a: KrogerStore, b: KrogerStore) -> Bool in
+                (a.distanceMiles(from: coordinate) ?? 999) <
+                (b.distanceMiles(from: coordinate) ?? 999)
+            }
+    }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/MapView.swift b/SWFrontUI/ShopwiseFrontEndUI/MapView.swift
index d438a9a..065aa8e 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/MapView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/MapView.swift
@@ -1,133 +1,331 @@
 import SwiftUI
+import UIKit
 import MapKit
 import CoreLocation
 
+// MARK: - Store model
+
+struct StoreAnnotation: Identifiable {
+    let id: String
+    let name: String
+    let chain: String
+    let address: String
+    let coordinate: CLLocationCoordinate2D
+    let locationId: String?
+
+    var markerTint: Color {
+        chain == "Walmart" ? .blue : .orange
+    }
+    var icon: String {
+        chain == "Walmart" ? "cart.fill" : "storefront.fill"
+    }
+}
+
+// MARK: - Hardcoded stores near UCR (Kroger-family + Walmart)
+// Kroger stores are hardcoded since kroger_locations table needs to be populated first.
+// Ralphs and Food 4 Less are both Kroger-owned brands in SoCal.
+
+private let krogerStoresNearUCR: [StoreAnnotation] = [
+    StoreAnnotation(id: "ralphs_university", name: "Ralphs", chain: "Ralphs",
+                    address: "1520 University Ave, Riverside, CA 92507",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9738, longitude: -117.3456), locationId: nil),
+    StoreAnnotation(id: "food4less_university", name: "Food 4 Less", chain: "Food 4 Less",
+                    address: "1275 University Ave, Riverside, CA 92507",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9718, longitude: -117.3462), locationId: nil),
+    StoreAnnotation(id: "ralphs_magnolia", name: "Ralphs", chain: "Ralphs",
+                    address: "6225 Magnolia Ave, Riverside, CA 92506",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9524, longitude: -117.3698), locationId: nil),
+    StoreAnnotation(id: "ralphs_arlington", name: "Ralphs", chain: "Ralphs",
+                    address: "5905 Arlington Ave, Riverside, CA 92504",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9989, longitude: -117.3929), locationId: nil),
+    StoreAnnotation(id: "food4less_merrill", name: "Food 4 Less", chain: "Food 4 Less",
+                    address: "3750 Merrill Ave, Riverside, CA 92506",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9292, longitude: -117.3812), locationId: nil),
+    StoreAnnotation(id: "ralphs_central", name: "Ralphs", chain: "Ralphs",
+                    address: "3650 Central Ave, Riverside, CA 92506",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9453, longitude: -117.3957), locationId: nil),
+    StoreAnnotation(id: "ralphs_magnolia2", name: "Ralphs", chain: "Ralphs",
+                    address: "12061 Magnolia Ave, Riverside, CA 92503",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9993, longitude: -117.4229), locationId: nil),
+]
+
+private let walmartStoresNearUCR: [StoreAnnotation] = [
+    StoreAnnotation(id: "walmart_1", name: "Walmart Supercenter", chain: "Walmart",
+                    address: "12721 Moreno Beach Dr, Moreno Valley, CA 92555",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9384322, longitude: -117.2861652), locationId: nil),
+    StoreAnnotation(id: "walmart_2", name: "Walmart Supercenter", chain: "Walmart",
+                    address: "5200 Van Buren Blvd, Riverside, CA 92503",
+                    coordinate: CLLocationCoordinate2D(latitude: 34.0497547, longitude: -117.3065025), locationId: nil),
+    StoreAnnotation(id: "walmart_3", name: "Walmart Supercenter", chain: "Walmart",
+                    address: "8844 Limonite Ave, Jurupa Valley, CA 92509",
+                    coordinate: CLLocationCoordinate2D(latitude: 34.0762367, longitude: -117.3733901), locationId: nil),
+    StoreAnnotation(id: "walmart_4", name: "Walmart Supercenter", chain: "Walmart",
+                    address: "1290 E Ontario Ave, Corona, CA 92881",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9371558, longitude: -117.4554553), locationId: nil),
+    StoreAnnotation(id: "walmart_5", name: "Walmart Supercenter", chain: "Walmart",
+                    address: "479 N McKinley St, Corona, CA 92879",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9739612, longitude: -117.5904619), locationId: nil),
+    StoreAnnotation(id: "walmart_6", name: "Walmart Supercenter", chain: "Walmart",
+                    address: "1366 S Riverside Ave, Rialto, CA 92376",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.8061034, longitude: -117.2295603), locationId: nil),
+    StoreAnnotation(id: "walmart_7", name: "Walmart Supercenter", chain: "Walmart",
+                    address: "725 N Tippecanoe Ave, San Bernardino, CA 92410",
+                    coordinate: CLLocationCoordinate2D(latitude: 34.1378079, longitude: -117.1946666), locationId: nil),
+]
+
+// MARK: - MapView
+
 struct MapView: View {
+    @EnvironmentObject private var auth: AuthManager
     @StateObject private var locationManager = LocationManager()
 
+    private let ucrCoordinate = CLLocationCoordinate2D(latitude: 33.9737, longitude: -117.3281)
+
     @State private var position: MapCameraPosition = .region(
         MKCoordinateRegion(
-            center: CLLocationCoordinate2D(latitude: 33.978194, longitude: -117.367861),
-            span: MKCoordinateSpan(latitudeDelta: 0.05, longitudeDelta: 0.05)
+            center: CLLocationCoordinate2D(latitude: 33.9737, longitude: -117.3281),
+            span: MKCoordinateSpan(latitudeDelta: 0.15, longitudeDelta: 0.15)
         )
     )
 
-    @State private var stores: [StoreLocation] = [
-        StoreLocation(
-            id: "store_walmart",
-            name: "Walmart Supercenter",
-            latitude: 33.988194,
-            longitude: -117.361861,
-            address: nil,
-            chain: "Walmart"
-        ),
-        StoreLocation(
-            id: "store_ralphs",
-            name: "Ralphs",
-            latitude: 33.970194,
-            longitude: -117.363861,
-            address: nil,
-            chain: "Ralphs"
-        )
-    ]
+    @State private var krogerStores: [StoreAnnotation] = []
+    @State private var isLoadingStores = false
+    @State private var selectedStore: StoreAnnotation? = nil
+    @State private var errorText: String? = nil
+
+    private var allStores: [StoreAnnotation] { krogerStoresNearUCR + walmartStoresNearUCR }
+    private var centerCoordinate: CLLocationCoordinate2D { locationManager.userLocation ?? ucrCoordinate }
 
     var body: some View {
         List {
-            Section {
-                CardContainer {
-                    Map(position: $position) {
-                        UserAnnotation()
+            mapSection
+            if let store = selectedStore { selectedStoreSection(store) }
+            krogerSection
+            walmartSection
+            locationSection
+        }
+        .navigationTitle("ShopWise")
+        .appToolbar()
+        .task { }  // kroger stores are hardcoded — swap for live fetch once kroger_locations is populated
+        .onAppear { locationManager.requestPermission() }
+        .onChange(of: locationManager.userLocation?.latitude ?? 0) { _, lat in
+            guard lat != 0 else { return }
+            centerOnUser()
+        }
+    }
+
+    // MARK: - Sections (broken out to help type checker)
 
-                        ForEach(stores) { store in
-                            Marker(store.name, coordinate: store.coordinate)
+    private var mapSection: some View {
+        Section {
+            CardContainer {
+                Map(position: $position) {
+                    UserAnnotation()
+                    ForEach(allStores) { store in
+                        Annotation(store.name, coordinate: store.coordinate) {
+                            StorePin(store: store, isSelected: selectedStore?.id == store.id)
+                                .onTapGesture {
+                                    withAnimation { selectedStore = store }
+                                    focusOn(store.coordinate)
+                                }
                         }
                     }
-                    .frame(height: 260)
-                    .clipShape(RoundedRectangle(cornerRadius: 14, style: .continuous))
                 }
-                .listRowInsets(EdgeInsets())
+                .frame(height: 280)
+                .clipShape(RoundedRectangle(cornerRadius: 14, style: .continuous))
+                .overlay(alignment: .topTrailing) { locationButton }
             }
+            .listRowInsets(EdgeInsets())
+        }
+    }
 
-            Section("Nearby Grocery Stores") {
-                ForEach(stores) { store in
-                    Button {
-                        position = .region(
-                            MKCoordinateRegion(
-                                center: store.coordinate,
-                                span: MKCoordinateSpan(latitudeDelta: 0.02, longitudeDelta: 0.02)
-                            )
-                        )
-                    } label: {
-                        HStack {
-                            Image(systemName: "mappin.circle.fill")
-
-                            VStack(alignment: .leading) {
-                                Text(store.name)
-                                Text(store.chain ?? "Store")
-                                    .foregroundStyle(.secondary)
-                                    .font(.subheadline)
-                            }
-
-                            Spacer()
+    private var locationButton: some View {
+        Button { centerOnUser() } label: {
+            Image(systemName: "location.fill")
+                .padding(10)
+                .background(.regularMaterial)
+                .clipShape(Circle())
+        }
+        .padding(10)
+        .disabled(locationManager.userLocation == nil)
+    }
+
+    private func selectedStoreSection(_ store: StoreAnnotation) -> some View {
+        Section {
+            CardContainer {
+                VStack(alignment: .leading, spacing: 8) {
+                    HStack(spacing: 10) {
+                        Image(systemName: store.icon)
+                            .font(.title2)
+                            .foregroundStyle(store.markerTint)
+                        VStack(alignment: .leading, spacing: 2) {
+                            Text(store.name).font(.headline)
+                            Text(store.chain).font(.subheadline).foregroundStyle(.secondary)
                         }
+                        Spacer()
+                        if let dist = distanceText(to: store) {
+                            Text(dist)
+                                .font(.caption.weight(.semibold))
+                                .padding(.horizontal, 8).padding(.vertical, 4)
+                                .background(Color(.systemGray6))
+                                .clipShape(Capsule())
+                        }
+                    }
+                    if !store.address.isEmpty {
+                        Label(store.address, systemImage: "mappin")
+                            .font(.caption).foregroundStyle(.secondary)
                     }
-                    .buttonStyle(.plain)
+                    Button { openInMaps(store) } label: {
+                        Label("Get Directions", systemImage: "arrow.triangle.turn.up.right.circle")
+                            .frame(maxWidth: .infinity)
+                    }
+                    .buttonStyle(.borderedProminent)
+                    .tint(store.markerTint)
                 }
             }
+        }
+    }
 
-            Section("Location") {
-                Button {
-                    centerOnUser()
-                } label: {
-                    Label("Center on Me", systemImage: "location.fill")
-                        .frame(maxWidth: .infinity)
-                }
-                .disabled(locationManager.userLocation == nil)
+    private var krogerSection: some View {
+        Section("Kroger Stores Nearby") {
+            ForEach(krogerStoresNearUCR) { store in storeRow(store) }
+        }
+    }
+
+    private var walmartSection: some View {
+        Section("Walmart Stores Nearby") {
+            ForEach(walmartStoresNearUCR) { store in storeRow(store) }
+        }
+    }
 
-                HStack {
-                    Text("Permission")
-                    Spacer()
-                    Text(locationStatusText)
-                        .foregroundStyle(.secondary)
+    private var locationSection: some View {
+        Section("Location") {
+            HStack {
+                Text("Permission")
+                Spacer()
+                Text(locationStatusText).foregroundStyle(.secondary)
+            }
+        }
+    }
+
+    // MARK: - Store row
+
+    private func storeRow(_ store: StoreAnnotation) -> some View {
+        Button {
+            withAnimation { selectedStore = store }
+            focusOn(store.coordinate)
+        } label: {
+            HStack(spacing: 12) {
+                Image(systemName: store.icon)
+                    .foregroundStyle(store.markerTint)
+                    .frame(width: 28)
+                VStack(alignment: .leading, spacing: 2) {
+                    Text(store.name).font(.subheadline.weight(.medium))
+                    if !store.address.isEmpty {
+                        Text(store.address).font(.caption).foregroundStyle(.secondary).lineLimit(1)
+                    }
+                }
+                Spacer()
+                if let dist = distanceText(to: store) {
+                    Text(dist).font(.caption).foregroundStyle(.secondary)
                 }
+                Image(systemName: "chevron.right").font(.caption).foregroundStyle(.tertiary)
             }
         }
-        .navigationTitle("ShopWise")
-        .appToolbar()
-        .onAppear {
-            locationManager.requestPermission()
+        .buttonStyle(.plain)
+    }
+
+    // MARK: - Data loading
+
+    @MainActor
+    private func loadKrogerStores() async {
+        guard !isLoadingStores else { return }
+        isLoadingStores = true
+        errorText = nil
+        do {
+            let fetched = try await auth.fetchNearbyKrogerStores(
+                near: centerCoordinate, radiusDegrees: 0.2
+            )
+            krogerStores = fetched.compactMap { store -> StoreAnnotation? in
+                guard let coord = store.coordinate else { return nil }
+                return StoreAnnotation(
+                    id: "kroger_\(store.locationId)",
+                    name: store.displayName,
+                    chain: store.chain ?? "Kroger",
+                    address: store.displayAddress,
+                    coordinate: coord,
+                    locationId: String(store.locationId)
+                )
+            }
+        } catch {
+            krogerStores = []
         }
-        .onChange(of: locationManager.userLocation?.latitude ?? 0) { _, newLatitude in
-            guard newLatitude != 0 else { return }
-            centerOnUser()
+        isLoadingStores = false
+    }
+
+    // MARK: - Helpers
+
+    private func focusOn(_ coordinate: CLLocationCoordinate2D) {
+        withAnimation {
+            position = .region(MKCoordinateRegion(
+                center: coordinate,
+                span: MKCoordinateSpan(latitudeDelta: 0.02, longitudeDelta: 0.02)
+            ))
+        }
+    }
+
+    private func centerOnUser() {
+        guard let loc = locationManager.userLocation else { return }
+        focusOn(loc)
+    }
+
+    private func distanceText(to store: StoreAnnotation) -> String? {
+        guard let userLoc = locationManager.userLocation else { return nil }
+        let user = CLLocation(latitude: userLoc.latitude, longitude: userLoc.longitude)
+        let dest = CLLocation(latitude: store.coordinate.latitude, longitude: store.coordinate.longitude)
+        let miles = user.distance(from: dest) / 1609.34
+        return String(format: "%.1f mi", miles)
+    }
+
+    private func openInMaps(_ store: StoreAnnotation) {
+        // Use Maps URL scheme — avoids MKPlacemark deprecation entirely
+        let query = store.address.isEmpty
+            ? "\(store.coordinate.latitude),\(store.coordinate.longitude)"
+            : store.address
+        let encoded = query.addingPercentEncoding(withAllowedCharacters: .urlQueryAllowed) ?? ""
+        let urlStr = "maps://?daddr=\(encoded)&dirflg=d"
+        if let url = URL(string: urlStr) {
+            UIApplication.shared.open(url)
         }
     }
 
     private var locationStatusText: String {
         switch locationManager.authorizationStatus {
-        case .notDetermined:
-            return "Not Requested"
-        case .restricted:
-            return "Restricted"
-        case .denied:
-            return "Denied"
-        case .authorizedAlways:
-            return "Allowed"
-        case .authorizedWhenInUse:
-            return "Allowed"
-        @unknown default:
-            return "Unknown"
+        case .notDetermined: return "Not Requested"
+        case .restricted:    return "Restricted"
+        case .denied:        return "Denied"
+        case .authorizedAlways, .authorizedWhenInUse: return "Allowed"
+        @unknown default:    return "Unknown"
         }
     }
+}
 
-    private func centerOnUser() {
-        guard let user = locationManager.userLocation else { return }
+// MARK: - Store pin
 
-        position = .region(
-            MKCoordinateRegion(
-                center: user,
-                span: MKCoordinateSpan(latitudeDelta: 0.02, longitudeDelta: 0.02)
-            )
-        )
+struct StorePin: View {
+    let store: StoreAnnotation
+    let isSelected: Bool
+
+    var body: some View {
+        ZStack {
+            Circle()
+                .fill(store.markerTint)
+                .frame(width: isSelected ? 44 : 36, height: isSelected ? 44 : 36)
+                .shadow(radius: isSelected ? 6 : 2)
+            Image(systemName: store.icon)
+                .font(.system(size: isSelected ? 18 : 14))
+                .foregroundStyle(.white)
+        }
+        .animation(.spring(duration: 0.2), value: isSelected)
     }
 }
diff --git a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
index b754b66..fff1d0d 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
@@ -3,76 +3,70 @@ import SwiftUI
 struct RecipeView: View {
     @EnvironmentObject private var auth: AuthManager
     @EnvironmentObject private var cartStore: CartStore
-    
+
     @State private var query = ""
     @State private var recipes: [RecipeRow] = []
     @State private var expandedID: Int? = nil
     @State private var isLoading = false
     @State private var errorText: String? = nil
     @State private var searchTask: Task<Void, Never>? = nil
-    
+
     @State private var pageSize = 20
     @State private var offset = 0
     @State private var hasMore = true
     @State private var isLoadingMore = false
     @State private var excludedIngredientsByRecipe: [Int: Set<String>] = [:]
-    
+
+    // Kroger matches keyed by recipe_id
+    @State private var matchesByRecipe: [Int: [RecipeMatch]] = [:]
+    @State private var loadingMatchesFor: Set<Int> = []
+
     private var filtered: [RecipeRow] {
-        if query.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
-            return recipes
-        }
+        if query.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty { return recipes }
         return recipes.filter { $0.title.localizedCaseInsensitiveContains(query) }
     }
-        
+
     var body: some View {
-        List {
-            content
-        }
-        .listStyle(.plain)
-        .navigationTitle("ShopWise")
-        .searchable(text: $query, prompt: "Search recipes…")
-        .appToolbar()
-        .task {
-            await loadRecipes(reset: true)
-        }
-        .onChange(of: query) { _, _ in
-            searchTask?.cancel()
-            searchTask = Task {
-                try? await Task.sleep(nanoseconds: 400_000_000)
-                if Task.isCancelled { return }
-                await loadRecipes(reset: true)
+        List { content }
+            .listStyle(.plain)
+            .navigationTitle("ShopWise")
+            .searchable(text: $query, prompt: "Search recipes…")
+            .appToolbar()
+            .task { await loadRecipes(reset: true) }
+            .onChange(of: query) { _, _ in
+                searchTask?.cancel()
+                searchTask = Task {
+                    try? await Task.sleep(nanoseconds: 400_000_000)
+                    if Task.isCancelled { return }
+                    await loadRecipes(reset: true)
+                }
             }
-        }
     }
-    
+
     @ViewBuilder
     private var content: some View {
-
         if isLoading {
-            HStack {
-                Spacer()
-                ProgressView("Loading…")
-                Spacer()
-            }
-            .listRowSeparator(.hidden)
-
+            HStack { Spacer(); ProgressView("Loading…"); Spacer() }
+                .listRowSeparator(.hidden)
         } else if let errorText {
-            Text(errorText)
-                .foregroundStyle(.red)
-
+            Text(errorText).foregroundStyle(.red)
         } else {
             ForEach(Array(filtered.enumerated()), id: \.element.id) { index, recipe in
                 recipeSection(index: index, recipe: recipe)
             }
         }
     }
-    
+
     private func recipeSection(index: Int, recipe: RecipeRow) -> some View {
         Section {
-
             Button {
                 withAnimation(.snappy) {
-                    expandedID = (expandedID == recipe.id) ? nil : recipe.id
+                    if expandedID == recipe.id {
+                        expandedID = nil
+                    } else {
+                        expandedID = recipe.id
+                        loadMatchesIfNeeded(for: recipe.id)
+                    }
                 }
             } label: {
                 recipeCard(recipe)
@@ -80,9 +74,7 @@ struct RecipeView: View {
             .buttonStyle(.plain)
             .onAppear {
                 if index == filtered.count - 1 {
-                    Task {
-                        await loadRecipes(reset: false)
-                    }
+                    Task { await loadRecipes(reset: false) }
                 }
             }
 
@@ -91,49 +83,30 @@ struct RecipeView: View {
             }
         }
     }
-    
+
     private func recipeCard(_ recipe: RecipeRow) -> some View {
         CardContainer {
             HStack(spacing: 14) {
-
-                if let urlString = recipe.imageURL,
-                   let url = URL(string: urlString) {
-
+                if let urlString = recipe.imageURL, let url = URL(string: urlString) {
                     AsyncImage(url: url) { phase in
                         switch phase {
-                        case .success(let image):
-                            image.resizable().scaledToFill()
-                        case .failure(_):
-                            Image(systemName: "fork.knife")
-                        default:
-                            ProgressView()
+                        case .success(let image): image.resizable().scaledToFill()
+                        case .failure: Image(systemName: "fork.knife")
+                        default: ProgressView()
                         }
                     }
                     .frame(width: 67, height: 67)
                     .background(Color(.systemGray5))
                     .clipShape(RoundedRectangle(cornerRadius: 14))
-
                 } else {
                     RoundedRectangle(cornerRadius: 14)
                         .fill(Color(.systemGray5))
                         .frame(width: 67, height: 67)
-                        .overlay(
-                            Image(systemName: "fork.knife")
-                                .foregroundStyle(.secondary)
-                        )
+                        .overlay(Image(systemName: "fork.knife").foregroundStyle(.secondary))
                 }
 
                 VStack(alignment: .leading, spacing: 6) {
-                    Text(recipe.title)
-                        .font(.headline)
-                        .lineLimit(2)
-
-                    /*HStack(spacing: 8) {
-                        Label(recipe.difficultyText, systemImage: "chart.bar")
-                        Label("\(recipe.estimatedMinutes) min", systemImage: "clock")
-                    }
-                    .font(.subheadline)
-                    .foregroundStyle(.secondary)*/
+                    Text(recipe.title).font(.headline).lineLimit(2)
                 }
 
                 Spacer()
@@ -147,36 +120,88 @@ struct RecipeView: View {
     private func recipeExpanded(_ recipe: RecipeRow) -> some View {
         CardContainer {
             VStack(alignment: .leading, spacing: 12) {
-                Text("Ingredients")
-                    .font(.headline)
 
-                ForEach(recipe.ingredientList, id: \.self) { item in
-                    ingredientRow(recipeId: recipe.id, item: item)
+                Text("Ingredients").font(.headline)
+
+                let matches = matchesByRecipe[recipe.id] ?? []
+                let isLoadingMatches = loadingMatchesFor.contains(recipe.id)
+
+                if isLoadingMatches {
+                    HStack {
+                        Spacer()
+                        VStack(spacing: 6) {
+                            ProgressView()
+                            Text("Finding Kroger products…")
+                                .font(.caption)
+                                .foregroundStyle(.secondary)
+                        }
+                        Spacer()
+                    }
+                    .padding(.vertical, 8)
+
+                } else if matches.isEmpty {
+                    // No pre-computed matches — plain list fallback
+                    ForEach(recipe.ingredientList, id: \.self) { item in
+                        ingredientRow(recipeId: recipe.id, item: item)
+                    }
+
+                } else {
+                    // KEY FIX: drive display from recipe_matches.raw_ingredient
+                    // NOT from recipe.ingredientList — those come from different DB
+                    // columns (Ingredients vs Cleaned_Ingredients) and won't match
+                    let grouped = groupedMatches(matches)
+                    let ingredients = orderedIngredients(from: matches)
+
+                    ForEach(ingredients, id: \.self) { item in
+                        IngredientMatchRow(
+                            ingredient: item,
+                            matches: grouped[item] ?? [],
+                            isExcluded: excludedIngredientsByRecipe[recipe.id]?.contains(item) == true,
+                            onToggle: { toggleIngredient(recipeId: recipe.id, item: item) },
+                            onAdd: { match in
+                                cartStore.add(
+                                    recipeId: String(recipe.id),
+                                    recipeTitle: recipe.title,
+                                    name: match.matched_name ?? item,
+                                    unit: match.matched_size ?? "",
+                                    price: match.min_price ?? 0
+                                )
+                            }
+                        )
+                    }
                 }
 
                 if let instructions = recipe.instructions,
                    !instructions.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
-                    Divider()
-                        .padding(.vertical, 2)
-
-                    Text("Instructions")
-                        .font(.headline)
-
-                    Text(instructions)
-                        .font(.subheadline)
-                        .foregroundStyle(.secondary)
+                    Divider().padding(.vertical, 2)
+                    Text("Instructions").font(.headline)
+                    Text(instructions).font(.subheadline).foregroundStyle(.secondary)
                 }
 
                 Button {
                     let excluded = excludedIngredientsByRecipe[recipe.id] ?? []
-                    for item in recipe.ingredientList where !excluded.contains(item) {
-                        cartStore.add(
-                            recipeId: String(recipe.id),
-                            recipeTitle: recipe.title,
-                            name: item,
-                            unit: "",
-                            price: 0
-                        )
+                    let matches = matchesByRecipe[recipe.id] ?? []
+                    let grouped = groupedMatches(matches)
+                    let ingredients = matches.isEmpty
+                        ? recipe.ingredientList
+                        : orderedIngredients(from: matches)
+
+                    for item in ingredients where !excluded.contains(item) {
+                        if let top = grouped[item]?.first {
+                            cartStore.add(
+                                recipeId: String(recipe.id),
+                                recipeTitle: recipe.title,
+                                name: top.matched_name ?? item,
+                                unit: top.matched_size ?? "",
+                                price: top.min_price ?? 0
+                            )
+                        } else {
+                            cartStore.add(
+                                recipeId: String(recipe.id),
+                                recipeTitle: recipe.title,
+                                name: item, unit: "", price: 0
+                            )
+                        }
                     }
                 } label: {
                     Label("Add Selected Ingredients", systemImage: "cart.badge.plus")
@@ -187,73 +212,185 @@ struct RecipeView: View {
         }
     }
 
+    // MARK: - Helpers
+
+    /// Groups matches by raw_ingredient. Already sorted by match_rank from Supabase.
+    private func groupedMatches(_ matches: [RecipeMatch]) -> [String: [RecipeMatch]] {
+        var dict: [String: [RecipeMatch]] = [:]
+        for match in matches {
+            dict[match.raw_ingredient, default: []].append(match)
+        }
+        return dict
+    }
+
+    /// Returns unique raw_ingredients in their original DB order.
+    private func orderedIngredients(from matches: [RecipeMatch]) -> [String] {
+        var seen = Set<String>()
+        var result: [String] = []
+        for match in matches {
+            if seen.insert(match.raw_ingredient).inserted {
+                result.append(match.raw_ingredient)
+            }
+        }
+        return result
+    }
+
+    private func loadMatchesIfNeeded(for recipeId: Int) {
+        guard matchesByRecipe[recipeId] == nil,
+              !loadingMatchesFor.contains(recipeId) else { return }
+        loadingMatchesFor.insert(recipeId)
+        Task {
+            do {
+                let fetched = try await auth.fetchRecipeMatches(recipeId: recipeId)
+                await MainActor.run {
+                    matchesByRecipe[recipeId] = fetched
+                    loadingMatchesFor.remove(recipeId)
+                }
+            } catch {
+                await MainActor.run {
+                    matchesByRecipe[recipeId] = []
+                    loadingMatchesFor.remove(recipeId)
+                }
+            }
+        }
+    }
+
     private func toggleIngredient(recipeId: Int, item: String) {
         var set = excludedIngredientsByRecipe[recipeId] ?? []
-        if set.contains(item) {
-            set.remove(item)
-        } else {
-            set.insert(item)
-        }
+        if set.contains(item) { set.remove(item) } else { set.insert(item) }
         excludedIngredientsByRecipe[recipeId] = set
     }
 
     private func ingredientRow(recipeId: Int, item: String) -> some View {
         let isExcluded = excludedIngredientsByRecipe[recipeId]?.contains(item) == true
-
-        return Button {
-            toggleIngredient(recipeId: recipeId, item: item)
-        } label: {
+        return Button { toggleIngredient(recipeId: recipeId, item: item) } label: {
             HStack(spacing: 10) {
                 Image(systemName: isExcluded ? "minus.circle" : "checkmark.circle.fill")
-                    .foregroundStyle(isExcluded ? .secondary : Color.green)
+                    .foregroundStyle(isExcluded ? Color.secondary : Color.green)
                 Text(item)
-                    .foregroundStyle(isExcluded ? .secondary : .primary)
+                    .foregroundStyle(isExcluded ? Color.secondary : Color.primary)
                     .strikethrough(isExcluded, color: .secondary)
             }
         }
         .buttonStyle(.plain)
     }
-    
+
     @MainActor
     private func loadRecipes(reset: Bool = true) async {
         if isLoadingMore { return }
-        
         let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
-        
+
         if reset {
-            offset = 0
-            recipes = []
-            hasMore = true
-            isLoading = true
+            offset = 0; recipes = []; hasMore = true; isLoading = true
         } else {
             if !hasMore { return }
             isLoadingMore = true
         }
-        
         errorText = nil
-        
+
         do {
             let fetched = try await auth.fetchRecipes(
                 search: trimmed.isEmpty ? nil : trimmed,
-                limit: pageSize,
-                offset: offset
+                limit: pageSize, offset: offset
             )
-            
-            if reset {
-                recipes = fetched
-            } else {
-                recipes.append(contentsOf: fetched)
-            }
-            
+            if reset { recipes = fetched } else { recipes.append(contentsOf: fetched) }
             offset += fetched.count
-            if fetched.count < pageSize {
-                hasMore = false
-            }
+            if fetched.count < pageSize { hasMore = false }
         } catch {
             errorText = (error as NSError).localizedDescription
         }
-        
         isLoading = false
         isLoadingMore = false
     }
 }
+
+// MARK: - Ingredient row with Kroger match
+
+struct IngredientMatchRow: View {
+    let ingredient: String
+    let matches: [RecipeMatch]
+    let isExcluded: Bool
+    let onToggle: () -> Void
+    let onAdd: (RecipeMatch) -> Void
+
+    @State private var selectedRank = 0
+
+    var body: some View {
+        VStack(alignment: .leading, spacing: 6) {
+
+            Button(action: onToggle) {
+                HStack(spacing: 10) {
+                    Image(systemName: isExcluded ? "minus.circle" : "checkmark.circle.fill")
+                        .foregroundStyle(isExcluded ? Color.secondary : Color.green)
+                    Text(ingredient)
+                        .font(.subheadline)
+                        .foregroundStyle(isExcluded ? Color.secondary : Color.primary)
+                        .strikethrough(isExcluded, color: .secondary)
+                    Spacer()
+                }
+            }
+            .buttonStyle(.plain)
+
+            if !matches.isEmpty && !isExcluded {
+                if matches.count > 1 {
+                    Picker("", selection: $selectedRank) {
+                        ForEach(matches.indices, id: \.self) { i in
+                            Text(matches[i].displayPrice).tag(i)
+                        }
+                    }
+                    .pickerStyle(.segmented)
+                }
+
+                if selectedRank < matches.count {
+                    let match = matches[selectedRank]
+                    HStack(spacing: 10) {
+                        AsyncImage(url: match.imageURL) { phase in
+                            switch phase {
+                            case .success(let img):
+                                img.resizable().scaledToFill()
+                                    .frame(width: 44, height: 44).clipped()
+                            default:
+                                Image(systemName: "photo")
+                                    .frame(width: 44, height: 44)
+                                    .foregroundStyle(.tertiary)
+                            }
+                        }
+                        .background(Color(.systemGray6))
+                        .clipShape(RoundedRectangle(cornerRadius: 8))
+
+                        VStack(alignment: .leading, spacing: 2) {
+                            Text(match.matched_name ?? "")
+                                .font(.caption.weight(.medium))
+                                .lineLimit(2)
+                            if let size = match.matched_size, !size.isEmpty {
+                                Text(size).font(.caption2).foregroundStyle(.secondary)
+                            }
+                        }
+
+                        Spacer()
+
+                        VStack(alignment: .trailing, spacing: 4) {
+                            Text(match.displayPrice)
+                                .font(.caption.weight(.semibold))
+                                .foregroundStyle(.blue)
+
+                            Button { onAdd(match) } label: {
+                                Image(systemName: "cart.badge.plus")
+                                    .font(.system(size: 14))
+                                    .padding(6)
+                                    .background(Color.blue.opacity(0.12))
+                                    .foregroundStyle(.blue)
+                                    .clipShape(Circle())
+                            }
+                            .buttonStyle(.plain)
+                        }
+                    }
+                    .padding(8)
+                    .background(Color(.systemGray6).opacity(0.6))
+                    .clipShape(RoundedRectangle(cornerRadius: 10))
+                }
+            }
+        }
+        .padding(.vertical, 2)
+    }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift b/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift
index c1f5cd3..53da7d7 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift
@@ -1,34 +1,54 @@
 import SwiftUI
 
+// MARK: - Classifier tab definition
+struct ClassifierTab: Identifiable, Equatable {
+    let id: String       // actual DB value or "All"
+    let label: String    // display name
+    let icon: String     // SF Symbol
+
+    static let all: [ClassifierTab] = [
+        ClassifierTab(id: "All",         label: "All",        icon: "square.grid.2x2"),
+        ClassifierTab(id: "PRODUCE",     label: "Produce",    icon: "leaf"),
+        ClassifierTab(id: "PROTEIN",     label: "Protein",    icon: "fork.knife"),
+        ClassifierTab(id: "DAIRY",       label: "Dairy",      icon: "drop"),
+        ClassifierTab(id: "GRAIN",       label: "Grain",      icon: "bag"),
+        ClassifierTab(id: "SPICE",       label: "Spices",     icon: "sparkles"),
+        ClassifierTab(id: "CONDIMENT",   label: "Condiments", icon: "mug"),
+        ClassifierTab(id: "OIL_FAT",     label: "Oils",       icon: "flame"),
+        ClassifierTab(id: "BAKING",      label: "Baking",     icon: "birthday.cake"),
+        ClassifierTab(id: "CANNED_GOOD", label: "Canned",     icon: "cylinder"),
+        ClassifierTab(id: "NUT_SEED",    label: "Nuts",       icon: "circle.hexagongrid"),
+        ClassifierTab(id: "FRESH_HERB",  label: "Herbs",      icon: "leaf.circle"),
+        ClassifierTab(id: "SWEETENER",   label: "Sweeteners", icon: "star"),
+        ClassifierTab(id: "ALCOHOL",     label: "Alcohol",    icon: "wineglass"),
+        ClassifierTab(id: "OTHER_INGR",  label: "Other",      icon: "tray"),
+    ]
+}
+
 struct SearchView: View {
     @EnvironmentObject private var auth: AuthManager
     @EnvironmentObject private var cartStore: CartStore
-    
+
     @State private var query = ""
-    @State private var selectedFilter: String = "All"
-    @State private var results: [WalmartItem] = []
+    @State private var selectedTab: ClassifierTab = ClassifierTab.all[0]
+    @State private var results: [KrogerItem] = []
     @State private var isLoading = false
     @State private var errorText: String? = nil
-    @State private var expandedItemId: Int? = nil
 
     @State private var pageSize = 50
     @State private var offset = 0
-
     @State private var isLoadingMore = false
     @State private var hasMore = true
 
-    private let filters = ["All", "Ingredients", "Non-Ingredients"]
-
     var body: some View {
         ScrollView {
             VStack(alignment: .leading, spacing: 14) {
 
-                // Title
                 Text("ShopWise")
                     .font(.system(size: 34, weight: .bold))
                     .padding(.top, 6)
 
-                // Search bar (custom like your right screenshot)
+                // Search bar
                 HStack(spacing: 10) {
                     Image(systemName: "magnifyingglass")
                         .foregroundStyle(.secondary)
@@ -56,19 +76,20 @@ struct SearchView: View {
                 .background(Color(.systemGray6))
                 .clipShape(RoundedRectangle(cornerRadius: 18))
 
-                // Category chips row
+                // Classifier tabs — scrollable row
                 ScrollView(.horizontal, showsIndicators: false) {
                     HStack(spacing: 10) {
-                        ForEach(filters, id: \.self) { f in
-                            SearchCategoryChip(title: f, isSelected: selectedFilter == f) {
-                                selectedFilter = f
-                                searchItems(reset: true)   // ✅ ADD HERE
+                        ForEach(ClassifierTab.all) { tab in
+                            ClassifierChip(tab: tab, isSelected: selectedTab == tab) {
+                                selectedTab = tab
+                                searchItems(reset: true)
                             }
                         }
                     }
                     .padding(.vertical, 2)
+                    .padding(.horizontal, 1)
                 }
-                
+
                 // Content
                 if isLoading {
                     HStack {
@@ -81,40 +102,46 @@ struct SearchView: View {
                     Text(errorText)
                         .foregroundStyle(.red)
                         .padding(.top, 10)
+                } else if results.isEmpty {
+                    HStack {
+                        Spacer()
+                        VStack(spacing: 8) {
+                            Image(systemName: "magnifyingglass")
+                                .font(.system(size: 36))
+                                .foregroundStyle(.tertiary)
+                            Text("No results")
+                                .foregroundStyle(.secondary)
+                        }
+                        Spacer()
+                    }
+                    .padding(.top, 40)
                 } else {
                     LazyVStack(spacing: 14) {
-                        ForEach(Array(filteredResults.enumerated()), id: \.element.id) { index, item in
+                        ForEach(Array(results.enumerated()), id: \.element.id) { index, item in
                             ProductCard(
-                                imageURL: bestImageURL(for: item),
+                                imageURL: item.imageURL,
                                 title: item.name,
-                                unit: unitText(for: item),
-                                priceText: formatPrice(item.retail_price),
-                                descriptionText: nil, // link this to Supabase later
-                                itemCountText: nil,   // link this to Supabase later
-                                isExpanded: expandedItemId == item.id,
-                                onToggle: {
-                                    withAnimation(.spring(response: 0.35, dampingFraction: 0.85)) {
-                                        if expandedItemId == item.id {
-                                            expandedItemId = nil
-                                        } else {
-                                            expandedItemId = item.id
-                                        }
-                                    }
-                                },
+                                unit: item.size,
+                                priceText: item.displayPrice(),
                                 onAdd: {
-                                    cartStore.add(id: String(item.id), name: item.name, unit: unitText(for: item) ?? "", price: item.retail_price ?? 0)
+                                    cartStore.add(
+                                        id: String(item.productId),
+                                        name: item.name,
+                                        unit: item.size ?? "",
+                                        price: item.minPrice ?? 0
+                                    )
                                 }
                             )
                             .onAppear {
-                                // When the LAST item appears, load more
-                                if index == filteredResults.count - 1 {
+                                if index == results.count - 1 {
                                     searchItems(reset: false)
                                 }
                             }
-                        }                    }
+                        }
+                    }
                     .padding(.top, 4)
                 }
-                
+
                 Spacer(minLength: 20)
             }
             .padding(.horizontal, 16)
@@ -122,7 +149,7 @@ struct SearchView: View {
         }
         .background(Color(.systemBackground))
         .navigationBarTitleDisplayMode(.inline)
-        .appToolbar() // <-- uses your existing Settings/Profile toolbar
+        .appToolbar()
         .onChange(of: query) { _, _ in
             searchItems(reset: true)
         }
@@ -131,44 +158,10 @@ struct SearchView: View {
         }
     }
 
-    // MARK: - Filtering
-    private var filteredResults: [WalmartItem] {
-        switch selectedFilter {
-        case "Ingredients":
-            return results.filter { $0.ingredient == true }
-        case "Non-Ingredients":
-            return results.filter { $0.ingredient == false }
-        default:
-            return results
-        }
-    }
-
-    // MARK: - Helpers (image/price/unit)
-    private func bestImageURL(for item: WalmartItem) -> URL? {
-        if let s = item.thumbnailImage, let url = URL(string: s), !s.isEmpty { return url }
-        if let s = item.mediumImage, let url = URL(string: s), !s.isEmpty { return url }
-        if let s = item.largeImage, let url = URL(string: s), !s.isEmpty { return url }
-        return nil
-    }
-
-    private func formatPrice(_ p: Double?) -> String {
-        guard let p else { return "Price unavailable" }
-        return String(format: "$%.2f", p)
-    }
-
-    private func unitText(for item: WalmartItem) -> String? {
-        // Your Supabase data doesn't include a unit column.
-        // If classifiers contains something unit-like, show it; otherwise hide.
-        let cls = (item.classifiers ?? "").trimmingCharacters(in: .whitespacesAndNewlines)
-        if cls.isEmpty { return nil }
-        return cls
-    }
-
-    // MARK: - Supabase fetch
+    // MARK: - Fetch
+    // Filtering is done server-side by passing classifier to Supabase —
+    // no client-side filter needed at all.
     private func searchItems(reset: Bool = true) {
-        let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
-
-        // If we're already loading more, don't double-fire
         if isLoadingMore { return }
 
         if reset {
@@ -176,44 +169,26 @@ struct SearchView: View {
             results = []
             hasMore = true
         } else {
-            // if we already know there are no more rows, stop
             if !hasMore { return }
         }
 
-        if reset {
-            isLoading = true
-        } else {
-            isLoadingMore = true
-        }
+        if reset { isLoading = true } else { isLoadingMore = true }
         errorText = nil
 
         Task {
             do {
-                let ingredientOnly: Bool? = {
-                    switch selectedFilter {
-                    case "Ingredients": return true
-                    case "Non-Ingredients": return false
-                    default: return nil
-                    }
-                }()
-
-                let newItems = try await auth.fetchWalmartItems(
+                let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
+                let newItems = try await auth.fetchKrogerItems(
                     search: trimmed.isEmpty ? nil : trimmed,
-                    ingredientOnly: ingredientOnly,   // ✅ NEW
+                    classifier: selectedTab.id == "All" ? nil : selectedTab.id,
                     limit: pageSize,
                     offset: offset
                 )
 
                 await MainActor.run {
-                    // Append results
                     results.append(contentsOf: newItems)
-
-                    // Move offset forward
                     offset += newItems.count
-
-                    // If we got fewer than pageSize, we reached the end
                     if newItems.count < pageSize { hasMore = false }
-
                     isLoading = false
                     isLoadingMore = false
                 }
@@ -228,146 +203,94 @@ struct SearchView: View {
     }
 }
 
+// MARK: - Classifier chip
 
-struct SearchCategoryChip: View {
-    let title: String
+struct ClassifierChip: View {
+    let tab: ClassifierTab
     let isSelected: Bool
     let action: () -> Void
 
     var body: some View {
         Button(action: action) {
-            Text(title)
-                .font(.subheadline.weight(.semibold))
-                .padding(.horizontal, 14)
-                .padding(.vertical, 8)
-                .background(isSelected ? Color.blue.opacity(0.18) : Color(.systemGray6))
-                .foregroundStyle(isSelected ? Color.blue : Color.primary)
-                .clipShape(Capsule())
+            HStack(spacing: 6) {
+                Image(systemName: tab.icon)
+                    .font(.system(size: 12, weight: .medium))
+                Text(tab.label)
+                    .font(.subheadline.weight(.semibold))
+            }
+            .padding(.horizontal, 14)
+            .padding(.vertical, 8)
+            .background(isSelected ? Color.blue.opacity(0.15) : Color(.systemGray6))
+            .foregroundStyle(isSelected ? Color.blue : Color.primary)
+            .clipShape(Capsule())
+            .overlay(
+                Capsule()
+                    .strokeBorder(isSelected ? Color.blue.opacity(0.4) : Color.clear, lineWidth: 1)
+            )
         }
         .buttonStyle(.plain)
     }
 }
 
+// MARK: - Product card
+
 struct ProductCard: View {
     let imageURL: URL?
     let title: String
     let unit: String?
     let priceText: String
-    let descriptionText: String?
-    let itemCountText: String?
-    let isExpanded: Bool
-    let onToggle: () -> Void
     let onAdd: () -> Void
 
     var body: some View {
-        VStack(alignment: .leading, spacing: 12) {
-            HStack(spacing: 14) {
-                AsyncImage(url: imageURL) { phase in
-                    switch phase {
-                    case .empty:
-                        ProgressView()
-                            .frame(width: 74, height: 74)
-                    case .success(let image):
-                        image
-                            .resizable()
-                            .scaledToFill()
-                            .frame(width: 74, height: 74)
-                            .clipped()
-                    case .failure:
-                        Image(systemName: "photo")
-                            .frame(width: 74, height: 74)
-                            .foregroundStyle(.secondary)
-                    @unknown default:
-                        EmptyView()
-                            .frame(width: 74, height: 74)
-                    }
+        HStack(spacing: 14) {
+            AsyncImage(url: imageURL) { phase in
+                switch phase {
+                case .empty:
+                    ProgressView().frame(width: 74, height: 74)
+                case .success(let image):
+                    image.resizable().scaledToFill()
+                        .frame(width: 74, height: 74).clipped()
+                case .failure:
+                    Image(systemName: "photo")
+                        .frame(width: 74, height: 74).foregroundStyle(.secondary)
+                @unknown default:
+                    EmptyView().frame(width: 74, height: 74)
                 }
-                .background(Color(.systemGray6))
-                .clipShape(RoundedRectangle(cornerRadius: 16))
-                .onTapGesture(perform: onToggle)
-
-                VStack(alignment: .leading, spacing: 6) {
-                    Text(title)
-                        .font(.headline)
-                        .lineLimit(2)
-                        .onTapGesture(perform: onToggle)
+            }
+            .background(Color(.systemGray6))
+            .clipShape(RoundedRectangle(cornerRadius: 16))
 
-                    if let unit, !unit.isEmpty {
-                        Text(unit)
-                            .font(.subheadline)
-                            .foregroundStyle(.secondary)
-                            .lineLimit(1)
-                            .onTapGesture(perform: onToggle)
-                    }
+            VStack(alignment: .leading, spacing: 6) {
+                Text(title)
+                    .font(.headline)
+                    .lineLimit(2)
 
-                    Text(priceText)
-                        .font(.headline)
-                        .onTapGesture(perform: onToggle)
+                if let unit, !unit.isEmpty {
+                    Text(unit)
+                        .font(.subheadline)
+                        .foregroundStyle(.secondary)
+                        .lineLimit(1)
                 }
 
-                Spacer()
-
-                Button(action: onAdd) {
-                    HStack(spacing: 8) {
-                        Image(systemName: "cart.badge.plus")
-                        Text("Add")
-                    }
-                    .font(.subheadline.weight(.semibold))
-                    .padding(.horizontal, 14)
-                    .padding(.vertical, 10)
-                    .foregroundStyle(.white)
-                    .background(Color.blue)
-                    .clipShape(Capsule())
-                }
-                .buttonStyle(.plain)
+                Text(priceText)
+                    .font(.headline)
             }
 
-            if isExpanded {
-                VStack(alignment: .leading, spacing: 10) {
-                    AsyncImage(url: imageURL) { phase in
-                        switch phase {
-                        case .empty:
-                            ProgressView()
-                                .frame(maxWidth: .infinity, minHeight: 160)
-                        case .success(let image):
-                            image
-                                .resizable()
-                                .scaledToFill()
-                                .frame(maxWidth: .infinity, minHeight: 160, maxHeight: 200)
-                                .clipped()
-                        case .failure:
-                            Image(systemName: "photo")
-                                .frame(maxWidth: .infinity, minHeight: 160)
-                                .foregroundStyle(.secondary)
-                        @unknown default:
-                            EmptyView()
-                                .frame(maxWidth: .infinity, minHeight: 160)
-                        }
-                    }
-                    .background(Color(.systemGray6))
-                    .clipShape(RoundedRectangle(cornerRadius: 16))
-                    .onTapGesture(perform: onToggle)
-
-                    if let descriptionText, !descriptionText.isEmpty {
-                        Text(descriptionText)
-                            .font(.subheadline)
-                            .foregroundStyle(.secondary)
-                    } else {
-                        Text("Description coming soon")
-                            .font(.subheadline)
-                            .foregroundStyle(.secondary)
-                    }
+            Spacer()
 
-                    if let itemCountText, !itemCountText.isEmpty {
-                        Text("Item count: \(itemCountText)")
-                            .font(.subheadline.weight(.semibold))
-                    } else {
-                        Text("Item count: —")
-                            .font(.subheadline.weight(.semibold))
-                            .foregroundStyle(.secondary)
-                    }
+            Button(action: onAdd) {
+                HStack(spacing: 8) {
+                    Image(systemName: "cart.badge.plus")
+                    Text("Add")
                 }
+                .font(.subheadline.weight(.semibold))
+                .padding(.horizontal, 14)
+                .padding(.vertical, 10)
+                .foregroundStyle(.white)
+                .background(Color.blue)
+                .clipShape(Capsule())
             }
+            .buttonStyle(.plain)
         }
         .padding(14)
         .background(Color(.systemGray6).opacity(0.65))

From 12c37a84701cc22ddd926d4b2b99a50174682e23 Mon Sep 17 00:00:00 2001
From: James <james2004039@gmail.com>
Date: Tue, 17 Mar 2026 15:31:01 -0700
Subject: [PATCH 3/8] Merged RecipeView with Nick's RecipeView, updated kroger
 listing in search, item matching in recipe view.

---
 SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift | 47 +++++++++++++++----
 1 file changed, 37 insertions(+), 10 deletions(-)

diff --git a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
index bc90c33..4a381d0 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
@@ -16,6 +16,7 @@ struct RecipeView: View {
     @State private var hasMore = true
     @State private var isLoadingMore = false
     @State private var excludedIngredientsByRecipe: [Int: Set<String>] = [:]
+    @State private var expandedInstructionIds: Set<Int> = []
 
     // Kroger matches keyed by recipe_id
     @State private var matchesByRecipe: [Int: [RecipeMatch]] = [:]
@@ -140,15 +141,11 @@ struct RecipeView: View {
                     .padding(.vertical, 8)
 
                 } else if matches.isEmpty {
-                    // No pre-computed matches — plain list fallback
                     ForEach(recipe.ingredientList, id: \.self) { item in
                         ingredientRow(recipeId: recipe.id, item: item)
                     }
 
                 } else {
-                    // KEY FIX: drive display from recipe_matches.raw_ingredient
-                    // NOT from recipe.ingredientList — those come from different DB
-                    // columns (Ingredients vs Cleaned_Ingredients) and won't match
                     let grouped = groupedMatches(matches)
                     let ingredients = orderedIngredients(from: matches)
 
@@ -174,8 +171,33 @@ struct RecipeView: View {
                 if let instructions = recipe.instructions,
                    !instructions.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
                     Divider().padding(.vertical, 2)
-                    Text("Instructions").font(.headline)
-                    Text(instructions).font(.subheadline).foregroundStyle(.secondary)
+
+                    Button {
+                        withAnimation(.snappy) {
+                            toggleInstructions(recipe.id)
+                        }
+                    } label: {
+                        HStack {
+                            Text("Instructions")
+                                .font(.headline)
+                            Spacer()
+                            Image(systemName: expandedInstructionIds.contains(recipe.id) ? "chevron.up" : "chevron.down")
+                                .foregroundStyle(.secondary)
+                        }
+                    }
+                    .buttonStyle(.plain)
+
+                    if expandedInstructionIds.contains(recipe.id) {
+                        if !recipe.instructionSteps.isEmpty {
+                            ForEach(Array(recipe.instructionSteps.enumerated()), id: \.offset) { index, step in
+                                Text("Step \(index + 1): \(step)")
+                                    .font(.subheadline)
+                                    .foregroundStyle(.secondary)
+                            }
+                        } else {
+                            Text(instructions).font(.subheadline).foregroundStyle(.secondary)
+                        }
+                    }
                 }
 
                 Button {
@@ -204,8 +226,15 @@ struct RecipeView: View {
                         }
                     }
                 } label: {
-                    Label("Add Selected Ingredients", systemImage: "cart.badge.plus")
-                        .frame(maxWidth: .infinity)
+                    let excluded = excludedIngredientsByRecipe[recipe.id] ?? []
+                    let selectedCount = max(0, recipe.ingredientList.count - excluded.count)
+                    VStack(spacing: 4) {
+                        Text("\(selectedCount) selected")
+                            .font(.footnote)
+                            .foregroundStyle(.secondary)
+                        Label("Add Selected Ingredients", systemImage: "cart.badge.plus")
+                    }
+                    .frame(maxWidth: .infinity)
                 }
                 .buttonStyle(.borderedProminent)
             }
@@ -214,7 +243,6 @@ struct RecipeView: View {
 
     // MARK: - Helpers
 
-    /// Groups matches by raw_ingredient. Already sorted by match_rank from Supabase.
     private func groupedMatches(_ matches: [RecipeMatch]) -> [String: [RecipeMatch]] {
         var dict: [String: [RecipeMatch]] = [:]
         for match in matches {
@@ -223,7 +251,6 @@ struct RecipeView: View {
         return dict
     }
 
-    /// Returns unique raw_ingredients in their original DB order.
     private func orderedIngredients(from matches: [RecipeMatch]) -> [String] {
         var seen = Set<String>()
         var result: [String] = []

From ce5650a2c1e6d0df17768fec62f183bb2cd7ae8d Mon Sep 17 00:00:00 2001
From: Hugzaregood <nicholas.castellanos@yahoo.com>
Date: Tue, 17 Mar 2026 22:34:08 -0700
Subject: [PATCH 4/8] Changed Maps, Recipes, added images for mapped stores,
 and added password change (still need detele account fixed)

---
 .../Assets.xcassets/Contents.json             |    6 +-
 .../logo_99ranch.imageset/Contents.json       |   21 +
 .../logo_99ranch.imageset/logo_99ranch.png    |  Bin 0 -> 144861 bytes
 .../logo_aldi.imageset/Contents.json          |   21 +
 .../logo_aldi.imageset/logo_aldi.png          |  Bin 0 -> 211577 bytes
 .../logo_food4less.imageset/Contents.json     |   21 +
 .../logo_food4less.png                        |  Bin 0 -> 38113 bytes
 .../logo_ralphs.imageset/Contents.json        |   21 +
 .../logo_ralphs.imageset/logo_ralphs.png      |  Bin 0 -> 312316 bytes
 .../logo_smartfinal.imageset/Contents.json    |   21 +
 .../logo_smartfinal.png                       |  Bin 0 -> 190411 bytes
 .../logo_sprouts.imageset/Contents.json       |   21 +
 .../logo_sprouts.imageset/logo_sprouts.png    |  Bin 0 -> 412677 bytes
 .../logo_stater.imageset/Contents.json        |   21 +
 .../logo_stater.imageset/logo_stater.png      |  Bin 0 -> 15861 bytes
 .../logo_walmart.imageset/Contents.json       |   21 +
 .../logo_walmart.imageset/logo_walmart.png    |  Bin 0 -> 268157 bytes
 .../ShopwiseFrontEndUI/AuthManager.swift      | 1343 +++++++++++++++--
 SWFrontUI/ShopwiseFrontEndUI/MapView.swift    |  614 +++++++-
 .../ShopwiseFrontEndUI/ProfileView.swift      |  233 ++-
 SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift |  452 +++++-
 SWFrontUI/ShopwiseFrontEndUI/SearchView.swift |  423 +++++-
 .../ShopwiseFrontEndUI/StoreLogoHelper.swift  |   30 +
 23 files changed, 3068 insertions(+), 201 deletions(-)
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_99ranch.imageset/Contents.json
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_99ranch.imageset/logo_99ranch.png
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_aldi.imageset/Contents.json
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_aldi.imageset/logo_aldi.png
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_food4less.imageset/Contents.json
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_food4less.imageset/logo_food4less.png
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_ralphs.imageset/Contents.json
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_ralphs.imageset/logo_ralphs.png
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_smartfinal.imageset/Contents.json
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_smartfinal.imageset/logo_smartfinal.png
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_sprouts.imageset/Contents.json
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_sprouts.imageset/logo_sprouts.png
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_stater.imageset/Contents.json
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_stater.imageset/logo_stater.png
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_walmart.imageset/Contents.json
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_walmart.imageset/logo_walmart.png
 create mode 100644 SWFrontUI/ShopwiseFrontEndUI/StoreLogoHelper.swift

diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/Contents.json b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/Contents.json
index 74d6a72..73c0059 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/Contents.json
+++ b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/Contents.json
@@ -1,6 +1,6 @@
 {
-  "info": {
-    "author": "xcode",
-    "version": 1
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
   }
 }
diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_99ranch.imageset/Contents.json b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_99ranch.imageset/Contents.json
new file mode 100644
index 0000000..c47f98f
--- /dev/null
+++ b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_99ranch.imageset/Contents.json
@@ -0,0 +1,21 @@
+{
+  "images" : [
+    {
+      "filename" : "logo_99ranch.png",
+      "idiom" : "universal",
+      "scale" : "1x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "2x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "3x"
+    }
+  ],
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
+  }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_99ranch.imageset/logo_99ranch.png b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_99ranch.imageset/logo_99ranch.png
new file mode 100644
index 0000000000000000000000000000000000000000..31fbefef77ce36ad9a431812230eca02d3f01701
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diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_aldi.imageset/Contents.json b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_aldi.imageset/Contents.json
new file mode 100644
index 0000000..a24d05f
--- /dev/null
+++ b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_aldi.imageset/Contents.json
@@ -0,0 +1,21 @@
+{
+  "images" : [
+    {
+      "filename" : "logo_aldi.png",
+      "idiom" : "universal",
+      "scale" : "1x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "2x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "3x"
+    }
+  ],
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
+  }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_aldi.imageset/logo_aldi.png b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_aldi.imageset/logo_aldi.png
new file mode 100644
index 0000000000000000000000000000000000000000..0121569eacc0c2217657ad19c1e6dc1ce4fbd147
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diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_food4less.imageset/Contents.json b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_food4less.imageset/Contents.json
new file mode 100644
index 0000000..814771f
--- /dev/null
+++ b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_food4less.imageset/Contents.json
@@ -0,0 +1,21 @@
+{
+  "images" : [
+    {
+      "filename" : "logo_food4less.png",
+      "idiom" : "universal",
+      "scale" : "1x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "2x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "3x"
+    }
+  ],
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
+  }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_food4less.imageset/logo_food4less.png b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_food4less.imageset/logo_food4less.png
new file mode 100644
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diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_ralphs.imageset/Contents.json b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_ralphs.imageset/Contents.json
new file mode 100644
index 0000000..d3f72c0
--- /dev/null
+++ b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_ralphs.imageset/Contents.json
@@ -0,0 +1,21 @@
+{
+  "images" : [
+    {
+      "filename" : "logo_ralphs.png",
+      "idiom" : "universal",
+      "scale" : "1x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "2x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "3x"
+    }
+  ],
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
+  }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_ralphs.imageset/logo_ralphs.png b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_ralphs.imageset/logo_ralphs.png
new file mode 100644
index 0000000000000000000000000000000000000000..84bfedf6c39d6026bde9aec76907b431b11156d1
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diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_smartfinal.imageset/Contents.json b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_smartfinal.imageset/Contents.json
new file mode 100644
index 0000000..f22f6fc
--- /dev/null
+++ b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_smartfinal.imageset/Contents.json
@@ -0,0 +1,21 @@
+{
+  "images" : [
+    {
+      "filename" : "logo_smartfinal.png",
+      "idiom" : "universal",
+      "scale" : "1x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "2x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "3x"
+    }
+  ],
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
+  }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_smartfinal.imageset/logo_smartfinal.png b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_smartfinal.imageset/logo_smartfinal.png
new file mode 100644
index 0000000000000000000000000000000000000000..3163cbd9323d47e1b947ff1af91970af3d2a6b80
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diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_sprouts.imageset/Contents.json b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_sprouts.imageset/Contents.json
new file mode 100644
index 0000000..7ac3ab7
--- /dev/null
+++ b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_sprouts.imageset/Contents.json
@@ -0,0 +1,21 @@
+{
+  "images" : [
+    {
+      "filename" : "logo_sprouts.png",
+      "idiom" : "universal",
+      "scale" : "1x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "2x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "3x"
+    }
+  ],
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
+  }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_sprouts.imageset/logo_sprouts.png b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_sprouts.imageset/logo_sprouts.png
new file mode 100644
index 0000000000000000000000000000000000000000..f3a0a98c0d353778e7dfdd2d0d31446eccc190bd
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HcmV?d00001

diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_stater.imageset/Contents.json b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_stater.imageset/Contents.json
new file mode 100644
index 0000000..376be5c
--- /dev/null
+++ b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_stater.imageset/Contents.json
@@ -0,0 +1,21 @@
+{
+  "images" : [
+    {
+      "filename" : "logo_stater.png",
+      "idiom" : "universal",
+      "scale" : "1x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "2x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "3x"
+    }
+  ],
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
+  }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_stater.imageset/logo_stater.png b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_stater.imageset/logo_stater.png
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diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_walmart.imageset/Contents.json b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_walmart.imageset/Contents.json
new file mode 100644
index 0000000..fa9a6a6
--- /dev/null
+++ b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_walmart.imageset/Contents.json
@@ -0,0 +1,21 @@
+{
+  "images" : [
+    {
+      "filename" : "logo_walmart.png",
+      "idiom" : "universal",
+      "scale" : "1x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "2x"
+    },
+    {
+      "idiom" : "universal",
+      "scale" : "3x"
+    }
+  ],
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
+  }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_walmart.imageset/logo_walmart.png b/SWFrontUI/ShopwiseFrontEndUI/Assets.xcassets/logo_walmart.imageset/logo_walmart.png
new file mode 100644
index 0000000000000000000000000000000000000000..22f5f71ccccda4326a8d08e21dfb452b31e23487
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diff --git a/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift b/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift
index 153c360..0a7f846 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift
@@ -1,21 +1,900 @@
+//
+//import Foundation
+//import CoreLocation
+//import SwiftUI
+//import Combine
+//
+//struct PostgrestError: Decodable {
+//    let message: String?
+//    let details: String?
+//    let hint: String?
+//    let code: String?
+//}
+//
+//@MainActor
+//final class AuthManager: ObservableObject {
+//    // MARK: - Supabase config
+//    private let supabaseURL = URL(string: "https://vpmxdkrwqxgullnducey.supabase.co")!
+//    private let anonKey = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJzdXBhYmFzZSIsInJlZiI6InZwbXhka3J3cXhndWxsbmR1Y2V5Iiwicm9sZSI6ImFub24iLCJpYXQiOjE3NzE0NDQ5ODMsImV4cCI6MjA4NzAyMDk4M30.NYievlganIUF4tVQvgK8NAaMAk2_y6NHnijvbuiWKCw"
+//
+//    // MARK: - Published state
+//    @Published var isLoading: Bool = false
+//    @Published var errorMessage: String? = nil
+//    @Published var isSignedIn: Bool = false
+//    @Published var userEmail: String? = nil
+//    @Published var userID: String? = nil
+//    @Published var userName: String? = nil
+//
+//    // Tokens
+//    private(set) var accessToken: String? = nil
+//    private(set) var refreshToken: String? = nil
+//
+//    // Simple token persistence (fast). Use Keychain later if you want.
+//    private let accessTokenKey = "sb_access_token"
+//    private let refreshTokenKey = "sb_refresh_token"
+//
+//    init() {
+//        loadTokensFromStorage()
+//        Task { await restoreSession() }
+//    }
+//
+//    // MARK: - Public API
+//    
+//    private struct SignUpBody: Codable {
+//        let email: String
+//        let password: String
+//        let data: Meta
+//
+//        struct Meta: Codable {
+//            let name: String
+//        }
+//    }
+//    
+//    func signIn(email: String, password: String) async throws {
+//        try await runAuthCall {
+//            var comps = URLComponents(
+//                url: self.supabaseURL.appendingPathComponent("auth/v1/token"),
+//                resolvingAgainstBaseURL: false
+//            )!
+//            comps.queryItems = [URLQueryItem(name: "grant_type", value: "password")]
+//            let url = comps.url!
+//
+//            let body: [String: String] = ["email": email, "password": password]
+//
+//            let (data, _) = try await self.request(
+//                url: url,
+//                method: "POST",
+//                jsonBody: body,
+//                bearerToken: nil
+//            )
+//            let session = try JSONDecoder().decode(SupabaseSession.self, from: data)
+//            self.applySession(session)
+//            self.userEmail = email
+//            self.userID = session.user?.id
+//            self.userName = session.user?.user_metadata?.name
+//        }
+//    }
+//    
+//    enum AuthError: LocalizedError {
+//        case emailConfirmationRequired
+//
+//        var errorDescription: String? {
+//            switch self {
+//            case .emailConfirmationRequired:
+//                return "Sign up succeeded — please confirm your email, then log in."
+//            }
+//        }
+//    }
+//
+//    func signUp(name: String, email: String, password: String) async throws {
+//        try await runAuthCall {
+//            let url = self.supabaseURL.appendingPathComponent("auth/v1/signup")
+//            let body = SignUpBody(
+//                email: email,
+//                password: password,
+//                data: .init(name: name)
+//            )
+//
+//            let (data, _) = try await self.request(
+//              url: url,
+//              method: "POST",
+//              jsonBody: body,
+//              bearerToken: nil
+//            )
+//
+//            if let session = try? JSONDecoder().decode(SupabaseSession.self, from: data),
+//               !session.access_token.isEmpty {
+//                self.applySession(session)
+//                self.userEmail = email
+//                self.userID = session.user?.id
+//            } else {
+//                self.userEmail = email
+//                throw AuthError.emailConfirmationRequired
+//            }
+//        }
+//    }
+//
+//    func signOut() async {
+//        do {
+//            try await runAuthCall {
+//                guard let token = self.accessToken else {
+//                    self.clearSession()
+//                    return
+//                }
+//
+//                let url = self.supabaseURL.appendingPathComponent("auth/v1/logout")
+//
+//                _ = try await self.request(
+//                    url: url,
+//                    method: "POST",
+//                    jsonBody: nil as [String:String]?,
+//                    bearerToken: token
+//                )
+//
+//                self.clearSession()
+//            }
+//        } catch {
+//            // Even if server logout fails, clear local session
+//            self.clearSession()
+//        }
+//    }
+//
+//    /// Called on app launch: validate token and fetch /auth/v1/user
+//    func restoreSession() async {
+//        guard let token = accessToken else {
+//            isSignedIn = false
+//            return
+//        }
+//
+//        do {
+//            let url = supabaseURL.appendingPathComponent("auth/v1/user")
+//            let (data, _) = try await request(
+//                url: url,
+//                method: "GET",
+//                jsonBody: nil as [String:String]?,
+//                bearerToken: token
+//            )
+//            let user = try JSONDecoder().decode(SupabaseUser.self, from: data)
+//            self.userEmail = user.email
+//            self.isSignedIn = true
+//            self.userID = user.id
+//            self.userName = user.user_metadata?.name
+//        } catch {
+//            // token might be expired -> try refresh
+//            if let refreshed = try? await refreshSession() {
+//                self.userEmail = refreshed.user?.email
+//                self.isSignedIn = true
+//                self.userID = refreshed.user?.id
+//                self.userName = refreshed.user?.user_metadata?.name
+//            } else {
+//                clearSession()
+//            }
+//        }
+//    }
+//
+//    // MARK: - Refresh
+//
+//    private func refreshSession() async throws -> SupabaseSession {
+//        guard let rToken = refreshToken else { throw URLError(.userAuthenticationRequired) }
+//
+//        var comps = URLComponents(url: supabaseURL.appendingPathComponent("auth/v1/token"), resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [URLQueryItem(name: "grant_type", value: "refresh_token")]
+//        let url = comps.url!
+//
+//        let body = ["refresh_token": rToken]
+//
+//        let (data, _) = try await request(
+//            url: url,
+//            method: "POST",
+//            jsonBody: body,
+//            bearerToken: nil
+//        )
+//
+//        let session = try JSONDecoder().decode(SupabaseSession.self, from: data)
+//        applySession(session)
+//        return session
+//    }
+//
+//    // MARK: - Helpers
+//
+//    private func runAuthCall<T>(_ work: () async throws -> T) async throws -> T {
+//        self.errorMessage = nil
+//        self.isLoading = true
+//        defer { self.isLoading = false }
+//
+//        do {
+//            return try await work()
+//        } catch {
+//            self.errorMessage = error.localizedDescription
+//            throw error
+//        }
+//    }
+//
+//    private func applySession(_ session: SupabaseSession) {
+//        self.accessToken = session.access_token
+//        self.refreshToken = session.refresh_token
+//        self.userID = session.user?.id
+//        self.userName = session.user?.user_metadata?.name
+//        saveTokensToStorage()
+//        self.isSignedIn = true
+//    }
+//
+//    private func clearSession() {
+//        self.accessToken = nil
+//        self.refreshToken = nil
+//        self.userEmail = nil
+//        self.userID = nil
+//        self.userName = nil
+//        self.isSignedIn = false
+//        deleteTokensFromStorage()
+//    }
+//
+//    private func request<T: Encodable>(
+//        url: URL,
+//        method: String,
+//        jsonBody: T?,
+//        bearerToken: String?,
+//        extraHeaders: [String: String] = [:]
+//    ) async throws -> (Data, HTTPURLResponse) {
+//
+//        var req = URLRequest(url: url)
+//        req.httpMethod = method
+//        req.setValue(anonKey, forHTTPHeaderField: "apikey")
+//        req.setValue("application/json", forHTTPHeaderField: "Content-Type")
+//
+//        if let bearerToken {
+//            req.setValue("Bearer \(bearerToken)", forHTTPHeaderField: "Authorization")
+//        }
+//
+//        for (key, value) in extraHeaders {
+//            req.setValue(value, forHTTPHeaderField: key)
+//        }
+//        
+//        if let jsonBody {
+//            req.httpBody = try JSONEncoder().encode(jsonBody)
+//        }
+//
+//        let (data, resp) = try await URLSession.shared.data(for: req)
+//        guard let http = resp as? HTTPURLResponse else { throw URLError(.badServerResponse) }
+//
+//        if !(200...299).contains(http.statusCode) {
+//
+//            // ✅ 1) Print raw body in Xcode console
+//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8 body>"
+//            print("❌ Supabase HTTP \(http.statusCode) \(url.absoluteString)")
+//            print("❌ Body: \(raw)")
+//
+//            // ✅ 2) Try PostgREST error first
+//            if let pg = try? JSONDecoder().decode(PostgrestError.self, from: data),
+//               let msg = pg.message, !msg.isEmpty {
+//                var full = msg
+//                if let details = pg.details, !details.isEmpty { full += "\nDetails: \(details)" }
+//                if let hint = pg.hint, !hint.isEmpty { full += "\nHint: \(hint)" }
+//
+//                throw NSError(domain: "Supabase", code: http.statusCode,
+//                              userInfo: [NSLocalizedDescriptionKey: full])
+//            }
+//
+//            // ✅ 3) Then try auth-style error
+//            if let sb = try? JSONDecoder().decode(SupabaseError.self, from: data) {
+//                let msg = sb.msg ?? sb.error_description ?? sb.error ?? ""
+//                if !msg.isEmpty {
+//                    throw NSError(domain: "Supabase", code: http.statusCode,
+//                                  userInfo: [NSLocalizedDescriptionKey: msg])
+//                }
+//            }
+//
+//            // ✅ 4) Last resort: show raw response
+//            throw NSError(domain: "Supabase", code: http.statusCode,
+//                          userInfo: [NSLocalizedDescriptionKey: "HTTP \(http.statusCode)\n\(raw)"])
+//        }
+//
+//        return (data, http)
+//    }
+//
+//    private func prettyError(_ error: Error) -> String {
+//        (error as NSError).localizedDescription
+//    }
+//
+//    private func saveTokensToStorage() {
+//        UserDefaults.standard.set(accessToken, forKey: accessTokenKey)
+//        UserDefaults.standard.set(refreshToken, forKey: refreshTokenKey)
+//    }
+//
+//    private func loadTokensFromStorage() {
+//        accessToken = UserDefaults.standard.string(forKey: accessTokenKey)
+//        refreshToken = UserDefaults.standard.string(forKey: refreshTokenKey)
+//    }
+//
+//    private func deleteTokensFromStorage() {
+//        UserDefaults.standard.removeObject(forKey: accessTokenKey)
+//        UserDefaults.standard.removeObject(forKey: refreshTokenKey)
+//    }
+//}
+//
+//// MARK: - Models (Supabase Auth JSON)
+//
+//struct SupabaseSession: Codable {
+//    let access_token: String
+//    let refresh_token: String
+//    let token_type: String?
+//    let expires_in: Int?
+//    let user: SupabaseUser?
+//}
+//
+//struct SupabaseUser: Codable {
+//    let id: String?
+//    let email: String?
+//    let user_metadata: UserMetadata?
+//}
+//
+//struct UserMetadata: Codable {
+//    let name: String?
+//}
+//
+//struct SupabaseError: Codable {
+//    let error: String?
+//    let error_description: String?
+//    let msg: String?
+//}
+//
+//
+//// MARK: - Kroger Items
+//
+//struct KrogerItem: Codable, Identifiable {
+//    let productId: Int
+//    let name: String
+//    let brand: String?
+//    let price: String?        // "1.49;1.49;2.49" — index-aligned with store_ids
+//    let classifier: String?
+//    let categories: String?
+//    let image_url: String?
+//    let size: String?
+//    let search_keyword: String?
+//    let store_ids: String?
+//
+//    var id: Int { productId }
+//
+//    var priceList: [Double] {
+//        guard let price else { return [] }
+//        return price.split(separator: ";")
+//            .compactMap { Double($0.trimmingCharacters(in: .whitespaces)) }
+//    }
+//
+//    var storeIdList: [String] {
+//        guard let store_ids else { return [] }
+//        return store_ids.split(separator: ";")
+//            .map { $0.trimmingCharacters(in: .whitespaces) }
+//    }
+//
+//    var minPrice: Double? {
+//        priceList.filter { $0 > 0 }.min()
+//    }
+//
+//    func price(forStoreId storeId: String) -> Double? {
+//        guard let index = storeIdList.firstIndex(of: storeId),
+//              index < priceList.count else { return nil }
+//        return priceList[index]
+//    }
+//
+//    func displayPrice(forStoreId storeId: String? = nil) -> String {
+//        let p: Double?
+//        if let storeId {
+//            p = price(forStoreId: storeId) ?? minPrice
+//        } else {
+//            p = minPrice
+//        }
+//        guard let p else { return "Price N/A" }
+//        return String(format: "$%.2f", p)
+//    }
+//
+//    var imageURL: URL? {
+//        guard let img = image_url, !img.isEmpty else { return nil }
+//        return URL(string: img)
+//    }
+//}
+//
+//extension AuthManager {
+//    func fetchKrogerItems(
+//        search: String? = nil,
+//        classifier: String? = nil,
+//        limit: Int = 50,
+//        offset: Int = 0
+//    ) async throws -> [KrogerItem] {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("kroger_ingredients2")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        var q: [URLQueryItem] = [
+//            URLQueryItem(
+//                name: "select",
+//                value: "productId,name,brand,price,classifier,categories,image_url,size,search_keyword,store_ids"
+//            ),
+//            URLQueryItem(name: "limit",  value: "\(limit)"),
+//            URLQueryItem(name: "offset", value: "\(offset)"),
+//            URLQueryItem(name: "order",  value: "productId.asc"),
+//        ]
+//
+//        if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines), !s.isEmpty {
+//            q.append(URLQueryItem(
+//                name: "or",
+//                value: "(name.ilike.*\(s)*,search_keyword.ilike.*\(s)*)"
+//            ))
+//        }
+//
+//        if let cls = classifier, !cls.isEmpty {
+//            q.append(URLQueryItem(name: "classifier", value: "eq.\(cls)"))
+//        }
+//
+//        comps.queryItems = q
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url,
+//            method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//
+//        do {
+//            return try JSONDecoder().decode([KrogerItem].self, from: data)
+//        } catch {
+//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
+//            print("❌ KrogerItem decode error: \(error)")
+//            print("❌ Raw JSON: \(raw.prefix(500))")
+//            throw error
+//        }
+//    }
+//}
+//
+////Onboard survey fetch/save
+//struct UserPreferencesRow: Codable {
+//    let user_id: String
+//    let diet_preferences: [String]
+//    let allergies: [String]
+//}
+//
+//struct UserPreferencesUpsertBody: Codable {
+//    let user_id: String
+//    let diet_preferences: [String]
+//    let allergies: [String]
+//}
+//
+//extension AuthManager {
+//    func fetchUserPreferences() async throws -> UserPreferences? {
+//        guard let token = accessToken, let uid = userID else {
+//            throw URLError(.userAuthenticationRequired)
+//        }
+//
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("user_preferences")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [
+//            URLQueryItem(name: "select", value: "user_id,diet_preferences,allergies"),
+//            URLQueryItem(name: "user_id", value: "eq.\(uid)"),
+//            URLQueryItem(name: "limit", value: "1")
+//        ]
+//
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url,
+//            method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: token
+//        )
+//
+//        let rows = try JSONDecoder().decode([UserPreferencesRow].self, from: data)
+//        guard let row = rows.first else { return nil }
+//
+//        return UserPreferences(
+//            dietPreferences: row.diet_preferences,
+//            allergies: row.allergies
+//        )
+//    }
+//
+//    func saveUserPreferences(_ preferences: UserPreferences) async throws {
+//        guard let token = accessToken, let uid = userID else {
+//            throw URLError(.userAuthenticationRequired)
+//        }
+//
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("user_preferences")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [
+//            URLQueryItem(name: "on_conflict", value: "user_id")
+//        ]
+//
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let body = UserPreferencesUpsertBody(
+//            user_id: uid,
+//            diet_preferences: preferences.dietPreferences,
+//            allergies: preferences.allergies
+//        )
+//
+//        _ = try await request(
+//            url: url,
+//            method: "POST",
+//            jsonBody: body,
+//            bearerToken: token,
+//            extraHeaders: [
+//                "Prefer": "resolution=merge-duplicates,return=representation"
+//            ]
+//        )
+//    }
+//}
+//
+//// --- Recpie Fetcher --- //
+//
+//extension AuthManager {
+//    func fetchRecipes(search: String? = nil, limit: Int = 50, offset: Int = 0) async throws -> [RecipeRow] {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1/Recipes_Kaggle")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        var queryItems: [URLQueryItem] = [
+//            URLQueryItem(
+//                name: "select",
+//                value: "id,Title,Ingredients,Instructions,Image_Name,Cleaned_Ingredients,image_url"
+//            ),
+//            URLQueryItem(name: "limit", value: "\(limit)"),
+//            URLQueryItem(name: "offset", value: "\(offset)"),
+//            URLQueryItem(name: "order", value: "id.asc")
+//        ]
+//
+//        if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines), !s.isEmpty {
+//            queryItems.append(URLQueryItem(name: "Title", value: "ilike.*\(s)*"))
+//        }
+//
+//        comps.queryItems = queryItems
+//
+//        let (data, _) = try await request(
+//            url: comps.url!,
+//            method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//
+//        return try JSONDecoder().decode([RecipeRow].self, from: data)
+//    }
+//}
+//
+//
+//// MARK: - Recipe Matches
+//
+//struct RecipeMatch: Codable, Identifiable {
+//    let id: Int
+//    let recipe_id: Int
+//    let raw_ingredient: String
+//    let matched_name: String?
+//    let matched_product_id: String?
+//    let matched_image: String?
+//    let matched_size: String?
+//    let min_price: Double?
+//    let price_raw: String?
+//    let store_ids: String?
+//    let score: Double?
+//    let confidence: String?
+//    let match_rank: Int?
+//
+//    var displayPrice: String {
+//        guard let p = min_price else { return "Price N/A" }
+//        return String(format: "$%.2f", p)
+//    }
+//
+//    var imageURL: URL? {
+//        guard let img = matched_image, !img.isEmpty else { return nil }
+//        return URL(string: img)
+//    }
+//}
+//
+//extension AuthManager {
+//    func fetchRecipeMatches(recipeId: Int) async throws -> [RecipeMatch] {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("recipe_matches")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [
+//            URLQueryItem(name: "select", value: "id,recipe_id,raw_ingredient,matched_name,matched_product_id,matched_image,matched_size,min_price,price_raw,store_ids,score,confidence,match_rank"),
+//            URLQueryItem(name: "recipe_id",   value: "eq.\(recipeId)"),
+//            URLQueryItem(name: "match_rank",  value: "not.is.null"),
+//            URLQueryItem(name: "order",       value: "raw_ingredient.asc,match_rank.asc"),
+//        ]
+//
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url, method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//
+//        do {
+//            return try JSONDecoder().decode([RecipeMatch].self, from: data)
+//        } catch {
+//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
+//            print("❌ RecipeMatch decode error: \(error)")
+//            print("❌ Raw: \(raw.prefix(300))")
+//            throw error
+//        }
+//    }
+//}
+//
+//// MARK: - Kroger Store Locations
+//
+//struct KrogerStore: Codable, Identifiable {
+//    let locationId: Int
+//    let name: String?
+//    let chain: String?
+//    let address_line1: String?
+//    let address_city: String?
+//    let address_state: String?
+//    let address_zipCode: Int?
+//    let geo_latitude: Double?
+//    let geo_longitude: Double?
+//
+//    var id: Int { locationId }
+//
+//    var displayName: String { name ?? "Kroger Store" }
+//
+//    var displayAddress: String {
+//        [address_line1, address_city, address_state]
+//            .compactMap { $0 }.filter { !$0.isEmpty }
+//            .joined(separator: ", ")
+//    }
+//
+//    var coordinate: CLLocationCoordinate2D? {
+//        guard let lat = geo_latitude, let lng = geo_longitude else { return nil }
+//        return CLLocationCoordinate2D(latitude: lat, longitude: lng)
+//    }
+//
+//    func distanceMiles(from coord: CLLocationCoordinate2D) -> Double? {
+//        guard let c = coordinate else { return nil }
+//        let loc1 = CLLocation(latitude: c.latitude, longitude: c.longitude)
+//        let loc2 = CLLocation(latitude: coord.latitude, longitude: coord.longitude)
+//        return loc1.distance(from: loc2) / 1609.34
+//    }
+//}
+//
+//extension AuthManager {
+//    func fetchNearbyKrogerStores(
+//        near coordinate: CLLocationCoordinate2D,
+//        radiusDegrees: Double = 0.2
+//    ) async throws -> [KrogerStore] {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("kroger_locations")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [
+//            URLQueryItem(name: "select", value: "locationId,name,chain,address_line1,address_city,address_state,address_zipCode,geo_latitude,geo_longitude"),
+//            URLQueryItem(name: "geo_latitude",  value: "gte.\(coordinate.latitude  - radiusDegrees)"),
+//            URLQueryItem(name: "geo_latitude",  value: "lte.\(coordinate.latitude  + radiusDegrees)"),
+//            URLQueryItem(name: "geo_longitude", value: "gte.\(coordinate.longitude - radiusDegrees)"),
+//            URLQueryItem(name: "geo_longitude", value: "lte.\(coordinate.longitude + radiusDegrees)"),
+//            URLQueryItem(name: "limit", value: "50"),
+//        ]
+//
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url, method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//
+//        let stores = try JSONDecoder().decode([KrogerStore].self, from: data)
+//        return stores
+//            .filter { $0.coordinate != nil }
+//            .sorted { (a: KrogerStore, b: KrogerStore) -> Bool in
+//                (a.distanceMiles(from: coordinate) ?? 999) <
+//                (b.distanceMiles(from: coordinate) ?? 999)
+//            }
+//    }
+//}
+//
+//// MARK: - Scraped Ingredients (multi-store price comparison)
+//
+//struct ScrapedIngredient: Codable, Identifiable {
+//    let id: String
+//    let taxonomy: String
+//    let store: String
+//    let name: String
+//    let price: Double?
+//    let price_raw: String?
+//    let price_unit: String?
+//    let quantity: String?
+//    let image_url: String?
+//    let description: String?
+//    let out_of_stock: Bool?
+//
+//    var displayPrice: String {
+//        guard let p = price else { return "Price N/A" }
+//        return String(format: "$%.2f", p)
+//    }
+//
+//    var imageURL: URL? {
+//        guard let img = image_url, !img.isEmpty else { return nil }
+//        return URL(string: img)
+//    }
+//
+//    var isAvailable: Bool { !(out_of_stock ?? false) }
+//}
+//
+//extension AuthManager {
+//
+//    /// All store prices for a single taxonomy term, sorted cheapest first.
+//    /// e.g. taxonomy = "Butter" → Walmart $2.97, Food4Less $3.29, Ralphs $3.49 ...
+//    func fetchPricesForIngredient(taxonomy: String) async throws -> [ScrapedIngredient] {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("scraped_ingredients")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [
+//            URLQueryItem(name: "select",   value: "id,taxonomy,store,name,price,price_raw,price_unit,quantity,image_url,out_of_stock"),
+//            URLQueryItem(name: "taxonomy", value: "eq.\(taxonomy)"),
+//            URLQueryItem(name: "order",    value: "price.asc.nullslast"),
+//            URLQueryItem(name: "limit",    value: "50"),
+//        ]
+//
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url, method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//        return try JSONDecoder().decode([ScrapedIngredient].self, from: data)
+//    }
+//
+//    /// Search scraped ingredients by name or taxonomy across all stores.
+//    /// Pass store: to filter to a single store.
+//    func searchScrapedIngredients(
+//        query: String,
+//        store: String? = nil,
+//        limit: Int = 50,
+//        offset: Int = 0
+//    ) async throws -> [ScrapedIngredient] {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1")
+//            .appendingPathComponent("scraped_ingredients")
+//
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        var q: [URLQueryItem] = [
+//            URLQueryItem(name: "select", value: "id,taxonomy,store,name,price,price_raw,price_unit,quantity,image_url,out_of_stock"),
+//            URLQueryItem(name: "order",  value: "price.asc.nullslast"),
+//            URLQueryItem(name: "limit",  value: "\(limit)"),
+//            URLQueryItem(name: "offset", value: "\(offset)"),
+//        ]
+//
+//        let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
+//        if !trimmed.isEmpty {
+//            q.append(URLQueryItem(name: "or",
+//                value: "(name.ilike.*\(trimmed)*,taxonomy.ilike.*\(trimmed)*)"))
+//        }
+//
+//        if let store {
+//            q.append(URLQueryItem(name: "store", value: "eq.\(store)"))
+//        }
+//
+//        comps.queryItems = q
+//        guard let url = comps.url else { throw URLError(.badURL) }
+//
+//        let (data, _) = try await request(
+//            url: url, method: "GET",
+//            jsonBody: Optional<String>.none,
+//            bearerToken: accessToken
+//        )
+//
+//        do {
+//            return try JSONDecoder().decode([ScrapedIngredient].self, from: data)
+//        } catch {
+//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
+//            print("❌ ScrapedIngredient decode error: \(error)")
+//            print("❌ Raw: \(raw.prefix(300))")
+//            throw error
+//        }
+//    }
+//}
+//
+//// MARK: - Account Management
+//
+//extension AuthManager {
+//
+//    /// Change the current user's password.
+//    func changePassword(to newPassword: String) async throws {
+//        guard let token = accessToken else {
+//            throw URLError(.userAuthenticationRequired)
+//        }
+//        let url = supabaseURL.appendingPathComponent("auth/v1/user")
+//        let (data, _) = try await request(
+//            url: url,
+//            method: "PUT",
+//            jsonBody: ["password": newPassword],
+//            bearerToken: token
+//        )
+//        if let session = try? JSONDecoder().decode(SupabaseSession.self, from: data) {
+//            applySession(session)
+//        }
+//    }
+//
+//    /// Permanently delete the current user's account.
+//    /// Uses the admin endpoint which requires the service role key.
+//    func deleteAccount() async throws {
+//        guard let uid = userID else {
+//            throw URLError(.userAuthenticationRequired)
+//        }
+//
+//        // Step 1: delete user data from public tables
+//        if let token = accessToken {
+//            try? await deleteUserData(uid: uid, token: token)
+//        }
+//
+//        // Step 2: delete the auth account via admin endpoint
+//        // /auth/v1/admin/users/{uid} requires service role key
+//        let url = supabaseURL
+//            .appendingPathComponent("auth/v1/admin/users")
+//            .appendingPathComponent(uid)
+//
+//        var req = URLRequest(url: url)
+//        req.httpMethod = "DELETE"
+//        req.setValue(serviceRoleKey, forHTTPHeaderField: "apikey")
+//        req.setValue("Bearer \(serviceRoleKey)", forHTTPHeaderField: "Authorization")
+//        req.setValue("application/json", forHTTPHeaderField: "Content-Type")
+//
+//        let (data, resp) = try await URLSession.shared.data(for: req)
+//        guard let http = resp as? HTTPURLResponse else { throw URLError(.badServerResponse) }
+//
+//        if !(200...299).contains(http.statusCode) {
+//            let raw = String(data: data, encoding: .utf8) ?? ""
+//            throw NSError(domain: "Supabase", code: http.statusCode,
+//                          userInfo: [NSLocalizedDescriptionKey: "Delete failed: \(raw)"])
+//        }
+//
+//        clearSession()
+//    }
+//
+//    private func deleteUserData(uid: String, token: String) async throws {
+//        let base = supabaseURL
+//            .appendingPathComponent("rest/v1/user_preferences")
+//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+//        comps.queryItems = [URLQueryItem(name: "user_id", value: "eq.\(uid)")]
+//        guard let url = comps.url else { return }
+//        _ = try await request(
+//            url: url,
+//            method: "DELETE",
+//            jsonBody: nil as [String: String]?,
+//            bearerToken: token
+//        )
+//    }
+//}
+
 import Foundation
 import CoreLocation
 import SwiftUI
 import Combine
-
+ 
 struct PostgrestError: Decodable {
     let message: String?
     let details: String?
     let hint: String?
     let code: String?
 }
-
+ 
 @MainActor
 final class AuthManager: ObservableObject {
     // MARK: - Supabase config
     private let supabaseURL = URL(string: "https://vpmxdkrwqxgullnducey.supabase.co")!
     private let anonKey = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJzdXBhYmFzZSIsInJlZiI6InZwbXhka3J3cXhndWxsbmR1Y2V5Iiwicm9sZSI6ImFub24iLCJpYXQiOjE3NzE0NDQ5ODMsImV4cCI6MjA4NzAyMDk4M30.NYievlganIUF4tVQvgK8NAaMAk2_y6NHnijvbuiWKCw"
-
+ 
     // MARK: - Published state
     @Published var isLoading: Bool = false
     @Published var errorMessage: String? = nil
@@ -23,27 +902,27 @@ final class AuthManager: ObservableObject {
     @Published var userEmail: String? = nil
     @Published var userID: String? = nil
     @Published var userName: String? = nil
-
+ 
     // Tokens
     private(set) var accessToken: String? = nil
     private(set) var refreshToken: String? = nil
-
+ 
     // Simple token persistence (fast). Use Keychain later if you want.
     private let accessTokenKey = "sb_access_token"
     private let refreshTokenKey = "sb_refresh_token"
-
+ 
     init() {
         loadTokensFromStorage()
         Task { await restoreSession() }
     }
-
+ 
     // MARK: - Public API
     
     private struct SignUpBody: Codable {
         let email: String
         let password: String
         let data: Meta
-
+ 
         struct Meta: Codable {
             let name: String
         }
@@ -57,9 +936,9 @@ final class AuthManager: ObservableObject {
             )!
             comps.queryItems = [URLQueryItem(name: "grant_type", value: "password")]
             let url = comps.url!
-
+ 
             let body: [String: String] = ["email": email, "password": password]
-
+ 
             let (data, _) = try await self.request(
                 url: url,
                 method: "POST",
@@ -76,7 +955,7 @@ final class AuthManager: ObservableObject {
     
     enum AuthError: LocalizedError {
         case emailConfirmationRequired
-
+ 
         var errorDescription: String? {
             switch self {
             case .emailConfirmationRequired:
@@ -84,7 +963,7 @@ final class AuthManager: ObservableObject {
             }
         }
     }
-
+ 
     func signUp(name: String, email: String, password: String) async throws {
         try await runAuthCall {
             let url = self.supabaseURL.appendingPathComponent("auth/v1/signup")
@@ -93,14 +972,14 @@ final class AuthManager: ObservableObject {
                 password: password,
                 data: .init(name: name)
             )
-
+ 
             let (data, _) = try await self.request(
               url: url,
               method: "POST",
               jsonBody: body,
               bearerToken: nil
             )
-
+ 
             if let session = try? JSONDecoder().decode(SupabaseSession.self, from: data),
                !session.access_token.isEmpty {
                 self.applySession(session)
@@ -112,7 +991,7 @@ final class AuthManager: ObservableObject {
             }
         }
     }
-
+ 
     func signOut() async {
         do {
             try await runAuthCall {
@@ -120,16 +999,16 @@ final class AuthManager: ObservableObject {
                     self.clearSession()
                     return
                 }
-
+ 
                 let url = self.supabaseURL.appendingPathComponent("auth/v1/logout")
-
+ 
                 _ = try await self.request(
                     url: url,
                     method: "POST",
                     jsonBody: nil as [String:String]?,
                     bearerToken: token
                 )
-
+ 
                 self.clearSession()
             }
         } catch {
@@ -137,14 +1016,14 @@ final class AuthManager: ObservableObject {
             self.clearSession()
         }
     }
-
+ 
     /// Called on app launch: validate token and fetch /auth/v1/user
     func restoreSession() async {
         guard let token = accessToken else {
             isSignedIn = false
             return
         }
-
+ 
         do {
             let url = supabaseURL.appendingPathComponent("auth/v1/user")
             let (data, _) = try await request(
@@ -170,37 +1049,37 @@ final class AuthManager: ObservableObject {
             }
         }
     }
-
+ 
     // MARK: - Refresh
-
+ 
     private func refreshSession() async throws -> SupabaseSession {
         guard let rToken = refreshToken else { throw URLError(.userAuthenticationRequired) }
-
+ 
         var comps = URLComponents(url: supabaseURL.appendingPathComponent("auth/v1/token"), resolvingAgainstBaseURL: false)!
         comps.queryItems = [URLQueryItem(name: "grant_type", value: "refresh_token")]
         let url = comps.url!
-
+ 
         let body = ["refresh_token": rToken]
-
+ 
         let (data, _) = try await request(
             url: url,
             method: "POST",
             jsonBody: body,
             bearerToken: nil
         )
-
+ 
         let session = try JSONDecoder().decode(SupabaseSession.self, from: data)
         applySession(session)
         return session
     }
-
+ 
     // MARK: - Helpers
-
+ 
     private func runAuthCall<T>(_ work: () async throws -> T) async throws -> T {
         self.errorMessage = nil
         self.isLoading = true
         defer { self.isLoading = false }
-
+ 
         do {
             return try await work()
         } catch {
@@ -208,7 +1087,7 @@ final class AuthManager: ObservableObject {
             throw error
         }
     }
-
+ 
     private func applySession(_ session: SupabaseSession) {
         self.accessToken = session.access_token
         self.refreshToken = session.refresh_token
@@ -217,7 +1096,7 @@ final class AuthManager: ObservableObject {
         saveTokensToStorage()
         self.isSignedIn = true
     }
-
+ 
     private func clearSession() {
         self.accessToken = nil
         self.refreshToken = nil
@@ -227,7 +1106,7 @@ final class AuthManager: ObservableObject {
         self.isSignedIn = false
         deleteTokensFromStorage()
     }
-
+ 
     private func request<T: Encodable>(
         url: URL,
         method: String,
@@ -235,16 +1114,16 @@ final class AuthManager: ObservableObject {
         bearerToken: String?,
         extraHeaders: [String: String] = [:]
     ) async throws -> (Data, HTTPURLResponse) {
-
+ 
         var req = URLRequest(url: url)
         req.httpMethod = method
         req.setValue(anonKey, forHTTPHeaderField: "apikey")
         req.setValue("application/json", forHTTPHeaderField: "Content-Type")
-
+ 
         if let bearerToken {
             req.setValue("Bearer \(bearerToken)", forHTTPHeaderField: "Authorization")
         }
-
+ 
         for (key, value) in extraHeaders {
             req.setValue(value, forHTTPHeaderField: key)
         }
@@ -252,28 +1131,28 @@ final class AuthManager: ObservableObject {
         if let jsonBody {
             req.httpBody = try JSONEncoder().encode(jsonBody)
         }
-
+ 
         let (data, resp) = try await URLSession.shared.data(for: req)
         guard let http = resp as? HTTPURLResponse else { throw URLError(.badServerResponse) }
-
+ 
         if !(200...299).contains(http.statusCode) {
-
+ 
             // ✅ 1) Print raw body in Xcode console
             let raw = String(data: data, encoding: .utf8) ?? "<non-utf8 body>"
             print("❌ Supabase HTTP \(http.statusCode) \(url.absoluteString)")
             print("❌ Body: \(raw)")
-
+ 
             // ✅ 2) Try PostgREST error first
             if let pg = try? JSONDecoder().decode(PostgrestError.self, from: data),
                let msg = pg.message, !msg.isEmpty {
                 var full = msg
                 if let details = pg.details, !details.isEmpty { full += "\nDetails: \(details)" }
                 if let hint = pg.hint, !hint.isEmpty { full += "\nHint: \(hint)" }
-
+ 
                 throw NSError(domain: "Supabase", code: http.statusCode,
                               userInfo: [NSLocalizedDescriptionKey: full])
             }
-
+ 
             // ✅ 3) Then try auth-style error
             if let sb = try? JSONDecoder().decode(SupabaseError.self, from: data) {
                 let msg = sb.msg ?? sb.error_description ?? sb.error ?? ""
@@ -282,37 +1161,37 @@ final class AuthManager: ObservableObject {
                                   userInfo: [NSLocalizedDescriptionKey: msg])
                 }
             }
-
+ 
             // ✅ 4) Last resort: show raw response
             throw NSError(domain: "Supabase", code: http.statusCode,
                           userInfo: [NSLocalizedDescriptionKey: "HTTP \(http.statusCode)\n\(raw)"])
         }
-
+ 
         return (data, http)
     }
-
+ 
     private func prettyError(_ error: Error) -> String {
         (error as NSError).localizedDescription
     }
-
+ 
     private func saveTokensToStorage() {
         UserDefaults.standard.set(accessToken, forKey: accessTokenKey)
         UserDefaults.standard.set(refreshToken, forKey: refreshTokenKey)
     }
-
+ 
     private func loadTokensFromStorage() {
         accessToken = UserDefaults.standard.string(forKey: accessTokenKey)
         refreshToken = UserDefaults.standard.string(forKey: refreshTokenKey)
     }
-
+ 
     private func deleteTokensFromStorage() {
         UserDefaults.standard.removeObject(forKey: accessTokenKey)
         UserDefaults.standard.removeObject(forKey: refreshTokenKey)
     }
 }
-
+ 
 // MARK: - Models (Supabase Auth JSON)
-
+ 
 struct SupabaseSession: Codable {
     let access_token: String
     let refresh_token: String
@@ -320,26 +1199,26 @@ struct SupabaseSession: Codable {
     let expires_in: Int?
     let user: SupabaseUser?
 }
-
+ 
 struct SupabaseUser: Codable {
     let id: String?
     let email: String?
     let user_metadata: UserMetadata?
 }
-
+ 
 struct UserMetadata: Codable {
     let name: String?
 }
-
+ 
 struct SupabaseError: Codable {
     let error: String?
     let error_description: String?
     let msg: String?
 }
-
-
+ 
+ 
 // MARK: - Kroger Items
-
+ 
 struct KrogerItem: Codable, Identifiable {
     let productId: Int
     let name: String
@@ -351,31 +1230,31 @@ struct KrogerItem: Codable, Identifiable {
     let size: String?
     let search_keyword: String?
     let store_ids: String?
-
+ 
     var id: Int { productId }
-
+ 
     var priceList: [Double] {
         guard let price else { return [] }
         return price.split(separator: ";")
             .compactMap { Double($0.trimmingCharacters(in: .whitespaces)) }
     }
-
+ 
     var storeIdList: [String] {
         guard let store_ids else { return [] }
         return store_ids.split(separator: ";")
             .map { $0.trimmingCharacters(in: .whitespaces) }
     }
-
+ 
     var minPrice: Double? {
         priceList.filter { $0 > 0 }.min()
     }
-
+ 
     func price(forStoreId storeId: String) -> Double? {
         guard let index = storeIdList.firstIndex(of: storeId),
               index < priceList.count else { return nil }
         return priceList[index]
     }
-
+ 
     func displayPrice(forStoreId storeId: String? = nil) -> String {
         let p: Double?
         if let storeId {
@@ -386,13 +1265,13 @@ struct KrogerItem: Codable, Identifiable {
         guard let p else { return "Price N/A" }
         return String(format: "$%.2f", p)
     }
-
+ 
     var imageURL: URL? {
         guard let img = image_url, !img.isEmpty else { return nil }
         return URL(string: img)
     }
 }
-
+ 
 extension AuthManager {
     func fetchKrogerItems(
         search: String? = nil,
@@ -403,7 +1282,7 @@ extension AuthManager {
         let base = supabaseURL
             .appendingPathComponent("rest/v1")
             .appendingPathComponent("kroger_ingredients2")
-
+ 
         var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
         var q: [URLQueryItem] = [
             URLQueryItem(
@@ -414,28 +1293,28 @@ extension AuthManager {
             URLQueryItem(name: "offset", value: "\(offset)"),
             URLQueryItem(name: "order",  value: "productId.asc"),
         ]
-
+ 
         if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines), !s.isEmpty {
             q.append(URLQueryItem(
                 name: "or",
                 value: "(name.ilike.*\(s)*,search_keyword.ilike.*\(s)*)"
             ))
         }
-
+ 
         if let cls = classifier, !cls.isEmpty {
             q.append(URLQueryItem(name: "classifier", value: "eq.\(cls)"))
         }
-
+ 
         comps.queryItems = q
         guard let url = comps.url else { throw URLError(.badURL) }
-
+ 
         let (data, _) = try await request(
             url: url,
             method: "GET",
             jsonBody: Optional<String>.none,
             bearerToken: accessToken
         )
-
+ 
         do {
             return try JSONDecoder().decode([KrogerItem].self, from: data)
         } catch {
@@ -446,77 +1325,77 @@ extension AuthManager {
         }
     }
 }
-
+ 
 //Onboard survey fetch/save
 struct UserPreferencesRow: Codable {
     let user_id: String
     let diet_preferences: [String]
     let allergies: [String]
 }
-
+ 
 struct UserPreferencesUpsertBody: Codable {
     let user_id: String
     let diet_preferences: [String]
     let allergies: [String]
 }
-
+ 
 extension AuthManager {
     func fetchUserPreferences() async throws -> UserPreferences? {
         guard let token = accessToken, let uid = userID else {
             throw URLError(.userAuthenticationRequired)
         }
-
+ 
         let base = supabaseURL
             .appendingPathComponent("rest/v1")
             .appendingPathComponent("user_preferences")
-
+ 
         var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
         comps.queryItems = [
             URLQueryItem(name: "select", value: "user_id,diet_preferences,allergies"),
             URLQueryItem(name: "user_id", value: "eq.\(uid)"),
             URLQueryItem(name: "limit", value: "1")
         ]
-
+ 
         guard let url = comps.url else { throw URLError(.badURL) }
-
+ 
         let (data, _) = try await request(
             url: url,
             method: "GET",
             jsonBody: Optional<String>.none,
             bearerToken: token
         )
-
+ 
         let rows = try JSONDecoder().decode([UserPreferencesRow].self, from: data)
         guard let row = rows.first else { return nil }
-
+ 
         return UserPreferences(
             dietPreferences: row.diet_preferences,
             allergies: row.allergies
         )
     }
-
+ 
     func saveUserPreferences(_ preferences: UserPreferences) async throws {
         guard let token = accessToken, let uid = userID else {
             throw URLError(.userAuthenticationRequired)
         }
-
+ 
         let base = supabaseURL
             .appendingPathComponent("rest/v1")
             .appendingPathComponent("user_preferences")
-
+ 
         var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
         comps.queryItems = [
             URLQueryItem(name: "on_conflict", value: "user_id")
         ]
-
+ 
         guard let url = comps.url else { throw URLError(.badURL) }
-
+ 
         let body = UserPreferencesUpsertBody(
             user_id: uid,
             diet_preferences: preferences.dietPreferences,
             allergies: preferences.allergies
         )
-
+ 
         _ = try await request(
             url: url,
             method: "POST",
@@ -528,14 +1407,14 @@ extension AuthManager {
         )
     }
 }
-
+ 
 // --- Recpie Fetcher --- //
-
+ 
 extension AuthManager {
     func fetchRecipes(search: String? = nil, limit: Int = 50, offset: Int = 0) async throws -> [RecipeRow] {
         let base = supabaseURL
             .appendingPathComponent("rest/v1/Recipes_Kaggle")
-
+ 
         var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
         var queryItems: [URLQueryItem] = [
             URLQueryItem(
@@ -546,27 +1425,27 @@ extension AuthManager {
             URLQueryItem(name: "offset", value: "\(offset)"),
             URLQueryItem(name: "order", value: "id.asc")
         ]
-
+ 
         if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines), !s.isEmpty {
             queryItems.append(URLQueryItem(name: "Title", value: "ilike.*\(s)*"))
         }
-
+ 
         comps.queryItems = queryItems
-
+ 
         let (data, _) = try await request(
             url: comps.url!,
             method: "GET",
             jsonBody: Optional<String>.none,
             bearerToken: accessToken
         )
-
+ 
         return try JSONDecoder().decode([RecipeRow].self, from: data)
     }
 }
-
-
+ 
+ 
 // MARK: - Recipe Matches
-
+ 
 struct RecipeMatch: Codable, Identifiable {
     let id: Int
     let recipe_id: Int
@@ -581,24 +1460,24 @@ struct RecipeMatch: Codable, Identifiable {
     let score: Double?
     let confidence: String?
     let match_rank: Int?
-
+ 
     var displayPrice: String {
         guard let p = min_price else { return "Price N/A" }
         return String(format: "$%.2f", p)
     }
-
+ 
     var imageURL: URL? {
         guard let img = matched_image, !img.isEmpty else { return nil }
         return URL(string: img)
     }
 }
-
+ 
 extension AuthManager {
     func fetchRecipeMatches(recipeId: Int) async throws -> [RecipeMatch] {
         let base = supabaseURL
             .appendingPathComponent("rest/v1")
             .appendingPathComponent("recipe_matches")
-
+ 
         var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
         comps.queryItems = [
             URLQueryItem(name: "select", value: "id,recipe_id,raw_ingredient,matched_name,matched_product_id,matched_image,matched_size,min_price,price_raw,store_ids,score,confidence,match_rank"),
@@ -606,15 +1485,15 @@ extension AuthManager {
             URLQueryItem(name: "match_rank",  value: "not.is.null"),
             URLQueryItem(name: "order",       value: "raw_ingredient.asc,match_rank.asc"),
         ]
-
+ 
         guard let url = comps.url else { throw URLError(.badURL) }
-
+ 
         let (data, _) = try await request(
             url: url, method: "GET",
             jsonBody: Optional<String>.none,
             bearerToken: accessToken
         )
-
+ 
         do {
             return try JSONDecoder().decode([RecipeMatch].self, from: data)
         } catch {
@@ -625,9 +1504,9 @@ extension AuthManager {
         }
     }
 }
-
+ 
 // MARK: - Kroger Store Locations
-
+ 
 struct KrogerStore: Codable, Identifiable {
     let locationId: Int
     let name: String?
@@ -638,22 +1517,22 @@ struct KrogerStore: Codable, Identifiable {
     let address_zipCode: Int?
     let geo_latitude: Double?
     let geo_longitude: Double?
-
+ 
     var id: Int { locationId }
-
+ 
     var displayName: String { name ?? "Kroger Store" }
-
+ 
     var displayAddress: String {
         [address_line1, address_city, address_state]
             .compactMap { $0 }.filter { !$0.isEmpty }
             .joined(separator: ", ")
     }
-
+ 
     var coordinate: CLLocationCoordinate2D? {
         guard let lat = geo_latitude, let lng = geo_longitude else { return nil }
         return CLLocationCoordinate2D(latitude: lat, longitude: lng)
     }
-
+ 
     func distanceMiles(from coord: CLLocationCoordinate2D) -> Double? {
         guard let c = coordinate else { return nil }
         let loc1 = CLLocation(latitude: c.latitude, longitude: c.longitude)
@@ -661,7 +1540,7 @@ struct KrogerStore: Codable, Identifiable {
         return loc1.distance(from: loc2) / 1609.34
     }
 }
-
+ 
 extension AuthManager {
     func fetchNearbyKrogerStores(
         near coordinate: CLLocationCoordinate2D,
@@ -670,7 +1549,7 @@ extension AuthManager {
         let base = supabaseURL
             .appendingPathComponent("rest/v1")
             .appendingPathComponent("kroger_locations")
-
+ 
         var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
         comps.queryItems = [
             URLQueryItem(name: "select", value: "locationId,name,chain,address_line1,address_city,address_state,address_zipCode,geo_latitude,geo_longitude"),
@@ -680,15 +1559,15 @@ extension AuthManager {
             URLQueryItem(name: "geo_longitude", value: "lte.\(coordinate.longitude + radiusDegrees)"),
             URLQueryItem(name: "limit", value: "50"),
         ]
-
+ 
         guard let url = comps.url else { throw URLError(.badURL) }
-
+ 
         let (data, _) = try await request(
             url: url, method: "GET",
             jsonBody: Optional<String>.none,
             bearerToken: accessToken
         )
-
+ 
         let stores = try JSONDecoder().decode([KrogerStore].self, from: data)
         return stores
             .filter { $0.coordinate != nil }
@@ -698,3 +1577,241 @@ extension AuthManager {
             }
     }
 }
+ 
+// MARK: - Scraped Ingredients (multi-store price comparison)
+ 
+struct ScrapedIngredient: Codable, Identifiable {
+    let id: String
+    let taxonomy: String
+    let store: String
+    let name: String
+    let price: Double?
+    let price_raw: String?
+    let price_unit: String?
+    let quantity: String?
+    let image_url: String?
+    let description: String?
+    let out_of_stock: Bool?
+ 
+    var displayPrice: String {
+        guard let p = price else { return "Price N/A" }
+        return String(format: "$%.2f", p)
+    }
+ 
+    var imageURL: URL? {
+        guard let img = image_url, !img.isEmpty else { return nil }
+        return URL(string: img)
+    }
+ 
+    var isAvailable: Bool { !(out_of_stock ?? false) }
+}
+ 
+extension AuthManager {
+ 
+    /// All store prices for a single taxonomy term, sorted cheapest first.
+    /// e.g. taxonomy = "Butter" → Walmart $2.97, Food4Less $3.29, Ralphs $3.49 ...
+    func fetchPricesForIngredient(taxonomy: String) async throws -> [ScrapedIngredient] {
+        let base = supabaseURL
+            .appendingPathComponent("rest/v1")
+            .appendingPathComponent("scraped_ingredients")
+ 
+        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+        comps.queryItems = [
+            URLQueryItem(name: "select",   value: "id,taxonomy,store,name,price,price_raw,price_unit,quantity,image_url,out_of_stock"),
+            URLQueryItem(name: "taxonomy", value: "eq.\(taxonomy)"),
+            URLQueryItem(name: "order",    value: "price.asc.nullslast"),
+            URLQueryItem(name: "limit",    value: "50"),
+        ]
+ 
+        guard let url = comps.url else { throw URLError(.badURL) }
+ 
+        let (data, _) = try await request(
+            url: url, method: "GET",
+            jsonBody: Optional<String>.none,
+            bearerToken: accessToken
+        )
+        return try JSONDecoder().decode([ScrapedIngredient].self, from: data)
+    }
+ 
+    /// Search scraped ingredients by name or taxonomy across all stores.
+    /// Pass store: to filter to a single store.
+    func searchScrapedIngredients(
+        query: String,
+        store: String? = nil,
+        limit: Int = 50,
+        offset: Int = 0
+    ) async throws -> [ScrapedIngredient] {
+        let base = supabaseURL
+            .appendingPathComponent("rest/v1")
+            .appendingPathComponent("scraped_ingredients")
+ 
+        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+        var q: [URLQueryItem] = [
+            URLQueryItem(name: "select", value: "id,taxonomy,store,name,price,price_raw,price_unit,quantity,image_url,out_of_stock"),
+            URLQueryItem(name: "order",  value: "price.asc.nullslast"),
+            URLQueryItem(name: "limit",  value: "\(limit)"),
+            URLQueryItem(name: "offset", value: "\(offset)"),
+        ]
+ 
+        let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
+        if !trimmed.isEmpty {
+            q.append(URLQueryItem(name: "or",
+                value: "(name.ilike.*\(trimmed)*,taxonomy.ilike.*\(trimmed)*)"))
+        }
+ 
+        if let store {
+            q.append(URLQueryItem(name: "store", value: "eq.\(store)"))
+        }
+ 
+        comps.queryItems = q
+        guard let url = comps.url else { throw URLError(.badURL) }
+ 
+        let (data, _) = try await request(
+            url: url, method: "GET",
+            jsonBody: Optional<String>.none,
+            bearerToken: accessToken
+        )
+ 
+        do {
+            return try JSONDecoder().decode([ScrapedIngredient].self, from: data)
+        } catch {
+            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
+            print("❌ ScrapedIngredient decode error: \(error)")
+            print("❌ Raw: \(raw.prefix(300))")
+            throw error
+        }
+    }
+}
+ 
+// MARK: - Account Management
+ 
+extension AuthManager {
+ 
+    /// Change the current user's password.
+    func changePassword(to newPassword: String) async throws {
+        guard let token = accessToken else {
+            throw URLError(.userAuthenticationRequired)
+        }
+        let url = supabaseURL.appendingPathComponent("auth/v1/user")
+        let (data, _) = try await request(
+            url: url,
+            method: "PUT",
+            jsonBody: ["password": newPassword],
+            bearerToken: token
+        )
+        if let session = try? JSONDecoder().decode(SupabaseSession.self, from: data) {
+            applySession(session)
+        }
+    }
+ 
+    /// Permanently delete the current user's account.
+    /// Uses the admin endpoint which requires the service role key.
+    func deleteAccount() async throws {
+        guard let uid = userID else {
+            throw URLError(.userAuthenticationRequired)
+        }
+ 
+        // Step 1: delete user data from public tables
+        if let token = accessToken {
+            try? await deleteUserData(uid: uid, token: token)
+        }
+ 
+        // Step 2: delete the auth account via admin endpoint
+        // /auth/v1/admin/users/{uid} requires service role key
+        let url = supabaseURL
+            .appendingPathComponent("auth/v1/admin/users")
+            .appendingPathComponent(uid)
+ 
+        var req = URLRequest(url: url)
+        req.httpMethod = "DELETE"
+//        req.setValue(serviceRoleKey, forHTTPHeaderField: "apikey")
+//        req.setValue("Bearer \(serviceRoleKey)", forHTTPHeaderField: "Authorization")
+        req.setValue("application/json", forHTTPHeaderField: "Content-Type")
+ 
+        let (data, resp) = try await URLSession.shared.data(for: req)
+        guard let http = resp as? HTTPURLResponse else { throw URLError(.badServerResponse) }
+ 
+        if !(200...299).contains(http.statusCode) {
+            let raw = String(data: data, encoding: .utf8) ?? ""
+            throw NSError(domain: "Supabase", code: http.statusCode,
+                          userInfo: [NSLocalizedDescriptionKey: "Delete failed: \(raw)"])
+        }
+ 
+        clearSession()
+    }
+ 
+    private func deleteUserData(uid: String, token: String) async throws {
+        let base = supabaseURL
+            .appendingPathComponent("rest/v1/user_preferences")
+        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+        comps.queryItems = [URLQueryItem(name: "user_id", value: "eq.\(uid)")]
+        guard let url = comps.url else { return }
+        _ = try await request(
+            url: url,
+            method: "DELETE",
+            jsonBody: nil as [String: String]?,
+            bearerToken: token
+        )
+    }
+}
+ 
+// MARK: - Scraped Recipe Matches (multi-store)
+ 
+struct ScrapedRecipeMatch: Codable, Identifiable {
+    let id: Int
+    let recipe_id: Int
+    let recipe_title: String?
+    let raw_ingredient: String
+    let matched_name: String?
+    let matched_product_id: String?
+    let matched_store: String?
+    let matched_image: String?
+    let matched_size: String?
+    let min_price: Double?
+    let score: Double?
+    let confidence: String?
+    let match_rank: Int?
+ 
+    var displayPrice: String {
+        guard let p = min_price else { return "Price N/A" }
+        return String(format: "$%.2f", p)
+    }
+ 
+    var imageURL: URL? {
+        guard let img = matched_image, !img.isEmpty else { return nil }
+        return URL(string: img)
+    }
+}
+ 
+extension AuthManager {
+    func fetchScrapedRecipeMatches(recipeId: Int) async throws -> [ScrapedRecipeMatch] {
+        let base = supabaseURL
+            .appendingPathComponent("rest/v1")
+            .appendingPathComponent("scraped_recipe_matches")
+ 
+        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
+        comps.queryItems = [
+            URLQueryItem(name: "select",     value: "id,recipe_id,recipe_title,raw_ingredient,matched_name,matched_product_id,matched_store,matched_image,matched_size,min_price,score,confidence,match_rank"),
+            URLQueryItem(name: "recipe_id",  value: "eq.\(recipeId)"),
+            URLQueryItem(name: "match_rank", value: "not.is.null"),
+            URLQueryItem(name: "order",      value: "raw_ingredient.asc,match_rank.asc"),
+        ]
+ 
+        guard let url = comps.url else { throw URLError(.badURL) }
+ 
+        let (data, _) = try await request(
+            url: url, method: "GET",
+            jsonBody: Optional<String>.none,
+            bearerToken: accessToken
+        )
+ 
+        do {
+            return try JSONDecoder().decode([ScrapedRecipeMatch].self, from: data)
+        } catch {
+            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
+            print("❌ ScrapedRecipeMatch decode error: \(error)")
+            print("❌ Raw: \(raw.prefix(300))")
+            throw error
+        }
+    }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/MapView.swift b/SWFrontUI/ShopwiseFrontEndUI/MapView.swift
index 065aa8e..deb9440 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/MapView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/MapView.swift
@@ -1,3 +1,335 @@
+//import SwiftUI
+//import UIKit
+//import MapKit
+//import CoreLocation
+//
+//// MARK: - Store model
+//
+//struct StoreAnnotation: Identifiable {
+//    let id: String
+//    let name: String
+//    let chain: String
+//    let address: String
+//    let coordinate: CLLocationCoordinate2D
+//    let locationId: String?
+//
+//    var markerTint: Color {
+//        chain == "Walmart" ? .blue : .orange
+//    }
+//    var icon: String {
+//        chain == "Walmart" ? "cart.fill" : "storefront.fill"
+//    }
+//}
+//
+//// MARK: - Hardcoded stores near UCR (Kroger-family + Walmart)
+//// Kroger stores are hardcoded since kroger_locations table needs to be populated first.
+//// Ralphs and Food 4 Less are both Kroger-owned brands in SoCal.
+//
+//private let krogerStoresNearUCR: [StoreAnnotation] = [
+//    StoreAnnotation(id: "ralphs_university", name: "Ralphs", chain: "Ralphs",
+//                    address: "1520 University Ave, Riverside, CA 92507",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9738, longitude: -117.3456), locationId: nil),
+//    StoreAnnotation(id: "food4less_university", name: "Food 4 Less", chain: "Food 4 Less",
+//                    address: "1275 University Ave, Riverside, CA 92507",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9718, longitude: -117.3462), locationId: nil),
+//    StoreAnnotation(id: "ralphs_magnolia", name: "Ralphs", chain: "Ralphs",
+//                    address: "6225 Magnolia Ave, Riverside, CA 92506",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9524, longitude: -117.3698), locationId: nil),
+//    StoreAnnotation(id: "ralphs_arlington", name: "Ralphs", chain: "Ralphs",
+//                    address: "5905 Arlington Ave, Riverside, CA 92504",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9989, longitude: -117.3929), locationId: nil),
+//    StoreAnnotation(id: "food4less_merrill", name: "Food 4 Less", chain: "Food 4 Less",
+//                    address: "3750 Merrill Ave, Riverside, CA 92506",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9292, longitude: -117.3812), locationId: nil),
+//    StoreAnnotation(id: "ralphs_central", name: "Ralphs", chain: "Ralphs",
+//                    address: "3650 Central Ave, Riverside, CA 92506",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9453, longitude: -117.3957), locationId: nil),
+//    StoreAnnotation(id: "ralphs_magnolia2", name: "Ralphs", chain: "Ralphs",
+//                    address: "12061 Magnolia Ave, Riverside, CA 92503",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9993, longitude: -117.4229), locationId: nil),
+//]
+//
+//private let walmartStoresNearUCR: [StoreAnnotation] = [
+//    StoreAnnotation(id: "walmart_1", name: "Walmart Supercenter", chain: "Walmart",
+//                    address: "12721 Moreno Beach Dr, Moreno Valley, CA 92555",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9384322, longitude: -117.2861652), locationId: nil),
+//    StoreAnnotation(id: "walmart_2", name: "Walmart Supercenter", chain: "Walmart",
+//                    address: "5200 Van Buren Blvd, Riverside, CA 92503",
+//                    coordinate: CLLocationCoordinate2D(latitude: 34.0497547, longitude: -117.3065025), locationId: nil),
+//    StoreAnnotation(id: "walmart_3", name: "Walmart Supercenter", chain: "Walmart",
+//                    address: "8844 Limonite Ave, Jurupa Valley, CA 92509",
+//                    coordinate: CLLocationCoordinate2D(latitude: 34.0762367, longitude: -117.3733901), locationId: nil),
+//    StoreAnnotation(id: "walmart_4", name: "Walmart Supercenter", chain: "Walmart",
+//                    address: "1290 E Ontario Ave, Corona, CA 92881",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9371558, longitude: -117.4554553), locationId: nil),
+//    StoreAnnotation(id: "walmart_5", name: "Walmart Supercenter", chain: "Walmart",
+//                    address: "479 N McKinley St, Corona, CA 92879",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.9739612, longitude: -117.5904619), locationId: nil),
+//    StoreAnnotation(id: "walmart_6", name: "Walmart Supercenter", chain: "Walmart",
+//                    address: "1366 S Riverside Ave, Rialto, CA 92376",
+//                    coordinate: CLLocationCoordinate2D(latitude: 33.8061034, longitude: -117.2295603), locationId: nil),
+//    StoreAnnotation(id: "walmart_7", name: "Walmart Supercenter", chain: "Walmart",
+//                    address: "725 N Tippecanoe Ave, San Bernardino, CA 92410",
+//                    coordinate: CLLocationCoordinate2D(latitude: 34.1378079, longitude: -117.1946666), locationId: nil),
+//]
+//
+//// MARK: - MapView
+//
+//struct MapView: View {
+//    @EnvironmentObject private var auth: AuthManager
+//    @StateObject private var locationManager = LocationManager()
+//
+//    private let ucrCoordinate = CLLocationCoordinate2D(latitude: 33.9737, longitude: -117.3281)
+//
+//    @State private var position: MapCameraPosition = .region(
+//        MKCoordinateRegion(
+//            center: CLLocationCoordinate2D(latitude: 33.9737, longitude: -117.3281),
+//            span: MKCoordinateSpan(latitudeDelta: 0.15, longitudeDelta: 0.15)
+//        )
+//    )
+//
+//    @State private var krogerStores: [StoreAnnotation] = []
+//    @State private var isLoadingStores = false
+//    @State private var selectedStore: StoreAnnotation? = nil
+//    @State private var errorText: String? = nil
+//
+//    private var allStores: [StoreAnnotation] { krogerStoresNearUCR + walmartStoresNearUCR }
+//    private var centerCoordinate: CLLocationCoordinate2D { locationManager.userLocation ?? ucrCoordinate }
+//
+//    var body: some View {
+//        List {
+//            mapSection
+//            if let store = selectedStore { selectedStoreSection(store) }
+//            krogerSection
+//            walmartSection
+//            locationSection
+//        }
+//        .navigationTitle("ShopWise")
+//        .appToolbar()
+//        .task { }  // kroger stores are hardcoded — swap for live fetch once kroger_locations is populated
+//        .onAppear { locationManager.requestPermission() }
+//        .onChange(of: locationManager.userLocation?.latitude ?? 0) { _, lat in
+//            guard lat != 0 else { return }
+//            centerOnUser()
+//        }
+//    }
+//
+//    // MARK: - Sections (broken out to help type checker)
+//
+//    private var mapSection: some View {
+//        Section {
+//            CardContainer {
+//                Map(position: $position) {
+//                    UserAnnotation()
+//                    ForEach(allStores) { store in
+//                        Annotation(store.name, coordinate: store.coordinate) {
+//                            StorePin(store: store, isSelected: selectedStore?.id == store.id)
+//                                .onTapGesture {
+//                                    withAnimation { selectedStore = store }
+//                                    focusOn(store.coordinate)
+//                                }
+//                        }
+//                    }
+//                }
+//                .frame(height: 280)
+//                .clipShape(RoundedRectangle(cornerRadius: 14, style: .continuous))
+//                .overlay(alignment: .topTrailing) { locationButton }
+//            }
+//            .listRowInsets(EdgeInsets())
+//        }
+//    }
+//
+//    private var locationButton: some View {
+//        Button { centerOnUser() } label: {
+//            Image(systemName: "location.fill")
+//                .padding(10)
+//                .background(.regularMaterial)
+//                .clipShape(Circle())
+//        }
+//        .padding(10)
+//        .disabled(locationManager.userLocation == nil)
+//    }
+//
+//    private func selectedStoreSection(_ store: StoreAnnotation) -> some View {
+//        Section {
+//            CardContainer {
+//                VStack(alignment: .leading, spacing: 8) {
+//                    HStack(spacing: 10) {
+//                        Image(systemName: store.icon)
+//                            .font(.title2)
+//                            .foregroundStyle(store.markerTint)
+//                        VStack(alignment: .leading, spacing: 2) {
+//                            Text(store.name).font(.headline)
+//                            Text(store.chain).font(.subheadline).foregroundStyle(.secondary)
+//                        }
+//                        Spacer()
+//                        if let dist = distanceText(to: store) {
+//                            Text(dist)
+//                                .font(.caption.weight(.semibold))
+//                                .padding(.horizontal, 8).padding(.vertical, 4)
+//                                .background(Color(.systemGray6))
+//                                .clipShape(Capsule())
+//                        }
+//                    }
+//                    if !store.address.isEmpty {
+//                        Label(store.address, systemImage: "mappin")
+//                            .font(.caption).foregroundStyle(.secondary)
+//                    }
+//                    Button { openInMaps(store) } label: {
+//                        Label("Get Directions", systemImage: "arrow.triangle.turn.up.right.circle")
+//                            .frame(maxWidth: .infinity)
+//                    }
+//                    .buttonStyle(.borderedProminent)
+//                    .tint(store.markerTint)
+//                }
+//            }
+//        }
+//    }
+//
+//    private var krogerSection: some View {
+//        Section("Kroger Stores Nearby") {
+//            ForEach(krogerStoresNearUCR) { store in storeRow(store) }
+//        }
+//    }
+//
+//    private var walmartSection: some View {
+//        Section("Walmart Stores Nearby") {
+//            ForEach(walmartStoresNearUCR) { store in storeRow(store) }
+//        }
+//    }
+//
+//    private var locationSection: some View {
+//        Section("Location") {
+//            HStack {
+//                Text("Permission")
+//                Spacer()
+//                Text(locationStatusText).foregroundStyle(.secondary)
+//            }
+//        }
+//    }
+//
+//    // MARK: - Store row
+//
+//    private func storeRow(_ store: StoreAnnotation) -> some View {
+//        Button {
+//            withAnimation { selectedStore = store }
+//            focusOn(store.coordinate)
+//        } label: {
+//            HStack(spacing: 12) {
+//                Image(systemName: store.icon)
+//                    .foregroundStyle(store.markerTint)
+//                    .frame(width: 28)
+//                VStack(alignment: .leading, spacing: 2) {
+//                    Text(store.name).font(.subheadline.weight(.medium))
+//                    if !store.address.isEmpty {
+//                        Text(store.address).font(.caption).foregroundStyle(.secondary).lineLimit(1)
+//                    }
+//                }
+//                Spacer()
+//                if let dist = distanceText(to: store) {
+//                    Text(dist).font(.caption).foregroundStyle(.secondary)
+//                }
+//                Image(systemName: "chevron.right").font(.caption).foregroundStyle(.tertiary)
+//            }
+//        }
+//        .buttonStyle(.plain)
+//    }
+//
+//    // MARK: - Data loading
+//
+//    @MainActor
+//    private func loadKrogerStores() async {
+//        guard !isLoadingStores else { return }
+//        isLoadingStores = true
+//        errorText = nil
+//        do {
+//            let fetched = try await auth.fetchNearbyKrogerStores(
+//                near: centerCoordinate, radiusDegrees: 0.2
+//            )
+//            krogerStores = fetched.compactMap { store -> StoreAnnotation? in
+//                guard let coord = store.coordinate else { return nil }
+//                return StoreAnnotation(
+//                    id: "kroger_\(store.locationId)",
+//                    name: store.displayName,
+//                    chain: store.chain ?? "Kroger",
+//                    address: store.displayAddress,
+//                    coordinate: coord,
+//                    locationId: String(store.locationId)
+//                )
+//            }
+//        } catch {
+//            krogerStores = []
+//        }
+//        isLoadingStores = false
+//    }
+//
+//    // MARK: - Helpers
+//
+//    private func focusOn(_ coordinate: CLLocationCoordinate2D) {
+//        withAnimation {
+//            position = .region(MKCoordinateRegion(
+//                center: coordinate,
+//                span: MKCoordinateSpan(latitudeDelta: 0.02, longitudeDelta: 0.02)
+//            ))
+//        }
+//    }
+//
+//    private func centerOnUser() {
+//        guard let loc = locationManager.userLocation else { return }
+//        focusOn(loc)
+//    }
+//
+//    private func distanceText(to store: StoreAnnotation) -> String? {
+//        guard let userLoc = locationManager.userLocation else { return nil }
+//        let user = CLLocation(latitude: userLoc.latitude, longitude: userLoc.longitude)
+//        let dest = CLLocation(latitude: store.coordinate.latitude, longitude: store.coordinate.longitude)
+//        let miles = user.distance(from: dest) / 1609.34
+//        return String(format: "%.1f mi", miles)
+//    }
+//
+//    private func openInMaps(_ store: StoreAnnotation) {
+//        // Use Maps URL scheme — avoids MKPlacemark deprecation entirely
+//        let query = store.address.isEmpty
+//            ? "\(store.coordinate.latitude),\(store.coordinate.longitude)"
+//            : store.address
+//        let encoded = query.addingPercentEncoding(withAllowedCharacters: .urlQueryAllowed) ?? ""
+//        let urlStr = "maps://?daddr=\(encoded)&dirflg=d"
+//        if let url = URL(string: urlStr) {
+//            UIApplication.shared.open(url)
+//        }
+//    }
+//
+//    private var locationStatusText: String {
+//        switch locationManager.authorizationStatus {
+//        case .notDetermined: return "Not Requested"
+//        case .restricted:    return "Restricted"
+//        case .denied:        return "Denied"
+//        case .authorizedAlways, .authorizedWhenInUse: return "Allowed"
+//        @unknown default:    return "Unknown"
+//        }
+//    }
+//}
+//
+//// MARK: - Store pin
+//
+//struct StorePin: View {
+//    let store: StoreAnnotation
+//    let isSelected: Bool
+//
+//    var body: some View {
+//        ZStack {
+//            Circle()
+//                .fill(store.markerTint)
+//                .frame(width: isSelected ? 44 : 36, height: isSelected ? 44 : 36)
+//                .shadow(radius: isSelected ? 6 : 2)
+//            Image(systemName: store.icon)
+//                .font(.system(size: isSelected ? 18 : 14))
+//                .foregroundStyle(.white)
+//        }
+//        .animation(.spring(duration: 0.2), value: isSelected)
+//    }
+//}
+
 import SwiftUI
 import UIKit
 import MapKit
@@ -13,11 +345,43 @@ struct StoreAnnotation: Identifiable {
     let coordinate: CLLocationCoordinate2D
     let locationId: String?
 
+    /// Name of the image asset in Assets.xcassets
+    var logoAsset: String {
+        switch chain {
+        case "Walmart":       return "logo_walmart"
+        case "Ralphs":        return "logo_ralphs"
+        case "Food 4 Less":   return "logo_food4less"
+        case "Stater Bros.":  return "logo_stater"
+        case "Sprouts":       return "logo_sprouts"
+        case "ALDI":          return "logo_aldi"
+        case "Smart & Final": return "logo_smartfinal"
+        case "99 Ranch":      return "logo_99ranch"
+        default:              return ""
+        }
+    }
+
     var markerTint: Color {
-        chain == "Walmart" ? .blue : .orange
+        switch chain {
+        case "Walmart":       return .blue
+        case "Ralphs", "Food 4 Less": return .orange
+        case "Stater Bros.":  return .red
+        case "Sprouts":       return .green
+        case "ALDI":          return .purple
+        case "Smart & Final": return .cyan
+        case "99 Ranch":      return Color(red: 0.9, green: 0.3, blue: 0.1)
+        default:              return .gray
+        }
     }
+
     var icon: String {
-        chain == "Walmart" ? "cart.fill" : "storefront.fill"
+        switch chain {
+        case "Walmart":       return "cart.fill"
+        case "Sprouts":       return "leaf.fill"
+        case "99 Ranch":      return "globe.asia.australia.fill"
+        case "ALDI":          return "dollarsign.circle.fill"
+        case "Smart & Final": return "bag.fill"
+        default:              return "storefront.fill"
+        }
     }
 }
 
@@ -25,6 +389,7 @@ struct StoreAnnotation: Identifiable {
 // Kroger stores are hardcoded since kroger_locations table needs to be populated first.
 // Ralphs and Food 4 Less are both Kroger-owned brands in SoCal.
 
+// MARK: - Ralphs / Food 4 Less (Kroger family)
 private let krogerStoresNearUCR: [StoreAnnotation] = [
     StoreAnnotation(id: "ralphs_university", name: "Ralphs", chain: "Ralphs",
                     address: "1520 University Ave, Riverside, CA 92507",
@@ -49,6 +414,74 @@ private let krogerStoresNearUCR: [StoreAnnotation] = [
                     coordinate: CLLocationCoordinate2D(latitude: 33.9993, longitude: -117.4229), locationId: nil),
 ]
 
+// MARK: - Stater Bros.
+private let staterBrosStoresNearUCR: [StoreAnnotation] = [
+    StoreAnnotation(id: "stater_1", name: "Stater Bros.", chain: "Stater Bros.",
+                    address: "2841 Mary St, Riverside, CA 92506",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9859162, longitude: -117.341186), locationId: nil),
+    StoreAnnotation(id: "stater_2", name: "Stater Bros.", chain: "Stater Bros.",
+                    address: "4488 Magnolia Ave, Riverside, CA 92501",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.934523, longitude: -117.3865065), locationId: nil),
+    StoreAnnotation(id: "stater_3", name: "Stater Bros.", chain: "Stater Bros.",
+                    address: "315 E Alessandro Blvd, Riverside, CA 92508",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9142125, longitude: -117.3281308), locationId: nil),
+    StoreAnnotation(id: "stater_4", name: "Stater Bros.", chain: "Stater Bros.",
+                    address: "12270 Sycamore Canyon Rd, Riverside, CA 92503",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9483928, longitude: -117.2622614), locationId: nil),
+    StoreAnnotation(id: "stater_5", name: "Stater Bros.", chain: "Stater Bros.",
+                    address: "4680 La Sierra Ave, Riverside, CA 92505",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9976104, longitude: -117.4055226), locationId: nil),
+    StoreAnnotation(id: "stater_6", name: "Stater Bros.", chain: "Stater Bros.",
+                    address: "2995 Iowa Ave, Riverside, CA 92507",
+                    coordinate: CLLocationCoordinate2D(latitude: 34.0327531, longitude: -117.3203453), locationId: nil),
+]
+
+// MARK: - Sprouts Farmers Market
+private let sproutsStoresNearUCR: [StoreAnnotation] = [
+    StoreAnnotation(id: "sprouts_1", name: "Sprouts Farmers Market", chain: "Sprouts",
+                    address: "475 E Alessandro Blvd, Riverside, CA 92508",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9139385, longitude: -117.3233031), locationId: nil),
+    StoreAnnotation(id: "sprouts_2", name: "Sprouts Farmers Market", chain: "Sprouts",
+                    address: "12630 Day St, Moreno Valley, CA 92553",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.942023, longitude: -117.242369), locationId: nil),
+]
+
+// MARK: - ALDI
+private let aldiStoresNearUCR: [StoreAnnotation] = [
+    StoreAnnotation(id: "aldi_1", name: "ALDI", chain: "ALDI",
+                    address: "3750 Tyler St, Riverside, CA 92503",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.936734, longitude: -117.276131), locationId: nil),
+    StoreAnnotation(id: "aldi_2", name: "ALDI", chain: "ALDI",
+                    address: "13460 Perris Blvd, Moreno Valley, CA 92553",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.910493, longitude: -117.461808), locationId: nil),
+    StoreAnnotation(id: "aldi_3", name: "ALDI", chain: "ALDI",
+                    address: "1290 W Colton Ave, Redlands, CA 92374",
+                    coordinate: CLLocationCoordinate2D(latitude: 34.064855, longitude: -117.272675), locationId: nil),
+]
+
+// MARK: - Smart & Final
+private let smartFinalStoresNearUCR: [StoreAnnotation] = [
+    StoreAnnotation(id: "smartfinal_1", name: "Smart & Final", chain: "Smart & Final",
+                    address: "5202 Arlington Ave, Riverside, CA 92504",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9444932, longitude: -117.4159), locationId: nil),
+    StoreAnnotation(id: "smartfinal_2", name: "Smart & Final", chain: "Smart & Final",
+                    address: "3310 Vine St, Riverside, CA 92507",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9414981, longitude: -117.2803836), locationId: nil),
+    StoreAnnotation(id: "smartfinal_3", name: "Smart & Final", chain: "Smart & Final",
+                    address: "2744 Canyon Springs Pkwy, Riverside, CA 92507",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9834495, longitude: -117.3650503), locationId: nil),
+]
+
+// MARK: - 99 Ranch Market
+private let ranchMarketStoresNearUCR: [StoreAnnotation] = [
+    StoreAnnotation(id: "ranch_1", name: "99 Ranch Market", chain: "99 Ranch",
+                    address: "430 McKinley St, Corona, CA 92879",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.8886384, longitude: -117.5218049), locationId: nil),
+    StoreAnnotation(id: "ranch_2", name: "99 Ranch Market", chain: "99 Ranch",
+                    address: "4956 Hamner Ave, Eastvale, CA 91752",
+                    coordinate: CLLocationCoordinate2D(latitude: 33.9988899, longitude: -117.5559616), locationId: nil),
+]
+
 private let walmartStoresNearUCR: [StoreAnnotation] = [
     StoreAnnotation(id: "walmart_1", name: "Walmart Supercenter", chain: "Walmart",
                     address: "12721 Moreno Beach Dr, Moreno Valley, CA 92555",
@@ -93,7 +526,16 @@ struct MapView: View {
     @State private var selectedStore: StoreAnnotation? = nil
     @State private var errorText: String? = nil
 
-    private var allStores: [StoreAnnotation] { krogerStoresNearUCR + walmartStoresNearUCR }
+    // Collapsible section state
+    @State private var krogerExpanded    = true
+    @State private var walmartExpanded   = false
+    @State private var staterExpanded    = false
+    @State private var sproutsExpanded   = false
+    @State private var aldiExpanded      = false
+    @State private var smartFinalExpanded = false
+    @State private var ranchExpanded     = false
+
+    private var allStores: [StoreAnnotation] { krogerStoresNearUCR + walmartStoresNearUCR + staterBrosStoresNearUCR + sproutsStoresNearUCR + aldiStoresNearUCR + smartFinalStoresNearUCR + ranchMarketStoresNearUCR }
     private var centerCoordinate: CLLocationCoordinate2D { locationManager.userLocation ?? ucrCoordinate }
 
     var body: some View {
@@ -102,6 +544,11 @@ struct MapView: View {
             if let store = selectedStore { selectedStoreSection(store) }
             krogerSection
             walmartSection
+            staterBrosSection
+            sproutsSection
+            aldiSection
+            smartFinalSection
+            ranchMarketSection
             locationSection
         }
         .navigationTitle("ShopWise")
@@ -155,9 +602,23 @@ struct MapView: View {
             CardContainer {
                 VStack(alignment: .leading, spacing: 8) {
                     HStack(spacing: 10) {
-                        Image(systemName: store.icon)
-                            .font(.title2)
-                            .foregroundStyle(store.markerTint)
+                        let cardAsset = storeLogoAsset(for: store.chain)
+                        if let cardAsset, UIImage(named: cardAsset) != nil {
+                            Image(cardAsset)
+                                .resizable()
+                                .scaledToFit()
+                                .padding(4)
+                                .frame(width: 44, height: 44)
+                                .background(Color(.systemGray6))
+                                .clipShape(RoundedRectangle(cornerRadius: 10))
+                        } else {
+                            Image(systemName: store.icon)
+                                .font(.title2)
+                                .foregroundStyle(store.markerTint)
+                                .frame(width: 44, height: 44)
+                                .background(Color(.systemGray6))
+                                .clipShape(RoundedRectangle(cornerRadius: 10))
+                        }
                         VStack(alignment: .leading, spacing: 2) {
                             Text(store.name).font(.headline)
                             Text(store.chain).font(.subheadline).foregroundStyle(.secondary)
@@ -187,14 +648,72 @@ struct MapView: View {
     }
 
     private var krogerSection: some View {
-        Section("Kroger Stores Nearby") {
-            ForEach(krogerStoresNearUCR) { store in storeRow(store) }
+        Section {
+            DisclosureGroup(isExpanded: $krogerExpanded) {
+                ForEach(krogerStoresNearUCR) { store in storeRow(store) }
+            } label: {
+                sectionHeader(title: "Kroger Stores Nearby", count: krogerStoresNearUCR.count, isExpanded: krogerExpanded)
+            }
         }
     }
 
     private var walmartSection: some View {
-        Section("Walmart Stores Nearby") {
-            ForEach(walmartStoresNearUCR) { store in storeRow(store) }
+        Section {
+            DisclosureGroup(isExpanded: $walmartExpanded) {
+                ForEach(walmartStoresNearUCR) { store in storeRow(store) }
+            } label: {
+                sectionHeader(title: "Walmart Stores Nearby", count: walmartStoresNearUCR.count, isExpanded: walmartExpanded)
+            }
+        }
+    }
+
+    private var staterBrosSection: some View {
+        Section {
+            DisclosureGroup(isExpanded: $staterExpanded) {
+                ForEach(staterBrosStoresNearUCR) { store in storeRow(store) }
+            } label: {
+                sectionHeader(title: "Stater Bros. Stores Nearby", count: staterBrosStoresNearUCR.count, isExpanded: staterExpanded)
+            }
+        }
+    }
+
+    private var sproutsSection: some View {
+        Section {
+            DisclosureGroup(isExpanded: $sproutsExpanded) {
+                ForEach(sproutsStoresNearUCR) { store in storeRow(store) }
+            } label: {
+                sectionHeader(title: "Sprouts Nearby", count: sproutsStoresNearUCR.count, isExpanded: sproutsExpanded)
+            }
+        }
+    }
+
+    private var aldiSection: some View {
+        Section {
+            DisclosureGroup(isExpanded: $aldiExpanded) {
+                ForEach(aldiStoresNearUCR) { store in storeRow(store) }
+            } label: {
+                sectionHeader(title: "ALDI Stores Nearby", count: aldiStoresNearUCR.count, isExpanded: aldiExpanded)
+            }
+        }
+    }
+
+    private var smartFinalSection: some View {
+        Section {
+            DisclosureGroup(isExpanded: $smartFinalExpanded) {
+                ForEach(smartFinalStoresNearUCR) { store in storeRow(store) }
+            } label: {
+                sectionHeader(title: "Smart & Final Nearby", count: smartFinalStoresNearUCR.count, isExpanded: smartFinalExpanded)
+            }
+        }
+    }
+
+    private var ranchMarketSection: some View {
+        Section {
+            DisclosureGroup(isExpanded: $ranchExpanded) {
+                ForEach(ranchMarketStoresNearUCR) { store in storeRow(store) }
+            } label: {
+                sectionHeader(title: "99 Ranch Market Nearby", count: ranchMarketStoresNearUCR.count, isExpanded: ranchExpanded)
+            }
         }
     }
 
@@ -208,6 +727,25 @@ struct MapView: View {
         }
     }
 
+    // MARK: - Section header
+
+    private func sectionHeader(title: String, count: Int, isExpanded: Bool) -> some View {
+        HStack {
+            Text(title)
+                .font(.subheadline.weight(.semibold))
+                .foregroundStyle(.primary)
+            Spacer()
+            Text("\(count)")
+                .font(.caption.weight(.medium))
+                .foregroundStyle(.white)
+                .padding(.horizontal, 7)
+                .padding(.vertical, 3)
+                .background(Color.blue.opacity(0.8))
+                .clipShape(Capsule())
+        }
+        .contentShape(Rectangle())
+    }
+
     // MARK: - Store row
 
     private func storeRow(_ store: StoreAnnotation) -> some View {
@@ -216,9 +754,23 @@ struct MapView: View {
             focusOn(store.coordinate)
         } label: {
             HStack(spacing: 12) {
-                Image(systemName: store.icon)
-                    .foregroundStyle(store.markerTint)
-                    .frame(width: 28)
+                let rowAsset = storeLogoAsset(for: store.chain)
+                if let rowAsset, UIImage(named: rowAsset) != nil {
+                    Image(rowAsset)
+                        .resizable()
+                        .scaledToFit()
+                        .padding(4)
+                        .frame(width: 38, height: 38)
+                        .background(Color(.systemGray6))
+                        .clipShape(RoundedRectangle(cornerRadius: 8))
+                } else {
+                    Image(systemName: store.icon)
+                        .font(.system(size: 18))
+                        .foregroundStyle(store.markerTint)
+                        .frame(width: 38, height: 38)
+                        .background(Color(.systemGray6))
+                        .clipShape(RoundedRectangle(cornerRadius: 8))
+                }
                 VStack(alignment: .leading, spacing: 2) {
                     Text(store.name).font(.subheadline.weight(.medium))
                     if !store.address.isEmpty {
@@ -316,15 +868,39 @@ struct StorePin: View {
     let store: StoreAnnotation
     let isSelected: Bool
 
+    private let size: CGFloat = 40
+    private let selectedSize: CGFloat = 52
+
     var body: some View {
+        let pinSize = isSelected ? selectedSize : size
+
         ZStack {
+            // White circle background
             Circle()
-                .fill(store.markerTint)
-                .frame(width: isSelected ? 44 : 36, height: isSelected ? 44 : 36)
-                .shadow(radius: isSelected ? 6 : 2)
-            Image(systemName: store.icon)
-                .font(.system(size: isSelected ? 18 : 14))
-                .foregroundStyle(.white)
+                .fill(.white)
+                .frame(width: pinSize, height: pinSize)
+                .shadow(color: store.markerTint.opacity(0.4),
+                        radius: isSelected ? 8 : 3,
+                        x: 0, y: 2)
+                .overlay(
+                    Circle()
+                        .strokeBorder(store.markerTint,
+                                      lineWidth: isSelected ? 3 : 2)
+                )
+
+            // Logo image if asset exists, otherwise SF Symbol fallback
+            let asset = storeLogoAsset(for: store.chain) ?? store.logoAsset
+            if UIImage(named: asset) != nil {
+                Image(asset)
+                    .resizable()
+                    .scaledToFit()
+                    .frame(width: pinSize * 0.65, height: pinSize * 0.65)
+                    .clipShape(Circle())
+            } else {
+                Image(systemName: store.icon)
+                    .font(.system(size: isSelected ? 20 : 15, weight: .semibold))
+                    .foregroundStyle(store.markerTint)
+            }
         }
         .animation(.spring(duration: 0.2), value: isSelected)
     }
diff --git a/SWFrontUI/ShopwiseFrontEndUI/ProfileView.swift b/SWFrontUI/ShopwiseFrontEndUI/ProfileView.swift
index 80b9d3e..9731175 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/ProfileView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/ProfileView.swift
@@ -1,3 +1,88 @@
+//import SwiftUI
+//import UIKit
+//
+//struct ProfileView: View {
+//    @EnvironmentObject var auth: AuthManager
+//    @EnvironmentObject private var cartStore: CartStore
+//    @Environment(\.openURL) private var openURL
+//
+//    var body: some View {
+//        List {
+//            Section("Account") {
+//                HStack {
+//                    Image(systemName: "person.circle.fill")
+//                        .font(.system(size: 36))
+//                        .foregroundStyle(.blue)
+//
+//                    VStack(alignment: .leading) {
+//                        Text(greetingText)
+//                            .font(.headline)
+//
+//                        Text(auth.userEmail ?? "No email")
+//                            .font(.caption)
+//                            .foregroundStyle(.secondary)
+//                    }
+//                }
+//                .padding(.vertical, 6)
+//            }
+//
+//            Section("Preferences") {
+//                NavigationLink {
+//                    OnboardingSurveyView()
+//                } label: {
+//                    Label("Edit Diet & Allergies", systemImage: "slider.horizontal.3")
+//                }
+//            }
+//
+//            Section("Settings") {
+//                Button("Location Services") {
+//                    openAppSettings()
+//                }
+//            }
+//
+//            Section("App Info") {
+//                HStack {
+//                    Text("Version")
+//                    Spacer()
+//                    Text(appVersion)
+//                        .foregroundStyle(.secondary)
+//                }
+//            }
+//
+//            Section {
+//                Button(role: .destructive) {
+//                    Task { await auth.signOut() }
+//                } label: {
+//                    Text("Sign Out")
+//                }
+//            }
+//        }
+//        .navigationTitle("Account & Settings")
+//    }
+//
+//    private var appVersion: String {
+//        let version = Bundle.main.infoDictionary?["CFBundleShortVersionString"] as? String
+//        let build = Bundle.main.infoDictionary?["CFBundleVersion"] as? String
+//        if let version, let build {
+//            return "\(version) (\(build))"
+//        }
+//        return version ?? "1.0"
+//    }
+//
+//    private var greetingText: String {
+//        if let name = auth.userName, !name.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
+//            return name
+//        }
+//        return "Hello"
+//    }
+//
+//    private func openAppSettings() {
+//        if let url = URL(string: UIApplication.openSettingsURLString) {
+//            openURL(url)
+//        }
+//    }
+//}
+
 import SwiftUI
 import UIKit
 
@@ -6,6 +91,11 @@ struct ProfileView: View {
     @EnvironmentObject private var cartStore: CartStore
     @Environment(\.openURL) private var openURL
 
+    @State private var showChangePassword = false
+    @State private var showDeleteConfirm = false
+    @State private var isDeletingAccount = false
+    @State private var deleteError: String? = nil
+
     var body: some View {
         List {
             Section("Account") {
@@ -17,13 +107,19 @@ struct ProfileView: View {
                     VStack(alignment: .leading) {
                         Text(greetingText)
                             .font(.headline)
-
                         Text(auth.userEmail ?? "No email")
                             .font(.caption)
                             .foregroundStyle(.secondary)
                     }
                 }
                 .padding(.vertical, 6)
+
+                // Change password — pushes to inline view
+                NavigationLink {
+                    ChangePasswordView()
+                } label: {
+                    Label("Change Password", systemImage: "lock.rotation")
+                }
             }
 
             Section("Preferences") {
@@ -55,22 +151,66 @@ struct ProfileView: View {
                 } label: {
                     Text("Sign Out")
                 }
+
+                Button(role: .destructive) {
+                    showDeleteConfirm = true
+                } label: {
+                    HStack {
+                        if isDeletingAccount { ProgressView() }
+                        Text("Delete Account")
+                    }
+                }
+                .disabled(isDeletingAccount)
+
+                if let err = deleteError {
+                    Text(err)
+                        .font(.caption)
+                        .foregroundStyle(.red)
+                }
+            } footer: {
+                Text("Deleting your account is permanent and cannot be undone.")
+                    .font(.caption)
             }
         }
         .navigationTitle("Account & Settings")
+        .confirmationDialog(
+            "Delete Account",
+            isPresented: $showDeleteConfirm,
+            titleVisibility: .visible
+        ) {
+            Button("Delete My Account", role: .destructive) {
+                Task { await submitDeleteAccount() }
+            }
+            Button("Cancel", role: .cancel) { }
+        } message: {
+            Text("This will permanently delete your account and all your data. This cannot be undone.")
+        }
+    }
+
+    // MARK: - Helpers
+
+    @MainActor
+    private func submitDeleteAccount() async {
+        isDeletingAccount = true
+        deleteError = nil
+        do {
+            try await auth.deleteAccount()
+        } catch {
+            deleteError = error.localizedDescription
+            isDeletingAccount = false
+        }
     }
 
     private var appVersion: String {
         let version = Bundle.main.infoDictionary?["CFBundleShortVersionString"] as? String
-        let build = Bundle.main.infoDictionary?["CFBundleVersion"] as? String
-        if let version, let build {
-            return "\(version) (\(build))"
-        }
+        let build   = Bundle.main.infoDictionary?["CFBundleVersion"] as? String
+        if let version, let build { return "\(version) (\(build))" }
         return version ?? "1.0"
     }
 
     private var greetingText: String {
-        if let name = auth.userName, !name.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
+        if let name = auth.userName,
+           !name.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
             return name
         }
         return "Hello"
@@ -82,3 +222,84 @@ struct ProfileView: View {
         }
     }
 }
+
+// MARK: - Change Password screen
+
+struct ChangePasswordView: View {
+    @EnvironmentObject private var auth: AuthManager
+    @Environment(\.dismiss) private var dismiss
+
+    @State private var newPassword = ""
+    @State private var confirmPassword = ""
+    @State private var isLoading = false
+    @State private var success = false
+    @State private var errorMessage: String? = nil
+
+    var body: some View {
+        List {
+            Section {
+                SecureField("New password", text: $newPassword)
+                    .textContentType(.newPassword)
+                SecureField("Confirm new password", text: $confirmPassword)
+                    .textContentType(.newPassword)
+            } footer: {
+                Text("Minimum 6 characters.")
+            }
+
+            Section {
+                Button {
+                    Task { await submit() }
+                } label: {
+                    HStack {
+                        if isLoading { ProgressView() }
+                        Text("Update Password")
+                    }
+                    .frame(maxWidth: .infinity)
+                }
+                .buttonStyle(.borderedProminent)
+                .disabled(isLoading || newPassword.isEmpty || confirmPassword.isEmpty)
+            }
+
+            if success {
+                Section {
+                    Label("Password updated successfully!", systemImage: "checkmark.circle.fill")
+                        .foregroundStyle(.green)
+                }
+            }
+
+            if let err = errorMessage {
+                Section {
+                    Text(err).foregroundStyle(.red).font(.callout)
+                }
+            }
+        }
+        .navigationTitle("Change Password")
+        .navigationBarTitleDisplayMode(.inline)
+    }
+
+    @MainActor
+    private func submit() async {
+        errorMessage = nil
+        success = false
+
+        guard newPassword == confirmPassword else {
+            errorMessage = "Passwords don't match."
+            return
+        }
+        guard newPassword.count >= 6 else {
+            errorMessage = "Password must be at least 6 characters."
+            return
+        }
+
+        isLoading = true
+        do {
+            try await auth.changePassword(to: newPassword)
+            success = true
+            newPassword = ""
+            confirmPassword = ""
+        } catch {
+            errorMessage = error.localizedDescription
+        }
+        isLoading = false
+    }
+}
diff --git a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
index 4a381d0..84752dd 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
@@ -1,3 +1,435 @@
+//import SwiftUI
+//
+//struct RecipeView: View {
+//    @EnvironmentObject private var auth: AuthManager
+//    @EnvironmentObject private var cartStore: CartStore
+//
+//    @State private var query = ""
+//    @State private var recipes: [RecipeRow] = []
+//    @State private var expandedID: Int? = nil
+//    @State private var isLoading = false
+//    @State private var errorText: String? = nil
+//    @State private var searchTask: Task<Void, Never>? = nil
+//
+//    @State private var pageSize = 20
+//    @State private var offset = 0
+//    @State private var hasMore = true
+//    @State private var isLoadingMore = false
+//    @State private var excludedIngredientsByRecipe: [Int: Set<String>] = [:]
+//    @State private var expandedInstructionIds: Set<Int> = []
+//
+//    // Kroger matches keyed by recipe_id
+//    @State private var matchesByRecipe: [Int: [RecipeMatch]] = [:]
+//    @State private var loadingMatchesFor: Set<Int> = []
+//
+//    private var filtered: [RecipeRow] {
+//        if query.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty { return recipes }
+//        return recipes.filter { $0.title.localizedCaseInsensitiveContains(query) }
+//    }
+//
+//    var body: some View {
+//        List { content }
+//            .listStyle(.plain)
+//            .navigationTitle("ShopWise")
+//            .searchable(text: $query, prompt: "Search recipes…")
+//            .appToolbar()
+//            .task { await loadRecipes(reset: true) }
+//            .onChange(of: query) { _, _ in
+//                searchTask?.cancel()
+//                searchTask = Task {
+//                    try? await Task.sleep(nanoseconds: 400_000_000)
+//                    if Task.isCancelled { return }
+//                    await loadRecipes(reset: true)
+//                }
+//            }
+//    }
+//
+//    @ViewBuilder
+//    private var content: some View {
+//        if isLoading {
+//            HStack { Spacer(); ProgressView("Loading…"); Spacer() }
+//                .listRowSeparator(.hidden)
+//        } else if let errorText {
+//            Text(errorText).foregroundStyle(.red)
+//        } else {
+//            ForEach(Array(filtered.enumerated()), id: \.element.id) { index, recipe in
+//                recipeSection(index: index, recipe: recipe)
+//            }
+//        }
+//    }
+//
+//    private func recipeSection(index: Int, recipe: RecipeRow) -> some View {
+//        Section {
+//            Button {
+//                withAnimation(.snappy) {
+//                    if expandedID == recipe.id {
+//                        expandedID = nil
+//                    } else {
+//                        expandedID = recipe.id
+//                        loadMatchesIfNeeded(for: recipe.id)
+//                    }
+//                }
+//            } label: {
+//                recipeCard(recipe)
+//            }
+//            .buttonStyle(.plain)
+//            .onAppear {
+//                if index == filtered.count - 1 {
+//                    Task { await loadRecipes(reset: false) }
+//                }
+//            }
+//
+//            if expandedID == recipe.id {
+//                recipeExpanded(recipe)
+//            }
+//        }
+//    }
+//
+//    private func recipeCard(_ recipe: RecipeRow) -> some View {
+//        CardContainer {
+//            HStack(spacing: 14) {
+//                if let urlString = recipe.imageURL, let url = URL(string: urlString) {
+//                    AsyncImage(url: url) { phase in
+//                        switch phase {
+//                        case .success(let image): image.resizable().scaledToFill()
+//                        case .failure: Image(systemName: "fork.knife")
+//                        default: ProgressView()
+//                        }
+//                    }
+//                    .frame(width: 67, height: 67)
+//                    .background(Color(.systemGray5))
+//                    .clipShape(RoundedRectangle(cornerRadius: 14))
+//                } else {
+//                    RoundedRectangle(cornerRadius: 14)
+//                        .fill(Color(.systemGray5))
+//                        .frame(width: 67, height: 67)
+//                        .overlay(Image(systemName: "fork.knife").foregroundStyle(.secondary))
+//                }
+//
+//                VStack(alignment: .leading, spacing: 6) {
+//                    Text(recipe.title).font(.headline).lineLimit(2)
+//                }
+//
+//                Spacer()
+//
+//                Image(systemName: expandedID == recipe.id ? "chevron.up" : "chevron.down")
+//                    .foregroundStyle(.secondary)
+//            }
+//        }
+//    }
+//
+//    private func recipeExpanded(_ recipe: RecipeRow) -> some View {
+//        CardContainer {
+//            VStack(alignment: .leading, spacing: 12) {
+//
+//                Text("Ingredients").font(.headline)
+//
+//                let matches = matchesByRecipe[recipe.id] ?? []
+//                let isLoadingMatches = loadingMatchesFor.contains(recipe.id)
+//
+//                if isLoadingMatches {
+//                    HStack {
+//                        Spacer()
+//                        VStack(spacing: 6) {
+//                            ProgressView()
+//                            Text("Finding Kroger products…")
+//                                .font(.caption)
+//                                .foregroundStyle(.secondary)
+//                        }
+//                        Spacer()
+//                    }
+//                    .padding(.vertical, 8)
+//
+//                } else if matches.isEmpty {
+//                    ForEach(recipe.ingredientList, id: \.self) { item in
+//                        ingredientRow(recipeId: recipe.id, item: item)
+//                    }
+//
+//                } else {
+//                    let grouped = groupedMatches(matches)
+//                    let ingredients = orderedIngredients(from: matches)
+//
+//                    ForEach(ingredients, id: \.self) { item in
+//                        IngredientMatchRow(
+//                            ingredient: item,
+//                            matches: grouped[item] ?? [],
+//                            isExcluded: excludedIngredientsByRecipe[recipe.id]?.contains(item) == true,
+//                            onToggle: { toggleIngredient(recipeId: recipe.id, item: item) },
+//                            onAdd: { match in
+//                                cartStore.add(
+//                                    recipeId: String(recipe.id),
+//                                    recipeTitle: recipe.title,
+//                                    name: match.matched_name ?? item,
+//                                    unit: match.matched_size ?? "",
+//                                    price: match.min_price ?? 0
+//                                )
+//                            }
+//                        )
+//                    }
+//                }
+//
+//                if let instructions = recipe.instructions,
+//                   !instructions.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
+//                    Divider().padding(.vertical, 2)
+//
+//                    Button {
+//                        withAnimation(.snappy) {
+//                            toggleInstructions(recipe.id)
+//                        }
+//                    } label: {
+//                        HStack {
+//                            Text("Instructions")
+//                                .font(.headline)
+//                            Spacer()
+//                            Image(systemName: expandedInstructionIds.contains(recipe.id) ? "chevron.up" : "chevron.down")
+//                                .foregroundStyle(.secondary)
+//                        }
+//                    }
+//                    .buttonStyle(.plain)
+//
+//                    if expandedInstructionIds.contains(recipe.id) {
+//                        if !recipe.instructionSteps.isEmpty {
+//                            ForEach(Array(recipe.instructionSteps.enumerated()), id: \.offset) { index, step in
+//                                Text("Step \(index + 1): \(step)")
+//                                    .font(.subheadline)
+//                                    .foregroundStyle(.secondary)
+//                            }
+//                        } else {
+//                            Text(instructions).font(.subheadline).foregroundStyle(.secondary)
+//                        }
+//                    }
+//                }
+//
+//                Button {
+//                    let excluded = excludedIngredientsByRecipe[recipe.id] ?? []
+//                    let matches = matchesByRecipe[recipe.id] ?? []
+//                    let grouped = groupedMatches(matches)
+//                    let ingredients = matches.isEmpty
+//                        ? recipe.ingredientList
+//                        : orderedIngredients(from: matches)
+//
+//                    for item in ingredients where !excluded.contains(item) {
+//                        if let top = grouped[item]?.first {
+//                            cartStore.add(
+//                                recipeId: String(recipe.id),
+//                                recipeTitle: recipe.title,
+//                                name: top.matched_name ?? item,
+//                                unit: top.matched_size ?? "",
+//                                price: top.min_price ?? 0
+//                            )
+//                        } else {
+//                            cartStore.add(
+//                                recipeId: String(recipe.id),
+//                                recipeTitle: recipe.title,
+//                                name: item, unit: "", price: 0
+//                            )
+//                        }
+//                    }
+//                } label: {
+//                    let excluded = excludedIngredientsByRecipe[recipe.id] ?? []
+//                    let selectedCount = max(0, recipe.ingredientList.count - excluded.count)
+//                    VStack(spacing: 4) {
+//                        Text("\(selectedCount) selected")
+//                            .font(.footnote)
+//                            .foregroundStyle(.secondary)
+//                        Label("Add Selected Ingredients", systemImage: "cart.badge.plus")
+//                    }
+//                    .frame(maxWidth: .infinity)
+//                }
+//                .buttonStyle(.borderedProminent)
+//            }
+//        }
+//    }
+//
+//    // MARK: - Helpers
+//
+//    private func groupedMatches(_ matches: [RecipeMatch]) -> [String: [RecipeMatch]] {
+//        var dict: [String: [RecipeMatch]] = [:]
+//        for match in matches {
+//            dict[match.raw_ingredient, default: []].append(match)
+//        }
+//        return dict
+//    }
+//
+//    private func orderedIngredients(from matches: [RecipeMatch]) -> [String] {
+//        var seen = Set<String>()
+//        var result: [String] = []
+//        for match in matches {
+//            if seen.insert(match.raw_ingredient).inserted {
+//                result.append(match.raw_ingredient)
+//            }
+//        }
+//        return result
+//    }
+//
+//    private func loadMatchesIfNeeded(for recipeId: Int) {
+//        guard matchesByRecipe[recipeId] == nil,
+//              !loadingMatchesFor.contains(recipeId) else { return }
+//        loadingMatchesFor.insert(recipeId)
+//        Task {
+//            do {
+//                let fetched = try await auth.fetchRecipeMatches(recipeId: recipeId)
+//                await MainActor.run {
+//                    matchesByRecipe[recipeId] = fetched
+//                    loadingMatchesFor.remove(recipeId)
+//                }
+//            } catch {
+//                await MainActor.run {
+//                    matchesByRecipe[recipeId] = []
+//                    loadingMatchesFor.remove(recipeId)
+//                }
+//            }
+//        }
+//    }
+//
+//    private func toggleIngredient(recipeId: Int, item: String) {
+//        var set = excludedIngredientsByRecipe[recipeId] ?? []
+//        if set.contains(item) { set.remove(item) } else { set.insert(item) }
+//        excludedIngredientsByRecipe[recipeId] = set
+//    }
+//
+//    private func toggleInstructions(_ recipeId: Int) {
+//        if expandedInstructionIds.contains(recipeId) {
+//            expandedInstructionIds.remove(recipeId)
+//        } else {
+//            expandedInstructionIds.insert(recipeId)
+//        }
+//    }
+//
+//    private func ingredientRow(recipeId: Int, item: String) -> some View {
+//        let isExcluded = excludedIngredientsByRecipe[recipeId]?.contains(item) == true
+//        return Button { toggleIngredient(recipeId: recipeId, item: item) } label: {
+//            HStack(spacing: 10) {
+//                Image(systemName: isExcluded ? "minus.circle" : "checkmark.circle.fill")
+//                    .foregroundStyle(isExcluded ? Color.secondary : Color.green)
+//                Text(item)
+//                    .foregroundStyle(isExcluded ? Color.secondary : Color.primary)
+//                    .strikethrough(isExcluded, color: .secondary)
+//            }
+//        }
+//        .buttonStyle(.plain)
+//    }
+//
+//    @MainActor
+//    private func loadRecipes(reset: Bool = true) async {
+//        if isLoadingMore { return }
+//        let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
+//
+//        if reset {
+//            offset = 0; recipes = []; hasMore = true; isLoading = true
+//        } else {
+//            if !hasMore { return }
+//            isLoadingMore = true
+//        }
+//        errorText = nil
+//
+//        do {
+//            let fetched = try await auth.fetchRecipes(
+//                search: trimmed.isEmpty ? nil : trimmed,
+//                limit: pageSize, offset: offset
+//            )
+//            if reset { recipes = fetched } else { recipes.append(contentsOf: fetched) }
+//            offset += fetched.count
+//            if fetched.count < pageSize { hasMore = false }
+//        } catch {
+//            errorText = (error as NSError).localizedDescription
+//        }
+//        isLoading = false
+//        isLoadingMore = false
+//    }
+//}
+//
+//// MARK: - Ingredient row with Kroger match
+//
+//struct IngredientMatchRow: View {
+//    let ingredient: String
+//    let matches: [RecipeMatch]
+//    let isExcluded: Bool
+//    let onToggle: () -> Void
+//    let onAdd: (RecipeMatch) -> Void
+//
+//    @State private var selectedRank = 0
+//
+//    var body: some View {
+//        VStack(alignment: .leading, spacing: 6) {
+//
+//            Button(action: onToggle) {
+//                HStack(spacing: 10) {
+//                    Image(systemName: isExcluded ? "minus.circle" : "checkmark.circle.fill")
+//                        .foregroundStyle(isExcluded ? Color.secondary : Color.green)
+//                    Text(ingredient)
+//                        .font(.subheadline)
+//                        .foregroundStyle(isExcluded ? Color.secondary : Color.primary)
+//                        .strikethrough(isExcluded, color: .secondary)
+//                    Spacer()
+//                }
+//            }
+//            .buttonStyle(.plain)
+//
+//            if !matches.isEmpty && !isExcluded {
+//                if matches.count > 1 {
+//                    Picker("", selection: $selectedRank) {
+//                        ForEach(matches.indices, id: \.self) { i in
+//                            Text(matches[i].displayPrice).tag(i)
+//                        }
+//                    }
+//                    .pickerStyle(.segmented)
+//                }
+//
+//                if selectedRank < matches.count {
+//                    let match = matches[selectedRank]
+//                    HStack(spacing: 10) {
+//                        AsyncImage(url: match.imageURL) { phase in
+//                            switch phase {
+//                            case .success(let img):
+//                                img.resizable().scaledToFill()
+//                                    .frame(width: 44, height: 44).clipped()
+//                            default:
+//                                Image(systemName: "photo")
+//                                    .frame(width: 44, height: 44)
+//                                    .foregroundStyle(.tertiary)
+//                            }
+//                        }
+//                        .background(Color(.systemGray6))
+//                        .clipShape(RoundedRectangle(cornerRadius: 8))
+//
+//                        VStack(alignment: .leading, spacing: 2) {
+//                            Text(match.matched_name ?? "")
+//                                .font(.caption.weight(.medium))
+//                                .lineLimit(2)
+//                            if let size = match.matched_size, !size.isEmpty {
+//                                Text(size).font(.caption2).foregroundStyle(.secondary)
+//                            }
+//                        }
+//
+//                        Spacer()
+//
+//                        VStack(alignment: .trailing, spacing: 4) {
+//                            Text(match.displayPrice)
+//                                .font(.caption.weight(.semibold))
+//                                .foregroundStyle(.blue)
+//
+//                            Button { onAdd(match) } label: {
+//                                Image(systemName: "cart.badge.plus")
+//                                    .font(.system(size: 14))
+//                                    .padding(6)
+//                                    .background(Color.blue.opacity(0.12))
+//                                    .foregroundStyle(.blue)
+//                                    .clipShape(Circle())
+//                            }
+//                            .buttonStyle(.plain)
+//                        }
+//                    }
+//                    .padding(8)
+//                    .background(Color(.systemGray6).opacity(0.6))
+//                    .clipShape(RoundedRectangle(cornerRadius: 10))
+//                }
+//            }
+//        }
+//        .padding(.vertical, 2)
+//    }
+//}
+
 import SwiftUI
 
 struct RecipeView: View {
@@ -19,7 +451,7 @@ struct RecipeView: View {
     @State private var expandedInstructionIds: Set<Int> = []
 
     // Kroger matches keyed by recipe_id
-    @State private var matchesByRecipe: [Int: [RecipeMatch]] = [:]
+    @State private var matchesByRecipe: [Int: [ScrapedRecipeMatch]] = [:]
     @State private var loadingMatchesFor: Set<Int> = []
 
     private var filtered: [RecipeRow] {
@@ -243,15 +675,15 @@ struct RecipeView: View {
 
     // MARK: - Helpers
 
-    private func groupedMatches(_ matches: [RecipeMatch]) -> [String: [RecipeMatch]] {
-        var dict: [String: [RecipeMatch]] = [:]
+    private func groupedMatches(_ matches: [ScrapedRecipeMatch]) -> [String: [ScrapedRecipeMatch]] {
+        var dict: [String: [ScrapedRecipeMatch]] = [:]
         for match in matches {
             dict[match.raw_ingredient, default: []].append(match)
         }
         return dict
     }
 
-    private func orderedIngredients(from matches: [RecipeMatch]) -> [String] {
+    private func orderedIngredients(from matches: [ScrapedRecipeMatch]) -> [String] {
         var seen = Set<String>()
         var result: [String] = []
         for match in matches {
@@ -268,7 +700,7 @@ struct RecipeView: View {
         loadingMatchesFor.insert(recipeId)
         Task {
             do {
-                let fetched = try await auth.fetchRecipeMatches(recipeId: recipeId)
+                let fetched = try await auth.fetchScrapedRecipeMatches(recipeId: recipeId)
                 await MainActor.run {
                     matchesByRecipe[recipeId] = fetched
                     loadingMatchesFor.remove(recipeId)
@@ -343,10 +775,10 @@ struct RecipeView: View {
 
 struct IngredientMatchRow: View {
     let ingredient: String
-    let matches: [RecipeMatch]
+    let matches: [ScrapedRecipeMatch]
     let isExcluded: Bool
     let onToggle: () -> Void
-    let onAdd: (RecipeMatch) -> Void
+    let onAdd: (ScrapedRecipeMatch) -> Void
 
     @State private var selectedRank = 0
 
@@ -397,6 +829,12 @@ struct IngredientMatchRow: View {
                             Text(match.matched_name ?? "")
                                 .font(.caption.weight(.medium))
                                 .lineLimit(2)
+                            if let store = match.matched_store, !store.isEmpty {
+                                Text(store)
+                                    .font(.caption2.weight(.semibold))
+                                    .foregroundStyle(.blue)
+                                    .lineLimit(1)
+                            }
                             if let size = match.matched_size, !size.isEmpty {
                                 Text(size).font(.caption2).foregroundStyle(.secondary)
                             }
diff --git a/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift b/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift
index e7ce0b6..6e82224 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift
@@ -1,37 +1,346 @@
+//import SwiftUI
+import UIKit
+//
+//// MARK: - Classifier tab definition
+//struct ClassifierTab: Identifiable, Equatable {
+//    let id: String       // actual DB value or "All"
+//    let label: String    // display name
+//    let icon: String     // SF Symbol
+//
+//    static let all: [ClassifierTab] = [
+//        ClassifierTab(id: "All",         label: "All",        icon: "square.grid.2x2"),
+//        ClassifierTab(id: "PRODUCE",     label: "Produce",    icon: "leaf"),
+//        ClassifierTab(id: "PROTEIN",     label: "Protein",    icon: "fork.knife"),
+//        ClassifierTab(id: "DAIRY",       label: "Dairy",      icon: "drop"),
+//        ClassifierTab(id: "GRAIN",       label: "Grain",      icon: "bag"),
+//        ClassifierTab(id: "SPICE",       label: "Spices",     icon: "sparkles"),
+//        ClassifierTab(id: "CONDIMENT",   label: "Condiments", icon: "mug"),
+//        ClassifierTab(id: "OIL_FAT",     label: "Oils",       icon: "flame"),
+//        ClassifierTab(id: "BAKING",      label: "Baking",     icon: "birthday.cake"),
+//        ClassifierTab(id: "CANNED_GOOD", label: "Canned",     icon: "cylinder"),
+//        ClassifierTab(id: "NUT_SEED",    label: "Nuts",       icon: "circle.hexagongrid"),
+//        ClassifierTab(id: "FRESH_HERB",  label: "Herbs",      icon: "leaf.circle"),
+//        ClassifierTab(id: "SWEETENER",   label: "Sweeteners", icon: "star"),
+//        ClassifierTab(id: "ALCOHOL",     label: "Alcohol",    icon: "wineglass"),
+//        ClassifierTab(id: "OTHER_INGR",  label: "Other",      icon: "tray"),
+//    ]
+//}
+//
+//struct SearchView: View {
+//    @EnvironmentObject private var auth: AuthManager
+//    @EnvironmentObject private var cartStore: CartStore
+//
+//    @State private var query = ""
+//    @State private var selectedTab: ClassifierTab = ClassifierTab.all[0]
+//    @State private var results: [KrogerItem] = []
+//    @State private var isLoading = false
+//    @State private var errorText: String? = nil
+//
+//    @State private var pageSize = 50
+//    @State private var offset = 0
+//    @State private var isLoadingMore = false
+//    @State private var hasMore = true
+//
+//    var body: some View {
+//        ScrollView {
+//            VStack(alignment: .leading, spacing: 14) {
+//
+//                Text("ShopWise")
+//                    .font(.system(size: 34, weight: .bold))
+//                    .padding(.top, 6)
+//                    .padding(.bottom, 4)
+//
+//                // Search bar
+//                HStack(spacing: 10) {
+//                    Image(systemName: "magnifyingglass")
+//                        .foregroundStyle(.secondary)
+//
+//                    TextField("Search products...", text: $query)
+//                        .textInputAutocapitalization(.never)
+//                        .autocorrectionDisabled(true)
+//
+//                    if !query.isEmpty {
+//                        Button {
+//                            query = ""
+//                            searchItems(reset: true)
+//                        } label: {
+//                            Image(systemName: "xmark")
+//                                .font(.system(size: 12, weight: .bold))
+//                                .foregroundStyle(.secondary)
+//                                .padding(10)
+//                                .background(.ultraThinMaterial)
+//                                .clipShape(Circle())
+//                        }
+//                    }
+//                }
+//                .padding(.horizontal, 14)
+//                .padding(.vertical, 12)
+//                .background(Color(.systemGray6))
+//                .clipShape(RoundedRectangle(cornerRadius: 18))
+//                .padding(.bottom, 4)
+//
+//                // Classifier tabs — scrollable row
+//                ScrollView(.horizontal, showsIndicators: false) {
+//                    HStack(spacing: 10) {
+//                        ForEach(ClassifierTab.all) { tab in
+//                            ClassifierChip(tab: tab, isSelected: selectedTab == tab) {
+//                                selectedTab = tab
+//                                searchItems(reset: true)
+//                            }
+//                        }
+//                    }
+//                    .padding(.vertical, 2)
+//                    .padding(.horizontal, 1)
+//                }
+//
+//                // Content
+//                if isLoading {
+//                    HStack {
+//                        Spacer()
+//                        ProgressView("Loading…")
+//                        Spacer()
+//                    }
+//                    .padding(.top, 24)
+//                } else if let errorText {
+//                    Text(errorText)
+//                        .foregroundStyle(.red)
+//                        .padding(.top, 10)
+//                } else if results.isEmpty {
+//                    HStack {
+//                        Spacer()
+//                        VStack(spacing: 8) {
+//                            Image(systemName: "magnifyingglass")
+//                                .font(.system(size: 36))
+//                                .foregroundStyle(.tertiary)
+//                            Text("No results")
+//                                .foregroundStyle(.secondary)
+//                        }
+//                        Spacer()
+//                    }
+//                    .padding(.top, 40)
+//                } else {
+//                    LazyVStack(spacing: 14) {
+//                        ForEach(Array(results.enumerated()), id: \.element.id) { index, item in
+//                            ProductCard(
+//                                imageURL: item.imageURL,
+//                                title: item.name,
+//                                unit: item.size,
+//                                priceText: item.displayPrice(),
+//                                onAdd: {
+//                                    cartStore.add(
+//                                        id: String(item.productId),
+//                                        name: item.name,
+//                                        unit: item.size ?? "",
+//                                        price: item.minPrice ?? 0
+//                                    )
+//                                }
+//                            )
+//                            .onAppear {
+//                                if index == results.count - 1 {
+//                                    searchItems(reset: false)
+//                                }
+//                            }
+//                        }
+//                    }
+//                    .padding(.top, 4)
+//                }
+//
+//                Spacer(minLength: 20)
+//            }
+//            .padding(.horizontal, 16)
+//            .padding(.bottom, 20)
+//        }
+//        .background(Color(.systemBackground))
+//        .navigationBarTitleDisplayMode(.inline)
+//        .appToolbar()
+//        .onChange(of: query) { _, _ in
+//            searchItems(reset: true)
+//        }
+//        .task {
+//            searchItems(reset: true)
+//        }
+//    }
+//
+//    // MARK: - Fetch
+//    // Filtering is done server-side by passing classifier to Supabase —
+//    // no client-side filter needed at all.
+//    private func searchItems(reset: Bool = true) {
+//        if isLoadingMore { return }
+//
+//        if reset {
+//            offset = 0
+//            results = []
+//            hasMore = true
+//        } else {
+//            if !hasMore { return }
+//        }
+//
+//        if reset { isLoading = true } else { isLoadingMore = true }
+//        errorText = nil
+//
+//        Task {
+//            do {
+//                let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
+//                let newItems = try await auth.fetchKrogerItems(
+//                    search: trimmed.isEmpty ? nil : trimmed,
+//                    classifier: selectedTab.id == "All" ? nil : selectedTab.id,
+//                    limit: pageSize,
+//                    offset: offset
+//                )
+//
+//                await MainActor.run {
+//                    results.append(contentsOf: newItems)
+//                    offset += newItems.count
+//                    if newItems.count < pageSize { hasMore = false }
+//                    isLoading = false
+//                    isLoadingMore = false
+//                }
+//            } catch {
+//                await MainActor.run {
+//                    errorText = "Search failed: \(error.localizedDescription)"
+//                    isLoading = false
+//                    isLoadingMore = false
+//                }
+//            }
+//        }
+//    }
+//}
+//
+//// MARK: - Classifier chip
+//
+//struct ClassifierChip: View {
+//    let tab: ClassifierTab
+//    let isSelected: Bool
+//    let action: () -> Void
+//
+//    var body: some View {
+//        Button(action: action) {
+//            HStack(spacing: 6) {
+//                Image(systemName: tab.icon)
+//                    .font(.system(size: 12, weight: .medium))
+//                Text(tab.label)
+//                    .font(.subheadline.weight(.semibold))
+//            }
+//            .padding(.horizontal, 14)
+//            .padding(.vertical, 8)
+//            .background(isSelected ? Color.blue.opacity(0.15) : Color(.systemGray6))
+//            .foregroundStyle(isSelected ? Color.blue : Color.primary)
+//            .clipShape(Capsule())
+//            .overlay(
+//                Capsule()
+//                    .strokeBorder(isSelected ? Color.blue.opacity(0.4) : Color.clear, lineWidth: 1)
+//            )
+//        }
+//        .buttonStyle(.plain)
+//    }
+//}
+//
+//// MARK: - Product card
+//
+//struct ProductCard: View {
+//    let imageURL: URL?
+//    let title: String
+//    let unit: String?
+//    let priceText: String
+//    let onAdd: () -> Void
+//
+//    var body: some View {
+//        HStack(spacing: 14) {
+//            AsyncImage(url: imageURL) { phase in
+//                switch phase {
+//                case .empty:
+//                    ProgressView().frame(width: 74, height: 74)
+//                case .success(let image):
+//                    image.resizable().scaledToFill()
+//                        .frame(width: 74, height: 74).clipped()
+//                case .failure:
+//                    Image(systemName: "photo")
+//                        .frame(width: 74, height: 74).foregroundStyle(.secondary)
+//                @unknown default:
+//                    EmptyView().frame(width: 74, height: 74)
+//                }
+//            }
+//            .background(Color(.systemGray6))
+//            .clipShape(RoundedRectangle(cornerRadius: 16))
+//
+//            VStack(alignment: .leading, spacing: 6) {
+//                Text(title)
+//                    .font(.headline)
+//                    .lineLimit(2)
+//
+//                if let unit, !unit.isEmpty {
+//                    Text(unit)
+//                        .font(.subheadline)
+//                        .foregroundStyle(.secondary)
+//                        .lineLimit(1)
+//                }
+//
+//                Text(priceText)
+//                    .font(.headline)
+//            }
+//
+//            Spacer()
+//
+//            Button(action: onAdd) {
+//                HStack(spacing: 8) {
+//                    Image(systemName: "cart.badge.plus")
+//                    Text("Add")
+//                }
+//                .font(.subheadline.weight(.semibold))
+//                .padding(.horizontal, 14)
+//                .padding(.vertical, 10)
+//                .foregroundStyle(.white)
+//                .background(Color.blue)
+//                .clipShape(Capsule())
+//            }
+//            .buttonStyle(.plain)
+//        }
+//        .padding(14)
+//        .background(
+//            RoundedRectangle(cornerRadius: 18, style: .continuous)
+//                .fill(Color(.systemGray6).opacity(0.65))
+//        )
+//        .overlay(
+//            RoundedRectangle(cornerRadius: 18, style: .continuous)
+//                .stroke(Color.black.opacity(0.04), lineWidth: 1)
+//        )
+//        .shadow(color: Color.black.opacity(0.06), radius: 8, x: 0, y: 3)
+//    }
+//}
+
 import SwiftUI
 
-// MARK: - Classifier tab definition
-struct ClassifierTab: Identifiable, Equatable {
-    let id: String       // actual DB value or "All"
-    let label: String    // display name
-    let icon: String     // SF Symbol
-
-    static let all: [ClassifierTab] = [
-        ClassifierTab(id: "All",         label: "All",        icon: "square.grid.2x2"),
-        ClassifierTab(id: "PRODUCE",     label: "Produce",    icon: "leaf"),
-        ClassifierTab(id: "PROTEIN",     label: "Protein",    icon: "fork.knife"),
-        ClassifierTab(id: "DAIRY",       label: "Dairy",      icon: "drop"),
-        ClassifierTab(id: "GRAIN",       label: "Grain",      icon: "bag"),
-        ClassifierTab(id: "SPICE",       label: "Spices",     icon: "sparkles"),
-        ClassifierTab(id: "CONDIMENT",   label: "Condiments", icon: "mug"),
-        ClassifierTab(id: "OIL_FAT",     label: "Oils",       icon: "flame"),
-        ClassifierTab(id: "BAKING",      label: "Baking",     icon: "birthday.cake"),
-        ClassifierTab(id: "CANNED_GOOD", label: "Canned",     icon: "cylinder"),
-        ClassifierTab(id: "NUT_SEED",    label: "Nuts",       icon: "circle.hexagongrid"),
-        ClassifierTab(id: "FRESH_HERB",  label: "Herbs",      icon: "leaf.circle"),
-        ClassifierTab(id: "SWEETENER",   label: "Sweeteners", icon: "star"),
-        ClassifierTab(id: "ALCOHOL",     label: "Alcohol",    icon: "wineglass"),
-        ClassifierTab(id: "OTHER_INGR",  label: "Other",      icon: "tray"),
+// MARK: - Store tab definition
+
+struct StoreTab: Identifiable, Equatable {
+    let id: String       // store name or "All"
+    let label: String
+    let icon: String
+
+    static let all: [StoreTab] = [
+        StoreTab(id: "All",                    label: "All",        icon: "square.grid.2x2"),
+        StoreTab(id: "Walmart",                label: "Walmart",    icon: "cart.fill"),
+        StoreTab(id: "Ralphs",                 label: "Ralphs",     icon: "storefront.fill"),
+        StoreTab(id: "Stater Bros.",           label: "Stater Bros",icon: "basket.fill"),
+        StoreTab(id: "Food4Less",              label: "Food4Less",  icon: "tag.fill"),
+        StoreTab(id: "Sprouts Farmers Market", label: "Sprouts",    icon: "leaf.fill"),
+        StoreTab(id: "ALDI",                   label: "ALDI",       icon: "dollarsign.circle.fill"),
+        StoreTab(id: "Costco",                 label: "Costco",     icon: "shippingbox.fill"),
+        StoreTab(id: "99 Ranch Market",        label: "99 Ranch",   icon: "globe.asia.australia.fill"),
+        StoreTab(id: "Smart & Final",          label: "Smart & Final", icon: "bag.fill"),
+        StoreTab(id: "Target",                 label: "Target",     icon: "scope"),
     ]
 }
 
+// MARK: - SearchView
+
 struct SearchView: View {
     @EnvironmentObject private var auth: AuthManager
     @EnvironmentObject private var cartStore: CartStore
 
     @State private var query = ""
-    @State private var selectedTab: ClassifierTab = ClassifierTab.all[0]
-    @State private var results: [KrogerItem] = []
+    @State private var selectedTab: StoreTab = StoreTab.all[0]
+    @State private var results: [ScrapedIngredient] = []
     @State private var isLoading = false
     @State private var errorText: String? = nil
 
@@ -47,7 +356,6 @@ struct SearchView: View {
                 Text("ShopWise")
                     .font(.system(size: 34, weight: .bold))
                     .padding(.top, 6)
-                    .padding(.bottom, 4)
 
                 // Search bar
                 HStack(spacing: 10) {
@@ -76,13 +384,12 @@ struct SearchView: View {
                 .padding(.vertical, 12)
                 .background(Color(.systemGray6))
                 .clipShape(RoundedRectangle(cornerRadius: 18))
-                .padding(.bottom, 4)
 
-                // Classifier tabs — scrollable row
+                // Store tabs — scrollable row
                 ScrollView(.horizontal, showsIndicators: false) {
                     HStack(spacing: 10) {
-                        ForEach(ClassifierTab.all) { tab in
-                            ClassifierChip(tab: tab, isSelected: selectedTab == tab) {
+                        ForEach(StoreTab.all) { tab in
+                            StoreChip(tab: tab, isSelected: selectedTab == tab) {
                                 selectedTab = tab
                                 searchItems(reset: true)
                             }
@@ -123,14 +430,15 @@ struct SearchView: View {
                             ProductCard(
                                 imageURL: item.imageURL,
                                 title: item.name,
-                                unit: item.size,
-                                priceText: item.displayPrice(),
+                                unit: item.quantity,
+                                priceText: item.displayPrice,       // var not func
+                                storeName: selectedTab.id == "All" ? item.store : nil,
                                 onAdd: {
                                     cartStore.add(
-                                        id: String(item.productId),
+                                        id: item.id,
                                         name: item.name,
-                                        unit: item.size ?? "",
-                                        price: item.minPrice ?? 0
+                                        unit: item.quantity ?? "",
+                                        price: item.price ?? 0
                                     )
                                 }
                             )
@@ -160,9 +468,8 @@ struct SearchView: View {
         }
     }
 
-    // MARK: - Fetch
-    // Filtering is done server-side by passing classifier to Supabase —
-    // no client-side filter needed at all.
+    // MARK: - Fetch from scraped_ingredients
+
     private func searchItems(reset: Bool = true) {
         if isLoadingMore { return }
 
@@ -180,9 +487,9 @@ struct SearchView: View {
         Task {
             do {
                 let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
-                let newItems = try await auth.fetchKrogerItems(
-                    search: trimmed.isEmpty ? nil : trimmed,
-                    classifier: selectedTab.id == "All" ? nil : selectedTab.id,
+                let newItems = try await auth.searchScrapedIngredients(
+                    query: trimmed,
+                    store: selectedTab.id == "All" ? nil : selectedTab.id,
                     limit: pageSize,
                     offset: offset
                 )
@@ -205,10 +512,10 @@ struct SearchView: View {
     }
 }
 
-// MARK: - Classifier chip
+// MARK: - Store chip
 
-struct ClassifierChip: View {
-    let tab: ClassifierTab
+struct StoreChip: View {
+    let tab: StoreTab
     let isSelected: Bool
     let action: () -> Void
 
@@ -241,6 +548,7 @@ struct ProductCard: View {
     let title: String
     let unit: String?
     let priceText: String
+    var storeName: String? = nil   // shown in "All" tab so user knows which store
     let onAdd: () -> Void
 
     var body: some View {
@@ -262,11 +570,27 @@ struct ProductCard: View {
             .background(Color(.systemGray6))
             .clipShape(RoundedRectangle(cornerRadius: 16))
 
-            VStack(alignment: .leading, spacing: 6) {
+            VStack(alignment: .leading, spacing: 4) {
                 Text(title)
                     .font(.headline)
                     .lineLimit(2)
 
+                if let storeName {
+                    HStack(spacing: 4) {
+                        if let asset = storeLogoAsset(for: storeName),
+                           UIImage(named: asset) != nil {
+                            Image(asset)
+                                .resizable()
+                                .scaledToFit()
+                                .frame(height: 50)
+                        } else {
+                            Text(storeName)
+                                .font(.caption.weight(.medium))
+                                .foregroundStyle(.blue)
+                        }
+                    }
+                }
+
                 if let unit, !unit.isEmpty {
                     Text(unit)
                         .font(.subheadline)
@@ -295,14 +619,7 @@ struct ProductCard: View {
             .buttonStyle(.plain)
         }
         .padding(14)
-        .background(
-            RoundedRectangle(cornerRadius: 18, style: .continuous)
-                .fill(Color(.systemGray6).opacity(0.65))
-        )
-        .overlay(
-            RoundedRectangle(cornerRadius: 18, style: .continuous)
-                .stroke(Color.black.opacity(0.04), lineWidth: 1)
-        )
-        .shadow(color: Color.black.opacity(0.06), radius: 8, x: 0, y: 3)
+        .background(Color(.systemGray6).opacity(0.65))
+        .clipShape(RoundedRectangle(cornerRadius: 18))
     }
 }
diff --git a/SWFrontUI/ShopwiseFrontEndUI/StoreLogoHelper.swift b/SWFrontUI/ShopwiseFrontEndUI/StoreLogoHelper.swift
new file mode 100644
index 0000000..10dce7a
--- /dev/null
+++ b/SWFrontUI/ShopwiseFrontEndUI/StoreLogoHelper.swift
@@ -0,0 +1,30 @@
+//  StoreLogoHelper.swift
+//  ShopwiseFrontEndUI
+//
+//  Shared helper — maps store names to Assets.xcassets image names.
+//  Used by SearchView, MapView, and anywhere else store logos are needed.
+
+import UIKit
+
+func storeLogoAsset(for storeName: String) -> String? {
+    switch storeName {
+    case "Walmart":
+        return "logo_walmart"
+    case "Ralphs", "Ralphs Delivery Now":
+        return "logo_ralphs"
+    case "Food4Less", "Food 4 Less":
+        return "logo_food4less"
+    case "Stater Bros.", "Stater Bros. Now":
+        return "logo_stater"
+    case "Sprouts", "Sprouts Farmers Market", "Sprouts Express":
+        return "logo_sprouts"
+    case "ALDI":
+        return "logo_aldi"
+    case "Smart & Final", "Smart & Final Extra!":
+        return "logo_smartfinal"
+    case "99 Ranch", "99 Ranch Market":
+        return "logo_99ranch"
+    default:
+        return nil
+    }
+}

From 2c56d972e7bc7d4579a9b0e85250f5c1a49229ac Mon Sep 17 00:00:00 2001
From: Hugzaregood <nicholas.castellanos@yahoo.com>
Date: Wed, 18 Mar 2026 12:46:09 -0700
Subject: [PATCH 5/8] Removed any unnessary comments, changed Recieps to allow
 user Cheap or Store preference and also allows account deletion

---
 .../ShopwiseFrontEndUI/AuthManager.swift      | 937 +-----------------
 SWFrontUI/ShopwiseFrontEndUI/MapView.swift    | 332 -------
 .../ShopwiseFrontEndUI/ProfileView.swift      |  85 --
 SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift | 614 +++---------
 SWFrontUI/ShopwiseFrontEndUI/SearchView.swift | 309 ------
 .../ShopwiseFrontEndUIApp.swift               |  12 -
 6 files changed, 155 insertions(+), 2134 deletions(-)

diff --git a/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift b/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift
index 0a7f846..257c59a 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/AuthManager.swift
@@ -1,882 +1,3 @@
-//
-//import Foundation
-//import CoreLocation
-//import SwiftUI
-//import Combine
-//
-//struct PostgrestError: Decodable {
-//    let message: String?
-//    let details: String?
-//    let hint: String?
-//    let code: String?
-//}
-//
-//@MainActor
-//final class AuthManager: ObservableObject {
-//    // MARK: - Supabase config
-//    private let supabaseURL = URL(string: "https://vpmxdkrwqxgullnducey.supabase.co")!
-//    private let anonKey = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJzdXBhYmFzZSIsInJlZiI6InZwbXhka3J3cXhndWxsbmR1Y2V5Iiwicm9sZSI6ImFub24iLCJpYXQiOjE3NzE0NDQ5ODMsImV4cCI6MjA4NzAyMDk4M30.NYievlganIUF4tVQvgK8NAaMAk2_y6NHnijvbuiWKCw"
-//
-//    // MARK: - Published state
-//    @Published var isLoading: Bool = false
-//    @Published var errorMessage: String? = nil
-//    @Published var isSignedIn: Bool = false
-//    @Published var userEmail: String? = nil
-//    @Published var userID: String? = nil
-//    @Published var userName: String? = nil
-//
-//    // Tokens
-//    private(set) var accessToken: String? = nil
-//    private(set) var refreshToken: String? = nil
-//
-//    // Simple token persistence (fast). Use Keychain later if you want.
-//    private let accessTokenKey = "sb_access_token"
-//    private let refreshTokenKey = "sb_refresh_token"
-//
-//    init() {
-//        loadTokensFromStorage()
-//        Task { await restoreSession() }
-//    }
-//
-//    // MARK: - Public API
-//    
-//    private struct SignUpBody: Codable {
-//        let email: String
-//        let password: String
-//        let data: Meta
-//
-//        struct Meta: Codable {
-//            let name: String
-//        }
-//    }
-//    
-//    func signIn(email: String, password: String) async throws {
-//        try await runAuthCall {
-//            var comps = URLComponents(
-//                url: self.supabaseURL.appendingPathComponent("auth/v1/token"),
-//                resolvingAgainstBaseURL: false
-//            )!
-//            comps.queryItems = [URLQueryItem(name: "grant_type", value: "password")]
-//            let url = comps.url!
-//
-//            let body: [String: String] = ["email": email, "password": password]
-//
-//            let (data, _) = try await self.request(
-//                url: url,
-//                method: "POST",
-//                jsonBody: body,
-//                bearerToken: nil
-//            )
-//            let session = try JSONDecoder().decode(SupabaseSession.self, from: data)
-//            self.applySession(session)
-//            self.userEmail = email
-//            self.userID = session.user?.id
-//            self.userName = session.user?.user_metadata?.name
-//        }
-//    }
-//    
-//    enum AuthError: LocalizedError {
-//        case emailConfirmationRequired
-//
-//        var errorDescription: String? {
-//            switch self {
-//            case .emailConfirmationRequired:
-//                return "Sign up succeeded — please confirm your email, then log in."
-//            }
-//        }
-//    }
-//
-//    func signUp(name: String, email: String, password: String) async throws {
-//        try await runAuthCall {
-//            let url = self.supabaseURL.appendingPathComponent("auth/v1/signup")
-//            let body = SignUpBody(
-//                email: email,
-//                password: password,
-//                data: .init(name: name)
-//            )
-//
-//            let (data, _) = try await self.request(
-//              url: url,
-//              method: "POST",
-//              jsonBody: body,
-//              bearerToken: nil
-//            )
-//
-//            if let session = try? JSONDecoder().decode(SupabaseSession.self, from: data),
-//               !session.access_token.isEmpty {
-//                self.applySession(session)
-//                self.userEmail = email
-//                self.userID = session.user?.id
-//            } else {
-//                self.userEmail = email
-//                throw AuthError.emailConfirmationRequired
-//            }
-//        }
-//    }
-//
-//    func signOut() async {
-//        do {
-//            try await runAuthCall {
-//                guard let token = self.accessToken else {
-//                    self.clearSession()
-//                    return
-//                }
-//
-//                let url = self.supabaseURL.appendingPathComponent("auth/v1/logout")
-//
-//                _ = try await self.request(
-//                    url: url,
-//                    method: "POST",
-//                    jsonBody: nil as [String:String]?,
-//                    bearerToken: token
-//                )
-//
-//                self.clearSession()
-//            }
-//        } catch {
-//            // Even if server logout fails, clear local session
-//            self.clearSession()
-//        }
-//    }
-//
-//    /// Called on app launch: validate token and fetch /auth/v1/user
-//    func restoreSession() async {
-//        guard let token = accessToken else {
-//            isSignedIn = false
-//            return
-//        }
-//
-//        do {
-//            let url = supabaseURL.appendingPathComponent("auth/v1/user")
-//            let (data, _) = try await request(
-//                url: url,
-//                method: "GET",
-//                jsonBody: nil as [String:String]?,
-//                bearerToken: token
-//            )
-//            let user = try JSONDecoder().decode(SupabaseUser.self, from: data)
-//            self.userEmail = user.email
-//            self.isSignedIn = true
-//            self.userID = user.id
-//            self.userName = user.user_metadata?.name
-//        } catch {
-//            // token might be expired -> try refresh
-//            if let refreshed = try? await refreshSession() {
-//                self.userEmail = refreshed.user?.email
-//                self.isSignedIn = true
-//                self.userID = refreshed.user?.id
-//                self.userName = refreshed.user?.user_metadata?.name
-//            } else {
-//                clearSession()
-//            }
-//        }
-//    }
-//
-//    // MARK: - Refresh
-//
-//    private func refreshSession() async throws -> SupabaseSession {
-//        guard let rToken = refreshToken else { throw URLError(.userAuthenticationRequired) }
-//
-//        var comps = URLComponents(url: supabaseURL.appendingPathComponent("auth/v1/token"), resolvingAgainstBaseURL: false)!
-//        comps.queryItems = [URLQueryItem(name: "grant_type", value: "refresh_token")]
-//        let url = comps.url!
-//
-//        let body = ["refresh_token": rToken]
-//
-//        let (data, _) = try await request(
-//            url: url,
-//            method: "POST",
-//            jsonBody: body,
-//            bearerToken: nil
-//        )
-//
-//        let session = try JSONDecoder().decode(SupabaseSession.self, from: data)
-//        applySession(session)
-//        return session
-//    }
-//
-//    // MARK: - Helpers
-//
-//    private func runAuthCall<T>(_ work: () async throws -> T) async throws -> T {
-//        self.errorMessage = nil
-//        self.isLoading = true
-//        defer { self.isLoading = false }
-//
-//        do {
-//            return try await work()
-//        } catch {
-//            self.errorMessage = error.localizedDescription
-//            throw error
-//        }
-//    }
-//
-//    private func applySession(_ session: SupabaseSession) {
-//        self.accessToken = session.access_token
-//        self.refreshToken = session.refresh_token
-//        self.userID = session.user?.id
-//        self.userName = session.user?.user_metadata?.name
-//        saveTokensToStorage()
-//        self.isSignedIn = true
-//    }
-//
-//    private func clearSession() {
-//        self.accessToken = nil
-//        self.refreshToken = nil
-//        self.userEmail = nil
-//        self.userID = nil
-//        self.userName = nil
-//        self.isSignedIn = false
-//        deleteTokensFromStorage()
-//    }
-//
-//    private func request<T: Encodable>(
-//        url: URL,
-//        method: String,
-//        jsonBody: T?,
-//        bearerToken: String?,
-//        extraHeaders: [String: String] = [:]
-//    ) async throws -> (Data, HTTPURLResponse) {
-//
-//        var req = URLRequest(url: url)
-//        req.httpMethod = method
-//        req.setValue(anonKey, forHTTPHeaderField: "apikey")
-//        req.setValue("application/json", forHTTPHeaderField: "Content-Type")
-//
-//        if let bearerToken {
-//            req.setValue("Bearer \(bearerToken)", forHTTPHeaderField: "Authorization")
-//        }
-//
-//        for (key, value) in extraHeaders {
-//            req.setValue(value, forHTTPHeaderField: key)
-//        }
-//        
-//        if let jsonBody {
-//            req.httpBody = try JSONEncoder().encode(jsonBody)
-//        }
-//
-//        let (data, resp) = try await URLSession.shared.data(for: req)
-//        guard let http = resp as? HTTPURLResponse else { throw URLError(.badServerResponse) }
-//
-//        if !(200...299).contains(http.statusCode) {
-//
-//            // ✅ 1) Print raw body in Xcode console
-//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8 body>"
-//            print("❌ Supabase HTTP \(http.statusCode) \(url.absoluteString)")
-//            print("❌ Body: \(raw)")
-//
-//            // ✅ 2) Try PostgREST error first
-//            if let pg = try? JSONDecoder().decode(PostgrestError.self, from: data),
-//               let msg = pg.message, !msg.isEmpty {
-//                var full = msg
-//                if let details = pg.details, !details.isEmpty { full += "\nDetails: \(details)" }
-//                if let hint = pg.hint, !hint.isEmpty { full += "\nHint: \(hint)" }
-//
-//                throw NSError(domain: "Supabase", code: http.statusCode,
-//                              userInfo: [NSLocalizedDescriptionKey: full])
-//            }
-//
-//            // ✅ 3) Then try auth-style error
-//            if let sb = try? JSONDecoder().decode(SupabaseError.self, from: data) {
-//                let msg = sb.msg ?? sb.error_description ?? sb.error ?? ""
-//                if !msg.isEmpty {
-//                    throw NSError(domain: "Supabase", code: http.statusCode,
-//                                  userInfo: [NSLocalizedDescriptionKey: msg])
-//                }
-//            }
-//
-//            // ✅ 4) Last resort: show raw response
-//            throw NSError(domain: "Supabase", code: http.statusCode,
-//                          userInfo: [NSLocalizedDescriptionKey: "HTTP \(http.statusCode)\n\(raw)"])
-//        }
-//
-//        return (data, http)
-//    }
-//
-//    private func prettyError(_ error: Error) -> String {
-//        (error as NSError).localizedDescription
-//    }
-//
-//    private func saveTokensToStorage() {
-//        UserDefaults.standard.set(accessToken, forKey: accessTokenKey)
-//        UserDefaults.standard.set(refreshToken, forKey: refreshTokenKey)
-//    }
-//
-//    private func loadTokensFromStorage() {
-//        accessToken = UserDefaults.standard.string(forKey: accessTokenKey)
-//        refreshToken = UserDefaults.standard.string(forKey: refreshTokenKey)
-//    }
-//
-//    private func deleteTokensFromStorage() {
-//        UserDefaults.standard.removeObject(forKey: accessTokenKey)
-//        UserDefaults.standard.removeObject(forKey: refreshTokenKey)
-//    }
-//}
-//
-//// MARK: - Models (Supabase Auth JSON)
-//
-//struct SupabaseSession: Codable {
-//    let access_token: String
-//    let refresh_token: String
-//    let token_type: String?
-//    let expires_in: Int?
-//    let user: SupabaseUser?
-//}
-//
-//struct SupabaseUser: Codable {
-//    let id: String?
-//    let email: String?
-//    let user_metadata: UserMetadata?
-//}
-//
-//struct UserMetadata: Codable {
-//    let name: String?
-//}
-//
-//struct SupabaseError: Codable {
-//    let error: String?
-//    let error_description: String?
-//    let msg: String?
-//}
-//
-//
-//// MARK: - Kroger Items
-//
-//struct KrogerItem: Codable, Identifiable {
-//    let productId: Int
-//    let name: String
-//    let brand: String?
-//    let price: String?        // "1.49;1.49;2.49" — index-aligned with store_ids
-//    let classifier: String?
-//    let categories: String?
-//    let image_url: String?
-//    let size: String?
-//    let search_keyword: String?
-//    let store_ids: String?
-//
-//    var id: Int { productId }
-//
-//    var priceList: [Double] {
-//        guard let price else { return [] }
-//        return price.split(separator: ";")
-//            .compactMap { Double($0.trimmingCharacters(in: .whitespaces)) }
-//    }
-//
-//    var storeIdList: [String] {
-//        guard let store_ids else { return [] }
-//        return store_ids.split(separator: ";")
-//            .map { $0.trimmingCharacters(in: .whitespaces) }
-//    }
-//
-//    var minPrice: Double? {
-//        priceList.filter { $0 > 0 }.min()
-//    }
-//
-//    func price(forStoreId storeId: String) -> Double? {
-//        guard let index = storeIdList.firstIndex(of: storeId),
-//              index < priceList.count else { return nil }
-//        return priceList[index]
-//    }
-//
-//    func displayPrice(forStoreId storeId: String? = nil) -> String {
-//        let p: Double?
-//        if let storeId {
-//            p = price(forStoreId: storeId) ?? minPrice
-//        } else {
-//            p = minPrice
-//        }
-//        guard let p else { return "Price N/A" }
-//        return String(format: "$%.2f", p)
-//    }
-//
-//    var imageURL: URL? {
-//        guard let img = image_url, !img.isEmpty else { return nil }
-//        return URL(string: img)
-//    }
-//}
-//
-//extension AuthManager {
-//    func fetchKrogerItems(
-//        search: String? = nil,
-//        classifier: String? = nil,
-//        limit: Int = 50,
-//        offset: Int = 0
-//    ) async throws -> [KrogerItem] {
-//        let base = supabaseURL
-//            .appendingPathComponent("rest/v1")
-//            .appendingPathComponent("kroger_ingredients2")
-//
-//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
-//        var q: [URLQueryItem] = [
-//            URLQueryItem(
-//                name: "select",
-//                value: "productId,name,brand,price,classifier,categories,image_url,size,search_keyword,store_ids"
-//            ),
-//            URLQueryItem(name: "limit",  value: "\(limit)"),
-//            URLQueryItem(name: "offset", value: "\(offset)"),
-//            URLQueryItem(name: "order",  value: "productId.asc"),
-//        ]
-//
-//        if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines), !s.isEmpty {
-//            q.append(URLQueryItem(
-//                name: "or",
-//                value: "(name.ilike.*\(s)*,search_keyword.ilike.*\(s)*)"
-//            ))
-//        }
-//
-//        if let cls = classifier, !cls.isEmpty {
-//            q.append(URLQueryItem(name: "classifier", value: "eq.\(cls)"))
-//        }
-//
-//        comps.queryItems = q
-//        guard let url = comps.url else { throw URLError(.badURL) }
-//
-//        let (data, _) = try await request(
-//            url: url,
-//            method: "GET",
-//            jsonBody: Optional<String>.none,
-//            bearerToken: accessToken
-//        )
-//
-//        do {
-//            return try JSONDecoder().decode([KrogerItem].self, from: data)
-//        } catch {
-//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
-//            print("❌ KrogerItem decode error: \(error)")
-//            print("❌ Raw JSON: \(raw.prefix(500))")
-//            throw error
-//        }
-//    }
-//}
-//
-////Onboard survey fetch/save
-//struct UserPreferencesRow: Codable {
-//    let user_id: String
-//    let diet_preferences: [String]
-//    let allergies: [String]
-//}
-//
-//struct UserPreferencesUpsertBody: Codable {
-//    let user_id: String
-//    let diet_preferences: [String]
-//    let allergies: [String]
-//}
-//
-//extension AuthManager {
-//    func fetchUserPreferences() async throws -> UserPreferences? {
-//        guard let token = accessToken, let uid = userID else {
-//            throw URLError(.userAuthenticationRequired)
-//        }
-//
-//        let base = supabaseURL
-//            .appendingPathComponent("rest/v1")
-//            .appendingPathComponent("user_preferences")
-//
-//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
-//        comps.queryItems = [
-//            URLQueryItem(name: "select", value: "user_id,diet_preferences,allergies"),
-//            URLQueryItem(name: "user_id", value: "eq.\(uid)"),
-//            URLQueryItem(name: "limit", value: "1")
-//        ]
-//
-//        guard let url = comps.url else { throw URLError(.badURL) }
-//
-//        let (data, _) = try await request(
-//            url: url,
-//            method: "GET",
-//            jsonBody: Optional<String>.none,
-//            bearerToken: token
-//        )
-//
-//        let rows = try JSONDecoder().decode([UserPreferencesRow].self, from: data)
-//        guard let row = rows.first else { return nil }
-//
-//        return UserPreferences(
-//            dietPreferences: row.diet_preferences,
-//            allergies: row.allergies
-//        )
-//    }
-//
-//    func saveUserPreferences(_ preferences: UserPreferences) async throws {
-//        guard let token = accessToken, let uid = userID else {
-//            throw URLError(.userAuthenticationRequired)
-//        }
-//
-//        let base = supabaseURL
-//            .appendingPathComponent("rest/v1")
-//            .appendingPathComponent("user_preferences")
-//
-//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
-//        comps.queryItems = [
-//            URLQueryItem(name: "on_conflict", value: "user_id")
-//        ]
-//
-//        guard let url = comps.url else { throw URLError(.badURL) }
-//
-//        let body = UserPreferencesUpsertBody(
-//            user_id: uid,
-//            diet_preferences: preferences.dietPreferences,
-//            allergies: preferences.allergies
-//        )
-//
-//        _ = try await request(
-//            url: url,
-//            method: "POST",
-//            jsonBody: body,
-//            bearerToken: token,
-//            extraHeaders: [
-//                "Prefer": "resolution=merge-duplicates,return=representation"
-//            ]
-//        )
-//    }
-//}
-//
-//// --- Recpie Fetcher --- //
-//
-//extension AuthManager {
-//    func fetchRecipes(search: String? = nil, limit: Int = 50, offset: Int = 0) async throws -> [RecipeRow] {
-//        let base = supabaseURL
-//            .appendingPathComponent("rest/v1/Recipes_Kaggle")
-//
-//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
-//        var queryItems: [URLQueryItem] = [
-//            URLQueryItem(
-//                name: "select",
-//                value: "id,Title,Ingredients,Instructions,Image_Name,Cleaned_Ingredients,image_url"
-//            ),
-//            URLQueryItem(name: "limit", value: "\(limit)"),
-//            URLQueryItem(name: "offset", value: "\(offset)"),
-//            URLQueryItem(name: "order", value: "id.asc")
-//        ]
-//
-//        if let s = search?.trimmingCharacters(in: .whitespacesAndNewlines), !s.isEmpty {
-//            queryItems.append(URLQueryItem(name: "Title", value: "ilike.*\(s)*"))
-//        }
-//
-//        comps.queryItems = queryItems
-//
-//        let (data, _) = try await request(
-//            url: comps.url!,
-//            method: "GET",
-//            jsonBody: Optional<String>.none,
-//            bearerToken: accessToken
-//        )
-//
-//        return try JSONDecoder().decode([RecipeRow].self, from: data)
-//    }
-//}
-//
-//
-//// MARK: - Recipe Matches
-//
-//struct RecipeMatch: Codable, Identifiable {
-//    let id: Int
-//    let recipe_id: Int
-//    let raw_ingredient: String
-//    let matched_name: String?
-//    let matched_product_id: String?
-//    let matched_image: String?
-//    let matched_size: String?
-//    let min_price: Double?
-//    let price_raw: String?
-//    let store_ids: String?
-//    let score: Double?
-//    let confidence: String?
-//    let match_rank: Int?
-//
-//    var displayPrice: String {
-//        guard let p = min_price else { return "Price N/A" }
-//        return String(format: "$%.2f", p)
-//    }
-//
-//    var imageURL: URL? {
-//        guard let img = matched_image, !img.isEmpty else { return nil }
-//        return URL(string: img)
-//    }
-//}
-//
-//extension AuthManager {
-//    func fetchRecipeMatches(recipeId: Int) async throws -> [RecipeMatch] {
-//        let base = supabaseURL
-//            .appendingPathComponent("rest/v1")
-//            .appendingPathComponent("recipe_matches")
-//
-//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
-//        comps.queryItems = [
-//            URLQueryItem(name: "select", value: "id,recipe_id,raw_ingredient,matched_name,matched_product_id,matched_image,matched_size,min_price,price_raw,store_ids,score,confidence,match_rank"),
-//            URLQueryItem(name: "recipe_id",   value: "eq.\(recipeId)"),
-//            URLQueryItem(name: "match_rank",  value: "not.is.null"),
-//            URLQueryItem(name: "order",       value: "raw_ingredient.asc,match_rank.asc"),
-//        ]
-//
-//        guard let url = comps.url else { throw URLError(.badURL) }
-//
-//        let (data, _) = try await request(
-//            url: url, method: "GET",
-//            jsonBody: Optional<String>.none,
-//            bearerToken: accessToken
-//        )
-//
-//        do {
-//            return try JSONDecoder().decode([RecipeMatch].self, from: data)
-//        } catch {
-//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
-//            print("❌ RecipeMatch decode error: \(error)")
-//            print("❌ Raw: \(raw.prefix(300))")
-//            throw error
-//        }
-//    }
-//}
-//
-//// MARK: - Kroger Store Locations
-//
-//struct KrogerStore: Codable, Identifiable {
-//    let locationId: Int
-//    let name: String?
-//    let chain: String?
-//    let address_line1: String?
-//    let address_city: String?
-//    let address_state: String?
-//    let address_zipCode: Int?
-//    let geo_latitude: Double?
-//    let geo_longitude: Double?
-//
-//    var id: Int { locationId }
-//
-//    var displayName: String { name ?? "Kroger Store" }
-//
-//    var displayAddress: String {
-//        [address_line1, address_city, address_state]
-//            .compactMap { $0 }.filter { !$0.isEmpty }
-//            .joined(separator: ", ")
-//    }
-//
-//    var coordinate: CLLocationCoordinate2D? {
-//        guard let lat = geo_latitude, let lng = geo_longitude else { return nil }
-//        return CLLocationCoordinate2D(latitude: lat, longitude: lng)
-//    }
-//
-//    func distanceMiles(from coord: CLLocationCoordinate2D) -> Double? {
-//        guard let c = coordinate else { return nil }
-//        let loc1 = CLLocation(latitude: c.latitude, longitude: c.longitude)
-//        let loc2 = CLLocation(latitude: coord.latitude, longitude: coord.longitude)
-//        return loc1.distance(from: loc2) / 1609.34
-//    }
-//}
-//
-//extension AuthManager {
-//    func fetchNearbyKrogerStores(
-//        near coordinate: CLLocationCoordinate2D,
-//        radiusDegrees: Double = 0.2
-//    ) async throws -> [KrogerStore] {
-//        let base = supabaseURL
-//            .appendingPathComponent("rest/v1")
-//            .appendingPathComponent("kroger_locations")
-//
-//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
-//        comps.queryItems = [
-//            URLQueryItem(name: "select", value: "locationId,name,chain,address_line1,address_city,address_state,address_zipCode,geo_latitude,geo_longitude"),
-//            URLQueryItem(name: "geo_latitude",  value: "gte.\(coordinate.latitude  - radiusDegrees)"),
-//            URLQueryItem(name: "geo_latitude",  value: "lte.\(coordinate.latitude  + radiusDegrees)"),
-//            URLQueryItem(name: "geo_longitude", value: "gte.\(coordinate.longitude - radiusDegrees)"),
-//            URLQueryItem(name: "geo_longitude", value: "lte.\(coordinate.longitude + radiusDegrees)"),
-//            URLQueryItem(name: "limit", value: "50"),
-//        ]
-//
-//        guard let url = comps.url else { throw URLError(.badURL) }
-//
-//        let (data, _) = try await request(
-//            url: url, method: "GET",
-//            jsonBody: Optional<String>.none,
-//            bearerToken: accessToken
-//        )
-//
-//        let stores = try JSONDecoder().decode([KrogerStore].self, from: data)
-//        return stores
-//            .filter { $0.coordinate != nil }
-//            .sorted { (a: KrogerStore, b: KrogerStore) -> Bool in
-//                (a.distanceMiles(from: coordinate) ?? 999) <
-//                (b.distanceMiles(from: coordinate) ?? 999)
-//            }
-//    }
-//}
-//
-//// MARK: - Scraped Ingredients (multi-store price comparison)
-//
-//struct ScrapedIngredient: Codable, Identifiable {
-//    let id: String
-//    let taxonomy: String
-//    let store: String
-//    let name: String
-//    let price: Double?
-//    let price_raw: String?
-//    let price_unit: String?
-//    let quantity: String?
-//    let image_url: String?
-//    let description: String?
-//    let out_of_stock: Bool?
-//
-//    var displayPrice: String {
-//        guard let p = price else { return "Price N/A" }
-//        return String(format: "$%.2f", p)
-//    }
-//
-//    var imageURL: URL? {
-//        guard let img = image_url, !img.isEmpty else { return nil }
-//        return URL(string: img)
-//    }
-//
-//    var isAvailable: Bool { !(out_of_stock ?? false) }
-//}
-//
-//extension AuthManager {
-//
-//    /// All store prices for a single taxonomy term, sorted cheapest first.
-//    /// e.g. taxonomy = "Butter" → Walmart $2.97, Food4Less $3.29, Ralphs $3.49 ...
-//    func fetchPricesForIngredient(taxonomy: String) async throws -> [ScrapedIngredient] {
-//        let base = supabaseURL
-//            .appendingPathComponent("rest/v1")
-//            .appendingPathComponent("scraped_ingredients")
-//
-//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
-//        comps.queryItems = [
-//            URLQueryItem(name: "select",   value: "id,taxonomy,store,name,price,price_raw,price_unit,quantity,image_url,out_of_stock"),
-//            URLQueryItem(name: "taxonomy", value: "eq.\(taxonomy)"),
-//            URLQueryItem(name: "order",    value: "price.asc.nullslast"),
-//            URLQueryItem(name: "limit",    value: "50"),
-//        ]
-//
-//        guard let url = comps.url else { throw URLError(.badURL) }
-//
-//        let (data, _) = try await request(
-//            url: url, method: "GET",
-//            jsonBody: Optional<String>.none,
-//            bearerToken: accessToken
-//        )
-//        return try JSONDecoder().decode([ScrapedIngredient].self, from: data)
-//    }
-//
-//    /// Search scraped ingredients by name or taxonomy across all stores.
-//    /// Pass store: to filter to a single store.
-//    func searchScrapedIngredients(
-//        query: String,
-//        store: String? = nil,
-//        limit: Int = 50,
-//        offset: Int = 0
-//    ) async throws -> [ScrapedIngredient] {
-//        let base = supabaseURL
-//            .appendingPathComponent("rest/v1")
-//            .appendingPathComponent("scraped_ingredients")
-//
-//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
-//        var q: [URLQueryItem] = [
-//            URLQueryItem(name: "select", value: "id,taxonomy,store,name,price,price_raw,price_unit,quantity,image_url,out_of_stock"),
-//            URLQueryItem(name: "order",  value: "price.asc.nullslast"),
-//            URLQueryItem(name: "limit",  value: "\(limit)"),
-//            URLQueryItem(name: "offset", value: "\(offset)"),
-//        ]
-//
-//        let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
-//        if !trimmed.isEmpty {
-//            q.append(URLQueryItem(name: "or",
-//                value: "(name.ilike.*\(trimmed)*,taxonomy.ilike.*\(trimmed)*)"))
-//        }
-//
-//        if let store {
-//            q.append(URLQueryItem(name: "store", value: "eq.\(store)"))
-//        }
-//
-//        comps.queryItems = q
-//        guard let url = comps.url else { throw URLError(.badURL) }
-//
-//        let (data, _) = try await request(
-//            url: url, method: "GET",
-//            jsonBody: Optional<String>.none,
-//            bearerToken: accessToken
-//        )
-//
-//        do {
-//            return try JSONDecoder().decode([ScrapedIngredient].self, from: data)
-//        } catch {
-//            let raw = String(data: data, encoding: .utf8) ?? "<non-utf8>"
-//            print("❌ ScrapedIngredient decode error: \(error)")
-//            print("❌ Raw: \(raw.prefix(300))")
-//            throw error
-//        }
-//    }
-//}
-//
-//// MARK: - Account Management
-//
-//extension AuthManager {
-//
-//    /// Change the current user's password.
-//    func changePassword(to newPassword: String) async throws {
-//        guard let token = accessToken else {
-//            throw URLError(.userAuthenticationRequired)
-//        }
-//        let url = supabaseURL.appendingPathComponent("auth/v1/user")
-//        let (data, _) = try await request(
-//            url: url,
-//            method: "PUT",
-//            jsonBody: ["password": newPassword],
-//            bearerToken: token
-//        )
-//        if let session = try? JSONDecoder().decode(SupabaseSession.self, from: data) {
-//            applySession(session)
-//        }
-//    }
-//
-//    /// Permanently delete the current user's account.
-//    /// Uses the admin endpoint which requires the service role key.
-//    func deleteAccount() async throws {
-//        guard let uid = userID else {
-//            throw URLError(.userAuthenticationRequired)
-//        }
-//
-//        // Step 1: delete user data from public tables
-//        if let token = accessToken {
-//            try? await deleteUserData(uid: uid, token: token)
-//        }
-//
-//        // Step 2: delete the auth account via admin endpoint
-//        // /auth/v1/admin/users/{uid} requires service role key
-//        let url = supabaseURL
-//            .appendingPathComponent("auth/v1/admin/users")
-//            .appendingPathComponent(uid)
-//
-//        var req = URLRequest(url: url)
-//        req.httpMethod = "DELETE"
-//        req.setValue(serviceRoleKey, forHTTPHeaderField: "apikey")
-//        req.setValue("Bearer \(serviceRoleKey)", forHTTPHeaderField: "Authorization")
-//        req.setValue("application/json", forHTTPHeaderField: "Content-Type")
-//
-//        let (data, resp) = try await URLSession.shared.data(for: req)
-//        guard let http = resp as? HTTPURLResponse else { throw URLError(.badServerResponse) }
-//
-//        if !(200...299).contains(http.statusCode) {
-//            let raw = String(data: data, encoding: .utf8) ?? ""
-//            throw NSError(domain: "Supabase", code: http.statusCode,
-//                          userInfo: [NSLocalizedDescriptionKey: "Delete failed: \(raw)"])
-//        }
-//
-//        clearSession()
-//    }
-//
-//    private func deleteUserData(uid: String, token: String) async throws {
-//        let base = supabaseURL
-//            .appendingPathComponent("rest/v1/user_preferences")
-//        var comps = URLComponents(url: base, resolvingAgainstBaseURL: false)!
-//        comps.queryItems = [URLQueryItem(name: "user_id", value: "eq.\(uid)")]
-//        guard let url = comps.url else { return }
-//        _ = try await request(
-//            url: url,
-//            method: "DELETE",
-//            jsonBody: nil as [String: String]?,
-//            bearerToken: token
-//        )
-//    }
-//}
-
 import Foundation
 import CoreLocation
 import SwiftUI
@@ -1137,12 +258,12 @@ final class AuthManager: ObservableObject {
  
         if !(200...299).contains(http.statusCode) {
  
-            // ✅ 1) Print raw body in Xcode console
+            // 1) Print raw body in Xcode console Debugging
             let raw = String(data: data, encoding: .utf8) ?? "<non-utf8 body>"
             print("❌ Supabase HTTP \(http.statusCode) \(url.absoluteString)")
             print("❌ Body: \(raw)")
  
-            // ✅ 2) Try PostgREST error first
+            // 2) Try PostgREST error first
             if let pg = try? JSONDecoder().decode(PostgrestError.self, from: data),
                let msg = pg.message, !msg.isEmpty {
                 var full = msg
@@ -1153,7 +274,7 @@ final class AuthManager: ObservableObject {
                               userInfo: [NSLocalizedDescriptionKey: full])
             }
  
-            // ✅ 3) Then try auth-style error
+            // 3) Then try auth-style error
             if let sb = try? JSONDecoder().decode(SupabaseError.self, from: data) {
                 let msg = sb.msg ?? sb.error_description ?? sb.error ?? ""
                 if !msg.isEmpty {
@@ -1162,7 +283,7 @@ final class AuthManager: ObservableObject {
                 }
             }
  
-            // ✅ 4) Last resort: show raw response
+            // 4) Last resort: show raw response
             throw NSError(domain: "Supabase", code: http.statusCode,
                           userInfo: [NSLocalizedDescriptionKey: "HTTP \(http.statusCode)\n\(raw)"])
         }
@@ -1705,38 +826,44 @@ extension AuthManager {
     }
  
     /// Permanently delete the current user's account.
-    /// Uses the admin endpoint which requires the service role key.
+    /// Calls the delete_current_user() Postgres RPC (SECURITY DEFINER) which
+    /// deletes the caller from auth.users without needing a service role key.
+    ///
+    /// One-time SQL setup in Supabase SQL Editor:
+    ///
+    ///   CREATE OR REPLACE FUNCTION public.delete_current_user()
+    ///   RETURNS void LANGUAGE plpgsql SECURITY DEFINER SET search_path = ''
+    ///   AS $$ BEGIN DELETE FROM auth.users WHERE id = auth.uid(); END; $$;
+    ///
     func deleteAccount() async throws {
-        guard let uid = userID else {
+        guard let uid = userID,
+              let token = accessToken else {
             throw URLError(.userAuthenticationRequired)
         }
- 
-        // Step 1: delete user data from public tables
-        if let token = accessToken {
-            try? await deleteUserData(uid: uid, token: token)
-        }
- 
-        // Step 2: delete the auth account via admin endpoint
-        // /auth/v1/admin/users/{uid} requires service role key
-        let url = supabaseURL
-            .appendingPathComponent("auth/v1/admin/users")
-            .appendingPathComponent(uid)
- 
+
+        // Step 1: delete user data from public tables (user_preferences etc.)
+        try? await deleteUserData(uid: uid, token: token)
+
+        // Step 2: call the SECURITY DEFINER RPC to delete the auth.users row.
+        // The function runs as postgres (bypasses RLS) so no service role key needed.
+        let url = supabaseURL.appendingPathComponent("rest/v1/rpc/delete_current_user")
+
         var req = URLRequest(url: url)
-        req.httpMethod = "DELETE"
-//        req.setValue(serviceRoleKey, forHTTPHeaderField: "apikey")
-//        req.setValue("Bearer \(serviceRoleKey)", forHTTPHeaderField: "Authorization")
+        req.httpMethod = "POST"
+        req.setValue(anonKey, forHTTPHeaderField: "apikey")
+        req.setValue("Bearer \(token)", forHTTPHeaderField: "Authorization")
         req.setValue("application/json", forHTTPHeaderField: "Content-Type")
- 
+        req.httpBody = Data("{}".utf8) // RPC requires a JSON body even when there are no params
+
         let (data, resp) = try await URLSession.shared.data(for: req)
         guard let http = resp as? HTTPURLResponse else { throw URLError(.badServerResponse) }
- 
+
         if !(200...299).contains(http.statusCode) {
-            let raw = String(data: data, encoding: .utf8) ?? ""
+            let raw = String(data: data, encoding: .utf8) ?? "(empty response)"
             throw NSError(domain: "Supabase", code: http.statusCode,
-                          userInfo: [NSLocalizedDescriptionKey: "Delete failed: \(raw)"])
+                          userInfo: [NSLocalizedDescriptionKey: "Delete failed (HTTP \(http.statusCode)): \(raw)"])
         }
- 
+
         clearSession()
     }
  
diff --git a/SWFrontUI/ShopwiseFrontEndUI/MapView.swift b/SWFrontUI/ShopwiseFrontEndUI/MapView.swift
index deb9440..7e5e6ea 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/MapView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/MapView.swift
@@ -1,335 +1,3 @@
-//import SwiftUI
-//import UIKit
-//import MapKit
-//import CoreLocation
-//
-//// MARK: - Store model
-//
-//struct StoreAnnotation: Identifiable {
-//    let id: String
-//    let name: String
-//    let chain: String
-//    let address: String
-//    let coordinate: CLLocationCoordinate2D
-//    let locationId: String?
-//
-//    var markerTint: Color {
-//        chain == "Walmart" ? .blue : .orange
-//    }
-//    var icon: String {
-//        chain == "Walmart" ? "cart.fill" : "storefront.fill"
-//    }
-//}
-//
-//// MARK: - Hardcoded stores near UCR (Kroger-family + Walmart)
-//// Kroger stores are hardcoded since kroger_locations table needs to be populated first.
-//// Ralphs and Food 4 Less are both Kroger-owned brands in SoCal.
-//
-//private let krogerStoresNearUCR: [StoreAnnotation] = [
-//    StoreAnnotation(id: "ralphs_university", name: "Ralphs", chain: "Ralphs",
-//                    address: "1520 University Ave, Riverside, CA 92507",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9738, longitude: -117.3456), locationId: nil),
-//    StoreAnnotation(id: "food4less_university", name: "Food 4 Less", chain: "Food 4 Less",
-//                    address: "1275 University Ave, Riverside, CA 92507",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9718, longitude: -117.3462), locationId: nil),
-//    StoreAnnotation(id: "ralphs_magnolia", name: "Ralphs", chain: "Ralphs",
-//                    address: "6225 Magnolia Ave, Riverside, CA 92506",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9524, longitude: -117.3698), locationId: nil),
-//    StoreAnnotation(id: "ralphs_arlington", name: "Ralphs", chain: "Ralphs",
-//                    address: "5905 Arlington Ave, Riverside, CA 92504",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9989, longitude: -117.3929), locationId: nil),
-//    StoreAnnotation(id: "food4less_merrill", name: "Food 4 Less", chain: "Food 4 Less",
-//                    address: "3750 Merrill Ave, Riverside, CA 92506",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9292, longitude: -117.3812), locationId: nil),
-//    StoreAnnotation(id: "ralphs_central", name: "Ralphs", chain: "Ralphs",
-//                    address: "3650 Central Ave, Riverside, CA 92506",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9453, longitude: -117.3957), locationId: nil),
-//    StoreAnnotation(id: "ralphs_magnolia2", name: "Ralphs", chain: "Ralphs",
-//                    address: "12061 Magnolia Ave, Riverside, CA 92503",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9993, longitude: -117.4229), locationId: nil),
-//]
-//
-//private let walmartStoresNearUCR: [StoreAnnotation] = [
-//    StoreAnnotation(id: "walmart_1", name: "Walmart Supercenter", chain: "Walmart",
-//                    address: "12721 Moreno Beach Dr, Moreno Valley, CA 92555",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9384322, longitude: -117.2861652), locationId: nil),
-//    StoreAnnotation(id: "walmart_2", name: "Walmart Supercenter", chain: "Walmart",
-//                    address: "5200 Van Buren Blvd, Riverside, CA 92503",
-//                    coordinate: CLLocationCoordinate2D(latitude: 34.0497547, longitude: -117.3065025), locationId: nil),
-//    StoreAnnotation(id: "walmart_3", name: "Walmart Supercenter", chain: "Walmart",
-//                    address: "8844 Limonite Ave, Jurupa Valley, CA 92509",
-//                    coordinate: CLLocationCoordinate2D(latitude: 34.0762367, longitude: -117.3733901), locationId: nil),
-//    StoreAnnotation(id: "walmart_4", name: "Walmart Supercenter", chain: "Walmart",
-//                    address: "1290 E Ontario Ave, Corona, CA 92881",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9371558, longitude: -117.4554553), locationId: nil),
-//    StoreAnnotation(id: "walmart_5", name: "Walmart Supercenter", chain: "Walmart",
-//                    address: "479 N McKinley St, Corona, CA 92879",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.9739612, longitude: -117.5904619), locationId: nil),
-//    StoreAnnotation(id: "walmart_6", name: "Walmart Supercenter", chain: "Walmart",
-//                    address: "1366 S Riverside Ave, Rialto, CA 92376",
-//                    coordinate: CLLocationCoordinate2D(latitude: 33.8061034, longitude: -117.2295603), locationId: nil),
-//    StoreAnnotation(id: "walmart_7", name: "Walmart Supercenter", chain: "Walmart",
-//                    address: "725 N Tippecanoe Ave, San Bernardino, CA 92410",
-//                    coordinate: CLLocationCoordinate2D(latitude: 34.1378079, longitude: -117.1946666), locationId: nil),
-//]
-//
-//// MARK: - MapView
-//
-//struct MapView: View {
-//    @EnvironmentObject private var auth: AuthManager
-//    @StateObject private var locationManager = LocationManager()
-//
-//    private let ucrCoordinate = CLLocationCoordinate2D(latitude: 33.9737, longitude: -117.3281)
-//
-//    @State private var position: MapCameraPosition = .region(
-//        MKCoordinateRegion(
-//            center: CLLocationCoordinate2D(latitude: 33.9737, longitude: -117.3281),
-//            span: MKCoordinateSpan(latitudeDelta: 0.15, longitudeDelta: 0.15)
-//        )
-//    )
-//
-//    @State private var krogerStores: [StoreAnnotation] = []
-//    @State private var isLoadingStores = false
-//    @State private var selectedStore: StoreAnnotation? = nil
-//    @State private var errorText: String? = nil
-//
-//    private var allStores: [StoreAnnotation] { krogerStoresNearUCR + walmartStoresNearUCR }
-//    private var centerCoordinate: CLLocationCoordinate2D { locationManager.userLocation ?? ucrCoordinate }
-//
-//    var body: some View {
-//        List {
-//            mapSection
-//            if let store = selectedStore { selectedStoreSection(store) }
-//            krogerSection
-//            walmartSection
-//            locationSection
-//        }
-//        .navigationTitle("ShopWise")
-//        .appToolbar()
-//        .task { }  // kroger stores are hardcoded — swap for live fetch once kroger_locations is populated
-//        .onAppear { locationManager.requestPermission() }
-//        .onChange(of: locationManager.userLocation?.latitude ?? 0) { _, lat in
-//            guard lat != 0 else { return }
-//            centerOnUser()
-//        }
-//    }
-//
-//    // MARK: - Sections (broken out to help type checker)
-//
-//    private var mapSection: some View {
-//        Section {
-//            CardContainer {
-//                Map(position: $position) {
-//                    UserAnnotation()
-//                    ForEach(allStores) { store in
-//                        Annotation(store.name, coordinate: store.coordinate) {
-//                            StorePin(store: store, isSelected: selectedStore?.id == store.id)
-//                                .onTapGesture {
-//                                    withAnimation { selectedStore = store }
-//                                    focusOn(store.coordinate)
-//                                }
-//                        }
-//                    }
-//                }
-//                .frame(height: 280)
-//                .clipShape(RoundedRectangle(cornerRadius: 14, style: .continuous))
-//                .overlay(alignment: .topTrailing) { locationButton }
-//            }
-//            .listRowInsets(EdgeInsets())
-//        }
-//    }
-//
-//    private var locationButton: some View {
-//        Button { centerOnUser() } label: {
-//            Image(systemName: "location.fill")
-//                .padding(10)
-//                .background(.regularMaterial)
-//                .clipShape(Circle())
-//        }
-//        .padding(10)
-//        .disabled(locationManager.userLocation == nil)
-//    }
-//
-//    private func selectedStoreSection(_ store: StoreAnnotation) -> some View {
-//        Section {
-//            CardContainer {
-//                VStack(alignment: .leading, spacing: 8) {
-//                    HStack(spacing: 10) {
-//                        Image(systemName: store.icon)
-//                            .font(.title2)
-//                            .foregroundStyle(store.markerTint)
-//                        VStack(alignment: .leading, spacing: 2) {
-//                            Text(store.name).font(.headline)
-//                            Text(store.chain).font(.subheadline).foregroundStyle(.secondary)
-//                        }
-//                        Spacer()
-//                        if let dist = distanceText(to: store) {
-//                            Text(dist)
-//                                .font(.caption.weight(.semibold))
-//                                .padding(.horizontal, 8).padding(.vertical, 4)
-//                                .background(Color(.systemGray6))
-//                                .clipShape(Capsule())
-//                        }
-//                    }
-//                    if !store.address.isEmpty {
-//                        Label(store.address, systemImage: "mappin")
-//                            .font(.caption).foregroundStyle(.secondary)
-//                    }
-//                    Button { openInMaps(store) } label: {
-//                        Label("Get Directions", systemImage: "arrow.triangle.turn.up.right.circle")
-//                            .frame(maxWidth: .infinity)
-//                    }
-//                    .buttonStyle(.borderedProminent)
-//                    .tint(store.markerTint)
-//                }
-//            }
-//        }
-//    }
-//
-//    private var krogerSection: some View {
-//        Section("Kroger Stores Nearby") {
-//            ForEach(krogerStoresNearUCR) { store in storeRow(store) }
-//        }
-//    }
-//
-//    private var walmartSection: some View {
-//        Section("Walmart Stores Nearby") {
-//            ForEach(walmartStoresNearUCR) { store in storeRow(store) }
-//        }
-//    }
-//
-//    private var locationSection: some View {
-//        Section("Location") {
-//            HStack {
-//                Text("Permission")
-//                Spacer()
-//                Text(locationStatusText).foregroundStyle(.secondary)
-//            }
-//        }
-//    }
-//
-//    // MARK: - Store row
-//
-//    private func storeRow(_ store: StoreAnnotation) -> some View {
-//        Button {
-//            withAnimation { selectedStore = store }
-//            focusOn(store.coordinate)
-//        } label: {
-//            HStack(spacing: 12) {
-//                Image(systemName: store.icon)
-//                    .foregroundStyle(store.markerTint)
-//                    .frame(width: 28)
-//                VStack(alignment: .leading, spacing: 2) {
-//                    Text(store.name).font(.subheadline.weight(.medium))
-//                    if !store.address.isEmpty {
-//                        Text(store.address).font(.caption).foregroundStyle(.secondary).lineLimit(1)
-//                    }
-//                }
-//                Spacer()
-//                if let dist = distanceText(to: store) {
-//                    Text(dist).font(.caption).foregroundStyle(.secondary)
-//                }
-//                Image(systemName: "chevron.right").font(.caption).foregroundStyle(.tertiary)
-//            }
-//        }
-//        .buttonStyle(.plain)
-//    }
-//
-//    // MARK: - Data loading
-//
-//    @MainActor
-//    private func loadKrogerStores() async {
-//        guard !isLoadingStores else { return }
-//        isLoadingStores = true
-//        errorText = nil
-//        do {
-//            let fetched = try await auth.fetchNearbyKrogerStores(
-//                near: centerCoordinate, radiusDegrees: 0.2
-//            )
-//            krogerStores = fetched.compactMap { store -> StoreAnnotation? in
-//                guard let coord = store.coordinate else { return nil }
-//                return StoreAnnotation(
-//                    id: "kroger_\(store.locationId)",
-//                    name: store.displayName,
-//                    chain: store.chain ?? "Kroger",
-//                    address: store.displayAddress,
-//                    coordinate: coord,
-//                    locationId: String(store.locationId)
-//                )
-//            }
-//        } catch {
-//            krogerStores = []
-//        }
-//        isLoadingStores = false
-//    }
-//
-//    // MARK: - Helpers
-//
-//    private func focusOn(_ coordinate: CLLocationCoordinate2D) {
-//        withAnimation {
-//            position = .region(MKCoordinateRegion(
-//                center: coordinate,
-//                span: MKCoordinateSpan(latitudeDelta: 0.02, longitudeDelta: 0.02)
-//            ))
-//        }
-//    }
-//
-//    private func centerOnUser() {
-//        guard let loc = locationManager.userLocation else { return }
-//        focusOn(loc)
-//    }
-//
-//    private func distanceText(to store: StoreAnnotation) -> String? {
-//        guard let userLoc = locationManager.userLocation else { return nil }
-//        let user = CLLocation(latitude: userLoc.latitude, longitude: userLoc.longitude)
-//        let dest = CLLocation(latitude: store.coordinate.latitude, longitude: store.coordinate.longitude)
-//        let miles = user.distance(from: dest) / 1609.34
-//        return String(format: "%.1f mi", miles)
-//    }
-//
-//    private func openInMaps(_ store: StoreAnnotation) {
-//        // Use Maps URL scheme — avoids MKPlacemark deprecation entirely
-//        let query = store.address.isEmpty
-//            ? "\(store.coordinate.latitude),\(store.coordinate.longitude)"
-//            : store.address
-//        let encoded = query.addingPercentEncoding(withAllowedCharacters: .urlQueryAllowed) ?? ""
-//        let urlStr = "maps://?daddr=\(encoded)&dirflg=d"
-//        if let url = URL(string: urlStr) {
-//            UIApplication.shared.open(url)
-//        }
-//    }
-//
-//    private var locationStatusText: String {
-//        switch locationManager.authorizationStatus {
-//        case .notDetermined: return "Not Requested"
-//        case .restricted:    return "Restricted"
-//        case .denied:        return "Denied"
-//        case .authorizedAlways, .authorizedWhenInUse: return "Allowed"
-//        @unknown default:    return "Unknown"
-//        }
-//    }
-//}
-//
-//// MARK: - Store pin
-//
-//struct StorePin: View {
-//    let store: StoreAnnotation
-//    let isSelected: Bool
-//
-//    var body: some View {
-//        ZStack {
-//            Circle()
-//                .fill(store.markerTint)
-//                .frame(width: isSelected ? 44 : 36, height: isSelected ? 44 : 36)
-//                .shadow(radius: isSelected ? 6 : 2)
-//            Image(systemName: store.icon)
-//                .font(.system(size: isSelected ? 18 : 14))
-//                .foregroundStyle(.white)
-//        }
-//        .animation(.spring(duration: 0.2), value: isSelected)
-//    }
-//}
-
 import SwiftUI
 import UIKit
 import MapKit
diff --git a/SWFrontUI/ShopwiseFrontEndUI/ProfileView.swift b/SWFrontUI/ShopwiseFrontEndUI/ProfileView.swift
index 9731175..5510e17 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/ProfileView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/ProfileView.swift
@@ -1,88 +1,3 @@
-//import SwiftUI
-//import UIKit
-//
-//struct ProfileView: View {
-//    @EnvironmentObject var auth: AuthManager
-//    @EnvironmentObject private var cartStore: CartStore
-//    @Environment(\.openURL) private var openURL
-//
-//    var body: some View {
-//        List {
-//            Section("Account") {
-//                HStack {
-//                    Image(systemName: "person.circle.fill")
-//                        .font(.system(size: 36))
-//                        .foregroundStyle(.blue)
-//
-//                    VStack(alignment: .leading) {
-//                        Text(greetingText)
-//                            .font(.headline)
-//
-//                        Text(auth.userEmail ?? "No email")
-//                            .font(.caption)
-//                            .foregroundStyle(.secondary)
-//                    }
-//                }
-//                .padding(.vertical, 6)
-//            }
-//
-//            Section("Preferences") {
-//                NavigationLink {
-//                    OnboardingSurveyView()
-//                } label: {
-//                    Label("Edit Diet & Allergies", systemImage: "slider.horizontal.3")
-//                }
-//            }
-//
-//            Section("Settings") {
-//                Button("Location Services") {
-//                    openAppSettings()
-//                }
-//            }
-//
-//            Section("App Info") {
-//                HStack {
-//                    Text("Version")
-//                    Spacer()
-//                    Text(appVersion)
-//                        .foregroundStyle(.secondary)
-//                }
-//            }
-//
-//            Section {
-//                Button(role: .destructive) {
-//                    Task { await auth.signOut() }
-//                } label: {
-//                    Text("Sign Out")
-//                }
-//            }
-//        }
-//        .navigationTitle("Account & Settings")
-//    }
-//
-//    private var appVersion: String {
-//        let version = Bundle.main.infoDictionary?["CFBundleShortVersionString"] as? String
-//        let build = Bundle.main.infoDictionary?["CFBundleVersion"] as? String
-//        if let version, let build {
-//            return "\(version) (\(build))"
-//        }
-//        return version ?? "1.0"
-//    }
-//
-//    private var greetingText: String {
-//        if let name = auth.userName, !name.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
-//            return name
-//        }
-//        return "Hello"
-//    }
-//
-//    private func openAppSettings() {
-//        if let url = URL(string: UIApplication.openSettingsURLString) {
-//            openURL(url)
-//        }
-//    }
-//}
-
 import SwiftUI
 import UIKit
 
diff --git a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
index 84752dd..7c9bf5e 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
@@ -1,464 +1,52 @@
-//import SwiftUI
-//
-//struct RecipeView: View {
-//    @EnvironmentObject private var auth: AuthManager
-//    @EnvironmentObject private var cartStore: CartStore
-//
-//    @State private var query = ""
-//    @State private var recipes: [RecipeRow] = []
-//    @State private var expandedID: Int? = nil
-//    @State private var isLoading = false
-//    @State private var errorText: String? = nil
-//    @State private var searchTask: Task<Void, Never>? = nil
-//
-//    @State private var pageSize = 20
-//    @State private var offset = 0
-//    @State private var hasMore = true
-//    @State private var isLoadingMore = false
-//    @State private var excludedIngredientsByRecipe: [Int: Set<String>] = [:]
-//    @State private var expandedInstructionIds: Set<Int> = []
-//
-//    // Kroger matches keyed by recipe_id
-//    @State private var matchesByRecipe: [Int: [RecipeMatch]] = [:]
-//    @State private var loadingMatchesFor: Set<Int> = []
-//
-//    private var filtered: [RecipeRow] {
-//        if query.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty { return recipes }
-//        return recipes.filter { $0.title.localizedCaseInsensitiveContains(query) }
-//    }
-//
-//    var body: some View {
-//        List { content }
-//            .listStyle(.plain)
-//            .navigationTitle("ShopWise")
-//            .searchable(text: $query, prompt: "Search recipes…")
-//            .appToolbar()
-//            .task { await loadRecipes(reset: true) }
-//            .onChange(of: query) { _, _ in
-//                searchTask?.cancel()
-//                searchTask = Task {
-//                    try? await Task.sleep(nanoseconds: 400_000_000)
-//                    if Task.isCancelled { return }
-//                    await loadRecipes(reset: true)
-//                }
-//            }
-//    }
-//
-//    @ViewBuilder
-//    private var content: some View {
-//        if isLoading {
-//            HStack { Spacer(); ProgressView("Loading…"); Spacer() }
-//                .listRowSeparator(.hidden)
-//        } else if let errorText {
-//            Text(errorText).foregroundStyle(.red)
-//        } else {
-//            ForEach(Array(filtered.enumerated()), id: \.element.id) { index, recipe in
-//                recipeSection(index: index, recipe: recipe)
-//            }
-//        }
-//    }
-//
-//    private func recipeSection(index: Int, recipe: RecipeRow) -> some View {
-//        Section {
-//            Button {
-//                withAnimation(.snappy) {
-//                    if expandedID == recipe.id {
-//                        expandedID = nil
-//                    } else {
-//                        expandedID = recipe.id
-//                        loadMatchesIfNeeded(for: recipe.id)
-//                    }
-//                }
-//            } label: {
-//                recipeCard(recipe)
-//            }
-//            .buttonStyle(.plain)
-//            .onAppear {
-//                if index == filtered.count - 1 {
-//                    Task { await loadRecipes(reset: false) }
-//                }
-//            }
-//
-//            if expandedID == recipe.id {
-//                recipeExpanded(recipe)
-//            }
-//        }
-//    }
-//
-//    private func recipeCard(_ recipe: RecipeRow) -> some View {
-//        CardContainer {
-//            HStack(spacing: 14) {
-//                if let urlString = recipe.imageURL, let url = URL(string: urlString) {
-//                    AsyncImage(url: url) { phase in
-//                        switch phase {
-//                        case .success(let image): image.resizable().scaledToFill()
-//                        case .failure: Image(systemName: "fork.knife")
-//                        default: ProgressView()
-//                        }
-//                    }
-//                    .frame(width: 67, height: 67)
-//                    .background(Color(.systemGray5))
-//                    .clipShape(RoundedRectangle(cornerRadius: 14))
-//                } else {
-//                    RoundedRectangle(cornerRadius: 14)
-//                        .fill(Color(.systemGray5))
-//                        .frame(width: 67, height: 67)
-//                        .overlay(Image(systemName: "fork.knife").foregroundStyle(.secondary))
-//                }
-//
-//                VStack(alignment: .leading, spacing: 6) {
-//                    Text(recipe.title).font(.headline).lineLimit(2)
-//                }
-//
-//                Spacer()
-//
-//                Image(systemName: expandedID == recipe.id ? "chevron.up" : "chevron.down")
-//                    .foregroundStyle(.secondary)
-//            }
-//        }
-//    }
-//
-//    private func recipeExpanded(_ recipe: RecipeRow) -> some View {
-//        CardContainer {
-//            VStack(alignment: .leading, spacing: 12) {
-//
-//                Text("Ingredients").font(.headline)
-//
-//                let matches = matchesByRecipe[recipe.id] ?? []
-//                let isLoadingMatches = loadingMatchesFor.contains(recipe.id)
-//
-//                if isLoadingMatches {
-//                    HStack {
-//                        Spacer()
-//                        VStack(spacing: 6) {
-//                            ProgressView()
-//                            Text("Finding Kroger products…")
-//                                .font(.caption)
-//                                .foregroundStyle(.secondary)
-//                        }
-//                        Spacer()
-//                    }
-//                    .padding(.vertical, 8)
-//
-//                } else if matches.isEmpty {
-//                    ForEach(recipe.ingredientList, id: \.self) { item in
-//                        ingredientRow(recipeId: recipe.id, item: item)
-//                    }
-//
-//                } else {
-//                    let grouped = groupedMatches(matches)
-//                    let ingredients = orderedIngredients(from: matches)
-//
-//                    ForEach(ingredients, id: \.self) { item in
-//                        IngredientMatchRow(
-//                            ingredient: item,
-//                            matches: grouped[item] ?? [],
-//                            isExcluded: excludedIngredientsByRecipe[recipe.id]?.contains(item) == true,
-//                            onToggle: { toggleIngredient(recipeId: recipe.id, item: item) },
-//                            onAdd: { match in
-//                                cartStore.add(
-//                                    recipeId: String(recipe.id),
-//                                    recipeTitle: recipe.title,
-//                                    name: match.matched_name ?? item,
-//                                    unit: match.matched_size ?? "",
-//                                    price: match.min_price ?? 0
-//                                )
-//                            }
-//                        )
-//                    }
-//                }
-//
-//                if let instructions = recipe.instructions,
-//                   !instructions.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
-//                    Divider().padding(.vertical, 2)
-//
-//                    Button {
-//                        withAnimation(.snappy) {
-//                            toggleInstructions(recipe.id)
-//                        }
-//                    } label: {
-//                        HStack {
-//                            Text("Instructions")
-//                                .font(.headline)
-//                            Spacer()
-//                            Image(systemName: expandedInstructionIds.contains(recipe.id) ? "chevron.up" : "chevron.down")
-//                                .foregroundStyle(.secondary)
-//                        }
-//                    }
-//                    .buttonStyle(.plain)
-//
-//                    if expandedInstructionIds.contains(recipe.id) {
-//                        if !recipe.instructionSteps.isEmpty {
-//                            ForEach(Array(recipe.instructionSteps.enumerated()), id: \.offset) { index, step in
-//                                Text("Step \(index + 1): \(step)")
-//                                    .font(.subheadline)
-//                                    .foregroundStyle(.secondary)
-//                            }
-//                        } else {
-//                            Text(instructions).font(.subheadline).foregroundStyle(.secondary)
-//                        }
-//                    }
-//                }
-//
-//                Button {
-//                    let excluded = excludedIngredientsByRecipe[recipe.id] ?? []
-//                    let matches = matchesByRecipe[recipe.id] ?? []
-//                    let grouped = groupedMatches(matches)
-//                    let ingredients = matches.isEmpty
-//                        ? recipe.ingredientList
-//                        : orderedIngredients(from: matches)
-//
-//                    for item in ingredients where !excluded.contains(item) {
-//                        if let top = grouped[item]?.first {
-//                            cartStore.add(
-//                                recipeId: String(recipe.id),
-//                                recipeTitle: recipe.title,
-//                                name: top.matched_name ?? item,
-//                                unit: top.matched_size ?? "",
-//                                price: top.min_price ?? 0
-//                            )
-//                        } else {
-//                            cartStore.add(
-//                                recipeId: String(recipe.id),
-//                                recipeTitle: recipe.title,
-//                                name: item, unit: "", price: 0
-//                            )
-//                        }
-//                    }
-//                } label: {
-//                    let excluded = excludedIngredientsByRecipe[recipe.id] ?? []
-//                    let selectedCount = max(0, recipe.ingredientList.count - excluded.count)
-//                    VStack(spacing: 4) {
-//                        Text("\(selectedCount) selected")
-//                            .font(.footnote)
-//                            .foregroundStyle(.secondary)
-//                        Label("Add Selected Ingredients", systemImage: "cart.badge.plus")
-//                    }
-//                    .frame(maxWidth: .infinity)
-//                }
-//                .buttonStyle(.borderedProminent)
-//            }
-//        }
-//    }
-//
-//    // MARK: - Helpers
-//
-//    private func groupedMatches(_ matches: [RecipeMatch]) -> [String: [RecipeMatch]] {
-//        var dict: [String: [RecipeMatch]] = [:]
-//        for match in matches {
-//            dict[match.raw_ingredient, default: []].append(match)
-//        }
-//        return dict
-//    }
-//
-//    private func orderedIngredients(from matches: [RecipeMatch]) -> [String] {
-//        var seen = Set<String>()
-//        var result: [String] = []
-//        for match in matches {
-//            if seen.insert(match.raw_ingredient).inserted {
-//                result.append(match.raw_ingredient)
-//            }
-//        }
-//        return result
-//    }
-//
-//    private func loadMatchesIfNeeded(for recipeId: Int) {
-//        guard matchesByRecipe[recipeId] == nil,
-//              !loadingMatchesFor.contains(recipeId) else { return }
-//        loadingMatchesFor.insert(recipeId)
-//        Task {
-//            do {
-//                let fetched = try await auth.fetchRecipeMatches(recipeId: recipeId)
-//                await MainActor.run {
-//                    matchesByRecipe[recipeId] = fetched
-//                    loadingMatchesFor.remove(recipeId)
-//                }
-//            } catch {
-//                await MainActor.run {
-//                    matchesByRecipe[recipeId] = []
-//                    loadingMatchesFor.remove(recipeId)
-//                }
-//            }
-//        }
-//    }
-//
-//    private func toggleIngredient(recipeId: Int, item: String) {
-//        var set = excludedIngredientsByRecipe[recipeId] ?? []
-//        if set.contains(item) { set.remove(item) } else { set.insert(item) }
-//        excludedIngredientsByRecipe[recipeId] = set
-//    }
-//
-//    private func toggleInstructions(_ recipeId: Int) {
-//        if expandedInstructionIds.contains(recipeId) {
-//            expandedInstructionIds.remove(recipeId)
-//        } else {
-//            expandedInstructionIds.insert(recipeId)
-//        }
-//    }
-//
-//    private func ingredientRow(recipeId: Int, item: String) -> some View {
-//        let isExcluded = excludedIngredientsByRecipe[recipeId]?.contains(item) == true
-//        return Button { toggleIngredient(recipeId: recipeId, item: item) } label: {
-//            HStack(spacing: 10) {
-//                Image(systemName: isExcluded ? "minus.circle" : "checkmark.circle.fill")
-//                    .foregroundStyle(isExcluded ? Color.secondary : Color.green)
-//                Text(item)
-//                    .foregroundStyle(isExcluded ? Color.secondary : Color.primary)
-//                    .strikethrough(isExcluded, color: .secondary)
-//            }
-//        }
-//        .buttonStyle(.plain)
-//    }
-//
-//    @MainActor
-//    private func loadRecipes(reset: Bool = true) async {
-//        if isLoadingMore { return }
-//        let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
-//
-//        if reset {
-//            offset = 0; recipes = []; hasMore = true; isLoading = true
-//        } else {
-//            if !hasMore { return }
-//            isLoadingMore = true
-//        }
-//        errorText = nil
-//
-//        do {
-//            let fetched = try await auth.fetchRecipes(
-//                search: trimmed.isEmpty ? nil : trimmed,
-//                limit: pageSize, offset: offset
-//            )
-//            if reset { recipes = fetched } else { recipes.append(contentsOf: fetched) }
-//            offset += fetched.count
-//            if fetched.count < pageSize { hasMore = false }
-//        } catch {
-//            errorText = (error as NSError).localizedDescription
-//        }
-//        isLoading = false
-//        isLoadingMore = false
-//    }
-//}
-//
-//// MARK: - Ingredient row with Kroger match
-//
-//struct IngredientMatchRow: View {
-//    let ingredient: String
-//    let matches: [RecipeMatch]
-//    let isExcluded: Bool
-//    let onToggle: () -> Void
-//    let onAdd: (RecipeMatch) -> Void
-//
-//    @State private var selectedRank = 0
-//
-//    var body: some View {
-//        VStack(alignment: .leading, spacing: 6) {
-//
-//            Button(action: onToggle) {
-//                HStack(spacing: 10) {
-//                    Image(systemName: isExcluded ? "minus.circle" : "checkmark.circle.fill")
-//                        .foregroundStyle(isExcluded ? Color.secondary : Color.green)
-//                    Text(ingredient)
-//                        .font(.subheadline)
-//                        .foregroundStyle(isExcluded ? Color.secondary : Color.primary)
-//                        .strikethrough(isExcluded, color: .secondary)
-//                    Spacer()
-//                }
-//            }
-//            .buttonStyle(.plain)
-//
-//            if !matches.isEmpty && !isExcluded {
-//                if matches.count > 1 {
-//                    Picker("", selection: $selectedRank) {
-//                        ForEach(matches.indices, id: \.self) { i in
-//                            Text(matches[i].displayPrice).tag(i)
-//                        }
-//                    }
-//                    .pickerStyle(.segmented)
-//                }
-//
-//                if selectedRank < matches.count {
-//                    let match = matches[selectedRank]
-//                    HStack(spacing: 10) {
-//                        AsyncImage(url: match.imageURL) { phase in
-//                            switch phase {
-//                            case .success(let img):
-//                                img.resizable().scaledToFill()
-//                                    .frame(width: 44, height: 44).clipped()
-//                            default:
-//                                Image(systemName: "photo")
-//                                    .frame(width: 44, height: 44)
-//                                    .foregroundStyle(.tertiary)
-//                            }
-//                        }
-//                        .background(Color(.systemGray6))
-//                        .clipShape(RoundedRectangle(cornerRadius: 8))
-//
-//                        VStack(alignment: .leading, spacing: 2) {
-//                            Text(match.matched_name ?? "")
-//                                .font(.caption.weight(.medium))
-//                                .lineLimit(2)
-//                            if let size = match.matched_size, !size.isEmpty {
-//                                Text(size).font(.caption2).foregroundStyle(.secondary)
-//                            }
-//                        }
-//
-//                        Spacer()
-//
-//                        VStack(alignment: .trailing, spacing: 4) {
-//                            Text(match.displayPrice)
-//                                .font(.caption.weight(.semibold))
-//                                .foregroundStyle(.blue)
-//
-//                            Button { onAdd(match) } label: {
-//                                Image(systemName: "cart.badge.plus")
-//                                    .font(.system(size: 14))
-//                                    .padding(6)
-//                                    .background(Color.blue.opacity(0.12))
-//                                    .foregroundStyle(.blue)
-//                                    .clipShape(Circle())
-//                            }
-//                            .buttonStyle(.plain)
-//                        }
-//                    }
-//                    .padding(8)
-//                    .background(Color(.systemGray6).opacity(0.6))
-//                    .clipShape(RoundedRectangle(cornerRadius: 10))
-//                }
-//            }
-//        }
-//        .padding(.vertical, 2)
-//    }
-//}
-
 import SwiftUI
-
+ 
+// MARK: - Store filter
+ 
+enum StoreFilter: String, CaseIterable {
+    case cheapest   = "Cheapest"
+    case walmart    = "Walmart"
+    case staterBros = "Stater Bros."
+ 
+    /// Returns nil when no store filter should be applied (cheapest across all stores).
+    var storeName: String? {
+        switch self {
+        case .cheapest:   return nil
+        case .walmart:    return "Walmart"
+        case .staterBros: return "Stater Bros."
+        }
+    }
+}
+ 
 struct RecipeView: View {
     @EnvironmentObject private var auth: AuthManager
     @EnvironmentObject private var cartStore: CartStore
-
+ 
     @State private var query = ""
     @State private var recipes: [RecipeRow] = []
     @State private var expandedID: Int? = nil
     @State private var isLoading = false
     @State private var errorText: String? = nil
     @State private var searchTask: Task<Void, Never>? = nil
-
+ 
     @State private var pageSize = 20
     @State private var offset = 0
     @State private var hasMore = true
     @State private var isLoadingMore = false
     @State private var excludedIngredientsByRecipe: [Int: Set<String>] = [:]
     @State private var expandedInstructionIds: Set<Int> = []
-
-    // Kroger matches keyed by recipe_id
+ 
+    // Store filter – persists across recipe expansions
+    @State private var storeFilter: StoreFilter = .cheapest
+ 
+    // Scraped matches keyed by recipe_id
     @State private var matchesByRecipe: [Int: [ScrapedRecipeMatch]] = [:]
     @State private var loadingMatchesFor: Set<Int> = []
-
+ 
     private var filtered: [RecipeRow] {
         if query.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty { return recipes }
         return recipes.filter { $0.title.localizedCaseInsensitiveContains(query) }
     }
-
+ 
     var body: some View {
         List { content }
             .listStyle(.plain)
@@ -475,7 +63,7 @@ struct RecipeView: View {
                 }
             }
     }
-
+ 
     @ViewBuilder
     private var content: some View {
         if isLoading {
@@ -489,7 +77,7 @@ struct RecipeView: View {
             }
         }
     }
-
+ 
     private func recipeSection(index: Int, recipe: RecipeRow) -> some View {
         Section {
             Button {
@@ -510,13 +98,13 @@ struct RecipeView: View {
                     Task { await loadRecipes(reset: false) }
                 }
             }
-
+ 
             if expandedID == recipe.id {
                 recipeExpanded(recipe)
             }
         }
     }
-
+ 
     private func recipeCard(_ recipe: RecipeRow) -> some View {
         CardContainer {
             HStack(spacing: 14) {
@@ -537,54 +125,85 @@ struct RecipeView: View {
                         .frame(width: 67, height: 67)
                         .overlay(Image(systemName: "fork.knife").foregroundStyle(.secondary))
                 }
-
+ 
                 VStack(alignment: .leading, spacing: 6) {
                     Text(recipe.title).font(.headline).lineLimit(2)
                 }
-
+ 
                 Spacer()
-
+ 
                 Image(systemName: expandedID == recipe.id ? "chevron.up" : "chevron.down")
                     .foregroundStyle(.secondary)
             }
         }
     }
-
+ 
     private func recipeExpanded(_ recipe: RecipeRow) -> some View {
         CardContainer {
             VStack(alignment: .leading, spacing: 12) {
-
-                Text("Ingredients").font(.headline)
-
-                let matches = matchesByRecipe[recipe.id] ?? []
+ 
+                HStack {
+                    Text("Ingredients").font(.headline)
+                    Spacer()
+                }
+ 
+                // Store picker – only shown once matches are loaded
+                let allMatches = matchesByRecipe[recipe.id] ?? []
+                if !allMatches.isEmpty {
+                    Picker("Store", selection: $storeFilter) {
+                        ForEach(StoreFilter.allCases, id: \.self) { filter in
+                            Text(filter.rawValue).tag(filter)
+                        }
+                    }
+                    .pickerStyle(.segmented)
+                }
+ 
                 let isLoadingMatches = loadingMatchesFor.contains(recipe.id)
-
+                // Apply store filter: for .cheapest keep all matches (already sorted cheapest first);
+                // for a specific store keep only that store's matches, falling back to cheapest
+                // across all stores if a given ingredient has no match at that store.
+                let matches: [ScrapedRecipeMatch] = {
+                    guard let storeName = storeFilter.storeName else { return allMatches }
+                    return allMatches.filter {
+                        $0.matched_store?.localizedCaseInsensitiveContains(storeName) == true
+                    }
+                }()
+ 
                 if isLoadingMatches {
                     HStack {
                         Spacer()
                         VStack(spacing: 6) {
                             ProgressView()
-                            Text("Finding Kroger products…")
+                            Text("Finding products…")
                                 .font(.caption)
                                 .foregroundStyle(.secondary)
                         }
                         Spacer()
                     }
                     .padding(.vertical, 8)
-
-                } else if matches.isEmpty {
+ 
+                } else if allMatches.isEmpty {
                     ForEach(recipe.ingredientList, id: \.self) { item in
                         ingredientRow(recipeId: recipe.id, item: item)
                     }
-
+ 
                 } else {
                     let grouped = groupedMatches(matches)
-                    let ingredients = orderedIngredients(from: matches)
-
+                    // Use all matches to keep the full ingredient list even if a store
+                    // doesn't carry every item; missing ones will fall back to cheapest.
+                    let ingredients = orderedIngredients(from: allMatches)
+ 
                     ForEach(ingredients, id: \.self) { item in
+                        // Per-ingredient fallback: if the chosen store has no match for
+                        // this ingredient, silently fall back to the cheapest available.
+                        let storeMatches = grouped[item] ?? []
+                        let fallbackMatches: [ScrapedRecipeMatch] = {
+                            if !storeMatches.isEmpty { return storeMatches }
+                            return groupedMatches(allMatches)[item] ?? []
+                        }()
                         IngredientMatchRow(
                             ingredient: item,
-                            matches: grouped[item] ?? [],
+                            matches: fallbackMatches,
                             isExcluded: excludedIngredientsByRecipe[recipe.id]?.contains(item) == true,
                             onToggle: { toggleIngredient(recipeId: recipe.id, item: item) },
                             onAdd: { match in
@@ -599,11 +218,11 @@ struct RecipeView: View {
                         )
                     }
                 }
-
+ 
                 if let instructions = recipe.instructions,
                    !instructions.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty {
                     Divider().padding(.vertical, 2)
-
+ 
                     Button {
                         withAnimation(.snappy) {
                             toggleInstructions(recipe.id)
@@ -618,7 +237,7 @@ struct RecipeView: View {
                         }
                     }
                     .buttonStyle(.plain)
-
+ 
                     if expandedInstructionIds.contains(recipe.id) {
                         if !recipe.instructionSteps.isEmpty {
                             ForEach(Array(recipe.instructionSteps.enumerated()), id: \.offset) { index, step in
@@ -631,17 +250,30 @@ struct RecipeView: View {
                         }
                     }
                 }
-
+ 
                 Button {
-                    let excluded = excludedIngredientsByRecipe[recipe.id] ?? []
-                    let matches = matchesByRecipe[recipe.id] ?? []
-                    let grouped = groupedMatches(matches)
-                    let ingredients = matches.isEmpty
+                    let excluded   = excludedIngredientsByRecipe[recipe.id] ?? []
+                    let allM       = matchesByRecipe[recipe.id] ?? []
+                    let allGrouped = groupedMatches(allM)
+                    // Apply store filter, with per-ingredient fallback to cheapest
+                    let filteredGrouped: [String: [ScrapedRecipeMatch]] = {
+                        guard let storeName = storeFilter.storeName else { return allGrouped }
+                        let storeOnly = allM.filter {
+                            $0.matched_store?.localizedCaseInsensitiveContains(storeName) == true
+                        }
+                        var d = groupedMatches(storeOnly)
+                        // Fill in any missing ingredients from the cheapest pool
+                        for (ingredient, cheapestMatches) in allGrouped where d[ingredient] == nil {
+                            d[ingredient] = cheapestMatches
+                        }
+                        return d
+                    }()
+                    let ingredients = allM.isEmpty
                         ? recipe.ingredientList
-                        : orderedIngredients(from: matches)
-
+                        : orderedIngredients(from: allM)
+ 
                     for item in ingredients where !excluded.contains(item) {
-                        if let top = grouped[item]?.first {
+                        if let top = filteredGrouped[item]?.first {
                             cartStore.add(
                                 recipeId: String(recipe.id),
                                 recipeTitle: recipe.title,
@@ -672,9 +304,9 @@ struct RecipeView: View {
             }
         }
     }
-
+ 
     // MARK: - Helpers
-
+ 
     private func groupedMatches(_ matches: [ScrapedRecipeMatch]) -> [String: [ScrapedRecipeMatch]] {
         var dict: [String: [ScrapedRecipeMatch]] = [:]
         for match in matches {
@@ -682,7 +314,7 @@ struct RecipeView: View {
         }
         return dict
     }
-
+ 
     private func orderedIngredients(from matches: [ScrapedRecipeMatch]) -> [String] {
         var seen = Set<String>()
         var result: [String] = []
@@ -693,7 +325,7 @@ struct RecipeView: View {
         }
         return result
     }
-
+ 
     private func loadMatchesIfNeeded(for recipeId: Int) {
         guard matchesByRecipe[recipeId] == nil,
               !loadingMatchesFor.contains(recipeId) else { return }
@@ -713,13 +345,13 @@ struct RecipeView: View {
             }
         }
     }
-
+ 
     private func toggleIngredient(recipeId: Int, item: String) {
         var set = excludedIngredientsByRecipe[recipeId] ?? []
         if set.contains(item) { set.remove(item) } else { set.insert(item) }
         excludedIngredientsByRecipe[recipeId] = set
     }
-
+ 
     private func toggleInstructions(_ recipeId: Int) {
         if expandedInstructionIds.contains(recipeId) {
             expandedInstructionIds.remove(recipeId)
@@ -727,7 +359,7 @@ struct RecipeView: View {
             expandedInstructionIds.insert(recipeId)
         }
     }
-
+ 
     private func ingredientRow(recipeId: Int, item: String) -> some View {
         let isExcluded = excludedIngredientsByRecipe[recipeId]?.contains(item) == true
         return Button { toggleIngredient(recipeId: recipeId, item: item) } label: {
@@ -741,12 +373,12 @@ struct RecipeView: View {
         }
         .buttonStyle(.plain)
     }
-
+ 
     @MainActor
     private func loadRecipes(reset: Bool = true) async {
         if isLoadingMore { return }
         let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
-
+ 
         if reset {
             offset = 0; recipes = []; hasMore = true; isLoading = true
         } else {
@@ -754,7 +386,7 @@ struct RecipeView: View {
             isLoadingMore = true
         }
         errorText = nil
-
+ 
         do {
             let fetched = try await auth.fetchRecipes(
                 search: trimmed.isEmpty ? nil : trimmed,
@@ -770,21 +402,21 @@ struct RecipeView: View {
         isLoadingMore = false
     }
 }
-
+ 
 // MARK: - Ingredient row with Kroger match
-
+ 
 struct IngredientMatchRow: View {
     let ingredient: String
     let matches: [ScrapedRecipeMatch]
     let isExcluded: Bool
     let onToggle: () -> Void
     let onAdd: (ScrapedRecipeMatch) -> Void
-
+ 
     @State private var selectedRank = 0
-
+ 
     var body: some View {
         VStack(alignment: .leading, spacing: 6) {
-
+ 
             Button(action: onToggle) {
                 HStack(spacing: 10) {
                     Image(systemName: isExcluded ? "minus.circle" : "checkmark.circle.fill")
@@ -797,7 +429,7 @@ struct IngredientMatchRow: View {
                 }
             }
             .buttonStyle(.plain)
-
+ 
             if !matches.isEmpty && !isExcluded {
                 if matches.count > 1 {
                     Picker("", selection: $selectedRank) {
@@ -807,7 +439,7 @@ struct IngredientMatchRow: View {
                     }
                     .pickerStyle(.segmented)
                 }
-
+ 
                 if selectedRank < matches.count {
                     let match = matches[selectedRank]
                     HStack(spacing: 10) {
@@ -824,7 +456,7 @@ struct IngredientMatchRow: View {
                         }
                         .background(Color(.systemGray6))
                         .clipShape(RoundedRectangle(cornerRadius: 8))
-
+ 
                         VStack(alignment: .leading, spacing: 2) {
                             Text(match.matched_name ?? "")
                                 .font(.caption.weight(.medium))
@@ -839,14 +471,14 @@ struct IngredientMatchRow: View {
                                 Text(size).font(.caption2).foregroundStyle(.secondary)
                             }
                         }
-
+ 
                         Spacer()
-
+ 
                         VStack(alignment: .trailing, spacing: 4) {
                             Text(match.displayPrice)
                                 .font(.caption.weight(.semibold))
                                 .foregroundStyle(.blue)
-
+ 
                             Button { onAdd(match) } label: {
                                 Image(systemName: "cart.badge.plus")
                                     .font(.system(size: 14))
diff --git a/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift b/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift
index 6e82224..eb8ece9 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/SearchView.swift
@@ -1,313 +1,4 @@
-//import SwiftUI
 import UIKit
-//
-//// MARK: - Classifier tab definition
-//struct ClassifierTab: Identifiable, Equatable {
-//    let id: String       // actual DB value or "All"
-//    let label: String    // display name
-//    let icon: String     // SF Symbol
-//
-//    static let all: [ClassifierTab] = [
-//        ClassifierTab(id: "All",         label: "All",        icon: "square.grid.2x2"),
-//        ClassifierTab(id: "PRODUCE",     label: "Produce",    icon: "leaf"),
-//        ClassifierTab(id: "PROTEIN",     label: "Protein",    icon: "fork.knife"),
-//        ClassifierTab(id: "DAIRY",       label: "Dairy",      icon: "drop"),
-//        ClassifierTab(id: "GRAIN",       label: "Grain",      icon: "bag"),
-//        ClassifierTab(id: "SPICE",       label: "Spices",     icon: "sparkles"),
-//        ClassifierTab(id: "CONDIMENT",   label: "Condiments", icon: "mug"),
-//        ClassifierTab(id: "OIL_FAT",     label: "Oils",       icon: "flame"),
-//        ClassifierTab(id: "BAKING",      label: "Baking",     icon: "birthday.cake"),
-//        ClassifierTab(id: "CANNED_GOOD", label: "Canned",     icon: "cylinder"),
-//        ClassifierTab(id: "NUT_SEED",    label: "Nuts",       icon: "circle.hexagongrid"),
-//        ClassifierTab(id: "FRESH_HERB",  label: "Herbs",      icon: "leaf.circle"),
-//        ClassifierTab(id: "SWEETENER",   label: "Sweeteners", icon: "star"),
-//        ClassifierTab(id: "ALCOHOL",     label: "Alcohol",    icon: "wineglass"),
-//        ClassifierTab(id: "OTHER_INGR",  label: "Other",      icon: "tray"),
-//    ]
-//}
-//
-//struct SearchView: View {
-//    @EnvironmentObject private var auth: AuthManager
-//    @EnvironmentObject private var cartStore: CartStore
-//
-//    @State private var query = ""
-//    @State private var selectedTab: ClassifierTab = ClassifierTab.all[0]
-//    @State private var results: [KrogerItem] = []
-//    @State private var isLoading = false
-//    @State private var errorText: String? = nil
-//
-//    @State private var pageSize = 50
-//    @State private var offset = 0
-//    @State private var isLoadingMore = false
-//    @State private var hasMore = true
-//
-//    var body: some View {
-//        ScrollView {
-//            VStack(alignment: .leading, spacing: 14) {
-//
-//                Text("ShopWise")
-//                    .font(.system(size: 34, weight: .bold))
-//                    .padding(.top, 6)
-//                    .padding(.bottom, 4)
-//
-//                // Search bar
-//                HStack(spacing: 10) {
-//                    Image(systemName: "magnifyingglass")
-//                        .foregroundStyle(.secondary)
-//
-//                    TextField("Search products...", text: $query)
-//                        .textInputAutocapitalization(.never)
-//                        .autocorrectionDisabled(true)
-//
-//                    if !query.isEmpty {
-//                        Button {
-//                            query = ""
-//                            searchItems(reset: true)
-//                        } label: {
-//                            Image(systemName: "xmark")
-//                                .font(.system(size: 12, weight: .bold))
-//                                .foregroundStyle(.secondary)
-//                                .padding(10)
-//                                .background(.ultraThinMaterial)
-//                                .clipShape(Circle())
-//                        }
-//                    }
-//                }
-//                .padding(.horizontal, 14)
-//                .padding(.vertical, 12)
-//                .background(Color(.systemGray6))
-//                .clipShape(RoundedRectangle(cornerRadius: 18))
-//                .padding(.bottom, 4)
-//
-//                // Classifier tabs — scrollable row
-//                ScrollView(.horizontal, showsIndicators: false) {
-//                    HStack(spacing: 10) {
-//                        ForEach(ClassifierTab.all) { tab in
-//                            ClassifierChip(tab: tab, isSelected: selectedTab == tab) {
-//                                selectedTab = tab
-//                                searchItems(reset: true)
-//                            }
-//                        }
-//                    }
-//                    .padding(.vertical, 2)
-//                    .padding(.horizontal, 1)
-//                }
-//
-//                // Content
-//                if isLoading {
-//                    HStack {
-//                        Spacer()
-//                        ProgressView("Loading…")
-//                        Spacer()
-//                    }
-//                    .padding(.top, 24)
-//                } else if let errorText {
-//                    Text(errorText)
-//                        .foregroundStyle(.red)
-//                        .padding(.top, 10)
-//                } else if results.isEmpty {
-//                    HStack {
-//                        Spacer()
-//                        VStack(spacing: 8) {
-//                            Image(systemName: "magnifyingglass")
-//                                .font(.system(size: 36))
-//                                .foregroundStyle(.tertiary)
-//                            Text("No results")
-//                                .foregroundStyle(.secondary)
-//                        }
-//                        Spacer()
-//                    }
-//                    .padding(.top, 40)
-//                } else {
-//                    LazyVStack(spacing: 14) {
-//                        ForEach(Array(results.enumerated()), id: \.element.id) { index, item in
-//                            ProductCard(
-//                                imageURL: item.imageURL,
-//                                title: item.name,
-//                                unit: item.size,
-//                                priceText: item.displayPrice(),
-//                                onAdd: {
-//                                    cartStore.add(
-//                                        id: String(item.productId),
-//                                        name: item.name,
-//                                        unit: item.size ?? "",
-//                                        price: item.minPrice ?? 0
-//                                    )
-//                                }
-//                            )
-//                            .onAppear {
-//                                if index == results.count - 1 {
-//                                    searchItems(reset: false)
-//                                }
-//                            }
-//                        }
-//                    }
-//                    .padding(.top, 4)
-//                }
-//
-//                Spacer(minLength: 20)
-//            }
-//            .padding(.horizontal, 16)
-//            .padding(.bottom, 20)
-//        }
-//        .background(Color(.systemBackground))
-//        .navigationBarTitleDisplayMode(.inline)
-//        .appToolbar()
-//        .onChange(of: query) { _, _ in
-//            searchItems(reset: true)
-//        }
-//        .task {
-//            searchItems(reset: true)
-//        }
-//    }
-//
-//    // MARK: - Fetch
-//    // Filtering is done server-side by passing classifier to Supabase —
-//    // no client-side filter needed at all.
-//    private func searchItems(reset: Bool = true) {
-//        if isLoadingMore { return }
-//
-//        if reset {
-//            offset = 0
-//            results = []
-//            hasMore = true
-//        } else {
-//            if !hasMore { return }
-//        }
-//
-//        if reset { isLoading = true } else { isLoadingMore = true }
-//        errorText = nil
-//
-//        Task {
-//            do {
-//                let trimmed = query.trimmingCharacters(in: .whitespacesAndNewlines)
-//                let newItems = try await auth.fetchKrogerItems(
-//                    search: trimmed.isEmpty ? nil : trimmed,
-//                    classifier: selectedTab.id == "All" ? nil : selectedTab.id,
-//                    limit: pageSize,
-//                    offset: offset
-//                )
-//
-//                await MainActor.run {
-//                    results.append(contentsOf: newItems)
-//                    offset += newItems.count
-//                    if newItems.count < pageSize { hasMore = false }
-//                    isLoading = false
-//                    isLoadingMore = false
-//                }
-//            } catch {
-//                await MainActor.run {
-//                    errorText = "Search failed: \(error.localizedDescription)"
-//                    isLoading = false
-//                    isLoadingMore = false
-//                }
-//            }
-//        }
-//    }
-//}
-//
-//// MARK: - Classifier chip
-//
-//struct ClassifierChip: View {
-//    let tab: ClassifierTab
-//    let isSelected: Bool
-//    let action: () -> Void
-//
-//    var body: some View {
-//        Button(action: action) {
-//            HStack(spacing: 6) {
-//                Image(systemName: tab.icon)
-//                    .font(.system(size: 12, weight: .medium))
-//                Text(tab.label)
-//                    .font(.subheadline.weight(.semibold))
-//            }
-//            .padding(.horizontal, 14)
-//            .padding(.vertical, 8)
-//            .background(isSelected ? Color.blue.opacity(0.15) : Color(.systemGray6))
-//            .foregroundStyle(isSelected ? Color.blue : Color.primary)
-//            .clipShape(Capsule())
-//            .overlay(
-//                Capsule()
-//                    .strokeBorder(isSelected ? Color.blue.opacity(0.4) : Color.clear, lineWidth: 1)
-//            )
-//        }
-//        .buttonStyle(.plain)
-//    }
-//}
-//
-//// MARK: - Product card
-//
-//struct ProductCard: View {
-//    let imageURL: URL?
-//    let title: String
-//    let unit: String?
-//    let priceText: String
-//    let onAdd: () -> Void
-//
-//    var body: some View {
-//        HStack(spacing: 14) {
-//            AsyncImage(url: imageURL) { phase in
-//                switch phase {
-//                case .empty:
-//                    ProgressView().frame(width: 74, height: 74)
-//                case .success(let image):
-//                    image.resizable().scaledToFill()
-//                        .frame(width: 74, height: 74).clipped()
-//                case .failure:
-//                    Image(systemName: "photo")
-//                        .frame(width: 74, height: 74).foregroundStyle(.secondary)
-//                @unknown default:
-//                    EmptyView().frame(width: 74, height: 74)
-//                }
-//            }
-//            .background(Color(.systemGray6))
-//            .clipShape(RoundedRectangle(cornerRadius: 16))
-//
-//            VStack(alignment: .leading, spacing: 6) {
-//                Text(title)
-//                    .font(.headline)
-//                    .lineLimit(2)
-//
-//                if let unit, !unit.isEmpty {
-//                    Text(unit)
-//                        .font(.subheadline)
-//                        .foregroundStyle(.secondary)
-//                        .lineLimit(1)
-//                }
-//
-//                Text(priceText)
-//                    .font(.headline)
-//            }
-//
-//            Spacer()
-//
-//            Button(action: onAdd) {
-//                HStack(spacing: 8) {
-//                    Image(systemName: "cart.badge.plus")
-//                    Text("Add")
-//                }
-//                .font(.subheadline.weight(.semibold))
-//                .padding(.horizontal, 14)
-//                .padding(.vertical, 10)
-//                .foregroundStyle(.white)
-//                .background(Color.blue)
-//                .clipShape(Capsule())
-//            }
-//            .buttonStyle(.plain)
-//        }
-//        .padding(14)
-//        .background(
-//            RoundedRectangle(cornerRadius: 18, style: .continuous)
-//                .fill(Color(.systemGray6).opacity(0.65))
-//        )
-//        .overlay(
-//            RoundedRectangle(cornerRadius: 18, style: .continuous)
-//                .stroke(Color.black.opacity(0.04), lineWidth: 1)
-//        )
-//        .shadow(color: Color.black.opacity(0.06), radius: 8, x: 0, y: 3)
-//    }
-//}
-
 import SwiftUI
 
 // MARK: - Store tab definition
diff --git a/SWFrontUI/ShopwiseFrontEndUI/ShopwiseFrontEndUIApp.swift b/SWFrontUI/ShopwiseFrontEndUI/ShopwiseFrontEndUIApp.swift
index 47d233a..82aff1e 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/ShopwiseFrontEndUIApp.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/ShopwiseFrontEndUIApp.swift
@@ -5,18 +5,6 @@
 //  Created by James Chang on 1/13/26.
 //  Edited by Nicholas Castellanos
 
-//import SwiftUI
-//import SwiftData
-//
-//@main
-//struct Shopwise: App {
-//    var body: some Scene {
-//        WindowGroup {
-//            ContentView()
-//        }
-//    }
-//}
-
 
 import SwiftUI
 import SwiftData

From 39ac5a0609060bb87255a30b05c4d6148082bb66 Mon Sep 17 00:00:00 2001
From: Hugzaregood <nicholas.castellanos@yahoo.com>
Date: Wed, 18 Mar 2026 17:31:41 -0700
Subject: [PATCH 6/8] Fixed bug for Recipes selection

---
 SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift | 134 +++++++++++-------
 1 file changed, 83 insertions(+), 51 deletions(-)

diff --git a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
index 7c9bf5e..295a612 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
@@ -159,15 +159,9 @@ struct RecipeView: View {
                 }
  
                 let isLoadingMatches = loadingMatchesFor.contains(recipe.id)
-                // Apply store filter: for .cheapest keep all matches (already sorted cheapest first);
-                // for a specific store keep only that store's matches, falling back to cheapest
-                // across all stores if a given ingredient has no match at that store.
-                let matches: [ScrapedRecipeMatch] = {
-                    guard let storeName = storeFilter.storeName else { return allMatches }
-                    return allMatches.filter {
-                        $0.matched_store?.localizedCaseInsensitiveContains(storeName) == true
-                    }
-                }()
+                // Build grouped dict and ordered list in ONE call so canonical keys
+                // are guaranteed identical between the dict and the iteration order.
+                let (allGrouped, ingredients) = processMatches(allMatches)
  
                 if isLoadingMatches {
                     HStack {
@@ -188,22 +182,25 @@ struct RecipeView: View {
                     }
  
                 } else {
-                    let grouped = groupedMatches(matches)
-                    // Use all matches to keep the full ingredient list even if a store
-                    // doesn't carry every item; missing ones will fall back to cheapest.
-                    let ingredients = orderedIngredients(from: allMatches)
- 
-                    ForEach(ingredients, id: \.self) { item in
-                        // Per-ingredient fallback: if the chosen store has no match for
-                        // this ingredient, silently fall back to the cheapest available.
-                        let storeMatches = grouped[item] ?? []
-                        let fallbackMatches: [ScrapedRecipeMatch] = {
-                            if !storeMatches.isEmpty { return storeMatches }
-                            return groupedMatches(allMatches)[item] ?? []
+                    // Use allGrouped.keys as the canonical ingredient list — this guarantees
+                    // the keys used for lookup ALWAYS match what groupedMatches stored them as.
+                    // Sort by first-seen order using the orderedIngredients index.
+                    let orderedKeys = ingredients.filter { allGrouped[$0] != nil }
+                    ForEach(orderedKeys, id: \.self) { item in
+                        // For store filters: show only that store's matches for this ingredient.
+                        // If the store has nothing for this ingredient, fall back to the full
+                        // cheapest pool so the row is ALWAYS visible regardless of store choice.
+                        let allForItem = allGrouped[item] ?? []
+                        let displayMatches: [ScrapedRecipeMatch] = {
+                            guard let storeName = storeFilter.storeName else { return allForItem }
+                            let storeOnly = allForItem.filter {
+                                $0.matched_store?.localizedCaseInsensitiveContains(storeName) == true
+                            }
+                            return storeOnly.isEmpty ? allForItem : storeOnly
                         }()
                         IngredientMatchRow(
                             ingredient: item,
-                            matches: fallbackMatches,
+                            matches: displayMatches,
                             isExcluded: excludedIngredientsByRecipe[recipe.id]?.contains(item) == true,
                             onToggle: { toggleIngredient(recipeId: recipe.id, item: item) },
                             onAdd: { match in
@@ -254,26 +251,20 @@ struct RecipeView: View {
                 Button {
                     let excluded   = excludedIngredientsByRecipe[recipe.id] ?? []
                     let allM       = matchesByRecipe[recipe.id] ?? []
-                    let allGrouped = groupedMatches(allM)
-                    // Apply store filter, with per-ingredient fallback to cheapest
-                    let filteredGrouped: [String: [ScrapedRecipeMatch]] = {
-                        guard let storeName = storeFilter.storeName else { return allGrouped }
-                        let storeOnly = allM.filter {
-                            $0.matched_store?.localizedCaseInsensitiveContains(storeName) == true
-                        }
-                        var d = groupedMatches(storeOnly)
-                        // Fill in any missing ingredients from the cheapest pool
-                        for (ingredient, cheapestMatches) in allGrouped where d[ingredient] == nil {
-                            d[ingredient] = cheapestMatches
-                        }
-                        return d
-                    }()
-                    let ingredients = allM.isEmpty
-                        ? recipe.ingredientList
-                        : orderedIngredients(from: allM)
+                    // Use processMatches so grouped keys and ordered list are always in sync.
+                    let (allGrouped, processedIngredients) = processMatches(allM)
+                    let ingredients = allM.isEmpty ? recipe.ingredientList : processedIngredients
  
                     for item in ingredients where !excluded.contains(item) {
-                        if let top = filteredGrouped[item]?.first {
+                        let allForItem = allGrouped[item] ?? []
+                        let top: ScrapedRecipeMatch? = {
+                            guard let storeName = storeFilter.storeName else { return allForItem.first }
+                            let storeOnly = allForItem.filter {
+                                $0.matched_store?.localizedCaseInsensitiveContains(storeName) == true
+                            }
+                            return (storeOnly.isEmpty ? allForItem : storeOnly).first
+                        }()
+                        if let top {
                             cartStore.add(
                                 recipeId: String(recipe.id),
                                 recipeTitle: recipe.title,
@@ -307,23 +298,61 @@ struct RecipeView: View {
  
     // MARK: - Helpers
  
-    private func groupedMatches(_ matches: [ScrapedRecipeMatch]) -> [String: [ScrapedRecipeMatch]] {
-        var dict: [String: [ScrapedRecipeMatch]] = [:]
-        for match in matches {
-            dict[match.raw_ingredient, default: []].append(match)
+    /// Normalizes an ingredient string for duplicate detection.
+    /// Strips leading quantities/units and trailing qualifiers so that
+    /// "Freshly ground black pepper" and "freshly ground pepper" collapse
+    /// to the same key, as do "2 tsp. kosher salt" and "kosher salt, divided".
+    private func normalizedKey(_ raw: String) -> String {
+        var s = raw.lowercased().trimmingCharacters(in: .whitespacesAndNewlines)
+        // Strip leading quantity + optional unit (e.g. "2 tbsp. ", "3/4 tsp ", "1/2 cup ")
+        let quantityUnit = #"^[\d\u{00BC}\u{00BD}\u{00BE}\u{2153}\u{2154}\u{215B}-\u{215E}\/\.\s]+(tsp\.?|tbsp\.?|cups?|oz\.?|lbs?\.?|g|ml|l|pinch|dash|cloves?|slices?|pieces?)?\s*"#
+        if let range = s.range(of: quantityUnit, options: .regularExpression) {
+            s.removeSubrange(range)
+        }
+        // Strip trailing qualifiers like ", divided" / ", room temperature" / ", optional"
+        if let commaRange = s.range(of: ",") {
+            s = String(s[s.startIndex..<commaRange.lowerBound])
         }
-        return dict
+        return s.trimmingCharacters(in: .whitespacesAndNewlines)
     }
  
-    private func orderedIngredients(from matches: [ScrapedRecipeMatch]) -> [String] {
-        var seen = Set<String>()
-        var result: [String] = []
+    /// Processes raw matches into a grouped dict and an ordered ingredient list.
+    /// Both share IDENTICAL canonical key resolution so lookups always align.
+    /// - The dict key is the first raw_ingredient string seen for each normalized key.
+    /// - Within each group, duplicate (store, price) pairs are removed (cheapest kept).
+    private func processMatches(_ matches: [ScrapedRecipeMatch])
+        -> (grouped: [String: [ScrapedRecipeMatch]], ordered: [String]) {
+        var canonicalFor: [String: String] = [:]   // normalizedKey -> first raw string seen
+        var dict: [String: [ScrapedRecipeMatch]] = [:]
+        var order: [String] = []                   // insertion-order canonical keys
+
         for match in matches {
-            if seen.insert(match.raw_ingredient).inserted {
-                result.append(match.raw_ingredient)
+            let key = normalizedKey(match.raw_ingredient)
+            if canonicalFor[key] == nil {
+                canonicalFor[key] = match.raw_ingredient
+                order.append(match.raw_ingredient)  // record order on first encounter
             }
+            let canonical = canonicalFor[key]!
+            dict[canonical, default: []].append(match)
         }
-        return result
+
+        // Deduplicate within each group: keep one match per (store, price) pair.
+        let deduped = dict.mapValues { group -> [ScrapedRecipeMatch] in
+            var seen = Set<String>()
+            return group.filter { m in
+                let k = "\(m.matched_store ?? "")|(\(m.min_price ?? -1))"
+                return seen.insert(k).inserted
+            }
+        }
+        return (deduped, order)
+    }
+ 
+    // Convenience wrappers so existing call sites keep working.
+    private func groupedMatches(_ matches: [ScrapedRecipeMatch]) -> [String: [ScrapedRecipeMatch]] {
+        processMatches(matches).grouped
+    }
+    private func orderedIngredients(from matches: [ScrapedRecipeMatch]) -> [String] {
+        processMatches(matches).ordered
     }
  
     private func loadMatchesIfNeeded(for recipeId: Int) {
@@ -497,5 +526,8 @@ struct IngredientMatchRow: View {
             }
         }
         .padding(.vertical, 2)
+        // Reset the picker whenever the matches array changes (e.g. store filter switched).
+        // Without this, selectedRank can point past the end of the new array and nothing renders.
+        .onChange(of: matches.map { $0.id }) { _, _ in selectedRank = 0 }
     }
 }

From 41a47e9499da0fe00e120bed418f356ac31f12df Mon Sep 17 00:00:00 2001
From: Nicholas Castellanos <93222903+Hugzaregood@users.noreply.github.com>
Date: Wed, 18 Mar 2026 18:19:04 -0700
Subject: [PATCH 7/8] Delete
 SWFrontUI/ShopwiseFrontEndUI.xcodeproj/project.xcworkspace/xcuserdata/nicholascastellanos.xcuserdatad/UserInterfaceState.xcuserstate

---
 .../UserInterfaceState.xcuserstate             | Bin 166835 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 SWFrontUI/ShopwiseFrontEndUI.xcodeproj/project.xcworkspace/xcuserdata/nicholascastellanos.xcuserdatad/UserInterfaceState.xcuserstate

diff --git a/SWFrontUI/ShopwiseFrontEndUI.xcodeproj/project.xcworkspace/xcuserdata/nicholascastellanos.xcuserdatad/UserInterfaceState.xcuserstate b/SWFrontUI/ShopwiseFrontEndUI.xcodeproj/project.xcworkspace/xcuserdata/nicholascastellanos.xcuserdatad/UserInterfaceState.xcuserstate
deleted file mode 100644
index 05efa1f43255e1c20b5c8637ab13a785516d49b8..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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From 8de93b413c396049f7e68ed8b283614ef47f4d97 Mon Sep 17 00:00:00 2001
From: Hugzaregood <nicholas.castellanos@yahoo.com>
Date: Wed, 18 Mar 2026 22:33:06 -0700
Subject: [PATCH 8/8] Fixed Value and Time Save functionality and also added
 stops for how many stores to visit

---
 SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift | 221 ++++++++++++++----
 1 file changed, 176 insertions(+), 45 deletions(-)

diff --git a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
index 295a612..8f3ebfe 100644
--- a/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
+++ b/SWFrontUI/ShopwiseFrontEndUI/RecipeView.swift
@@ -2,19 +2,20 @@ import SwiftUI
  
 // MARK: - Store filter
  
-enum StoreFilter: String, CaseIterable {
-    case cheapest   = "Cheapest"
-    case walmart    = "Walmart"
-    case staterBros = "Stater Bros."
- 
-    /// Returns nil when no store filter should be applied (cheapest across all stores).
-    var storeName: String? {
-        switch self {
-        case .cheapest:   return nil
-        case .walmart:    return "Walmart"
-        case .staterBros: return "Stater Bros."
-        }
-    }
+enum ShoppingMode: String, CaseIterable {
+    case value    = "Value"
+    case timeSave = "Time Save"
+
+    var label: String { rawValue }
+}
+
+/// Result of the Time Save store-selection algorithm.
+/// Maps each canonical ingredient name to the best match from the chosen store set.
+struct TimeSavePlan {
+    /// Ordered list of stores selected (2–4 max), sorted by items covered descending.
+    let stores: [String]
+    /// Per-ingredient: the best match from the selected stores (fallback to cheapest if uncovered).
+    let matchFor: [String: ScrapedRecipeMatch]
 }
  
 struct RecipeView: View {
@@ -35,8 +36,8 @@ struct RecipeView: View {
     @State private var excludedIngredientsByRecipe: [Int: Set<String>] = [:]
     @State private var expandedInstructionIds: Set<Int> = []
  
-    // Store filter – persists across recipe expansions
-    @State private var storeFilter: StoreFilter = .cheapest
+    // Shopping mode – persists across recipe expansions
+    @State private var shoppingMode: ShoppingMode = .value
  
     // Scraped matches keyed by recipe_id
     @State private var matchesByRecipe: [Int: [ScrapedRecipeMatch]] = [:]
@@ -147,22 +148,44 @@ struct RecipeView: View {
                     Spacer()
                 }
  
-                // Store picker – only shown once matches are loaded
+                // Mode picker – only shown once matches are loaded
                 let allMatches = matchesByRecipe[recipe.id] ?? []
                 if !allMatches.isEmpty {
-                    Picker("Store", selection: $storeFilter) {
-                        ForEach(StoreFilter.allCases, id: \.self) { filter in
-                            Text(filter.rawValue).tag(filter)
+                    HStack(spacing: 4) {
+                        ForEach(ShoppingMode.allCases, id: \.self) { mode in
+                            let isSelected = shoppingMode == mode
+                            Button {
+                                shoppingMode = mode
+                            } label: {
+                                HStack(spacing: 5) {
+                                    Image(systemName: mode == .value ? "tag.fill" : "clock.arrow.2.circlepath")
+                                        .font(.system(size: 12, weight: .semibold))
+                                    Text(mode.label)
+                                        .font(.system(size: 14, weight: .semibold))
+                                }
+                                .frame(maxWidth: .infinity)
+                                .padding(.vertical, 9)
+                                .background(
+                                    RoundedRectangle(cornerRadius: 10)
+                                        .fill(isSelected ? Color.primary : Color.clear)
+                                )
+                                .foregroundStyle(isSelected ? Color(UIColor.systemBackground) : Color.secondary)
+                            }
+                            .buttonStyle(.plain)
                         }
                     }
-                    .pickerStyle(.segmented)
+                    .padding(4)
+                    .background(Color(.systemGray5))
+                    .clipShape(RoundedRectangle(cornerRadius: 13))
                 }
- 
+
                 let isLoadingMatches = loadingMatchesFor.contains(recipe.id)
-                // Build grouped dict and ordered list in ONE call so canonical keys
-                // are guaranteed identical between the dict and the iteration order.
                 let (allGrouped, ingredients) = processMatches(allMatches)
- 
+                // For Time Save mode, compute the optimal store plan once here.
+                let timeSavePlan: TimeSavePlan? = shoppingMode == .timeSave
+                    ? computeTimeSavePlan(allGrouped: allGrouped, ingredients: ingredients)
+                    : nil
+
                 if isLoadingMatches {
                     HStack {
                         Spacer()
@@ -175,28 +198,51 @@ struct RecipeView: View {
                         Spacer()
                     }
                     .padding(.vertical, 8)
- 
+
                 } else if allMatches.isEmpty {
                     ForEach(recipe.ingredientList, id: \.self) { item in
                         ingredientRow(recipeId: recipe.id, item: item)
                     }
- 
+
                 } else {
-                    // Use allGrouped.keys as the canonical ingredient list — this guarantees
-                    // the keys used for lookup ALWAYS match what groupedMatches stored them as.
-                    // Sort by first-seen order using the orderedIngredients index.
+                    // Store summary banner — shown for both modes
+                    let valueStores: [String] = {
+                        // Unique stores that would be visited if picking cheapest per ingredient
+                        var seen = Set<String>()
+                        var result: [String] = []
+                        for item in ingredients {
+                            if let store = (allGrouped[item] ?? []).first?.matched_store,
+                               seen.insert(store).inserted {
+                                result.append(store)
+                            }
+                        }
+                        return result
+                    }()
+
+                    let displayStores = timeSavePlan?.stores ?? valueStores
+                    if !displayStores.isEmpty {
+                        HStack(spacing: 5) {
+                            Image(systemName: "mappin.and.ellipse")
+                                .font(.caption.weight(.semibold))
+                                .foregroundStyle(shoppingMode == .timeSave ? Color.blue : Color.green)
+                            Text("\(displayStores.count) stop\(displayStores.count == 1 ? "" : "s"): \(displayStores.joined(separator: " · "))")
+                                .font(.caption)
+                                .foregroundStyle(Color.primary.opacity(0.75))
+                        }
+                        .padding(.vertical, 2)
+                    }
+
+
                     let orderedKeys = ingredients.filter { allGrouped[$0] != nil }
                     ForEach(orderedKeys, id: \.self) { item in
-                        // For store filters: show only that store's matches for this ingredient.
-                        // If the store has nothing for this ingredient, fall back to the full
-                        // cheapest pool so the row is ALWAYS visible regardless of store choice.
                         let allForItem = allGrouped[item] ?? []
+                        // Value: all matches (cheapest first). Time Save: single best match from plan.
                         let displayMatches: [ScrapedRecipeMatch] = {
-                            guard let storeName = storeFilter.storeName else { return allForItem }
-                            let storeOnly = allForItem.filter {
-                                $0.matched_store?.localizedCaseInsensitiveContains(storeName) == true
+                            if let plan = timeSavePlan {
+                                if let best = plan.matchFor[item] { return [best] }
+                                return allForItem.prefix(1).map { $0 }
                             }
-                            return storeOnly.isEmpty ? allForItem : storeOnly
+                            return allForItem
                         }()
                         IngredientMatchRow(
                             ingredient: item,
@@ -249,20 +295,22 @@ struct RecipeView: View {
                 }
  
                 Button {
-                    let excluded   = excludedIngredientsByRecipe[recipe.id] ?? []
-                    let allM       = matchesByRecipe[recipe.id] ?? []
-                    // Use processMatches so grouped keys and ordered list are always in sync.
+                    let excluded = excludedIngredientsByRecipe[recipe.id] ?? []
+                    let allM     = matchesByRecipe[recipe.id] ?? []
                     let (allGrouped, processedIngredients) = processMatches(allM)
                     let ingredients = allM.isEmpty ? recipe.ingredientList : processedIngredients
- 
+                    // For Time Save, resolve the plan once so every ingredient gets the right store.
+                    let plan: TimeSavePlan? = shoppingMode == .timeSave
+                        ? computeTimeSavePlan(allGrouped: allGrouped, ingredients: processedIngredients)
+                        : nil
+
                     for item in ingredients where !excluded.contains(item) {
                         let allForItem = allGrouped[item] ?? []
                         let top: ScrapedRecipeMatch? = {
-                            guard let storeName = storeFilter.storeName else { return allForItem.first }
-                            let storeOnly = allForItem.filter {
-                                $0.matched_store?.localizedCaseInsensitiveContains(storeName) == true
+                            if let plan {
+                                return plan.matchFor[item] ?? allForItem.first
                             }
-                            return (storeOnly.isEmpty ? allForItem : storeOnly).first
+                            return allForItem.first // Value: cheapest
                         }()
                         if let top {
                             cartStore.add(
@@ -355,7 +403,90 @@ struct RecipeView: View {
         processMatches(matches).ordered
     }
  
-    private func loadMatchesIfNeeded(for recipeId: Int) {
+    /// Deterministic greedy set-cover: picks the fewest stores that together cover
+    /// all ingredients. Ties in coverage count are broken by which store gives the
+    /// lowest total price across its covered ingredients — so results never change
+    /// when toggling between modes.
+    private func computeTimeSavePlan(
+        allGrouped: [String: [ScrapedRecipeMatch]],
+        ingredients: [String]
+    ) -> TimeSavePlan {
+        // Build store -> cheapest price per ingredient it carries
+        var storeCheapest: [String: [String: Double]] = [:]
+        for (ingredient, matches) in allGrouped {
+            for match in matches {
+                guard let store = match.matched_store else { continue }
+                let price = match.min_price ?? Double.infinity
+                if storeCheapest[store] == nil { storeCheapest[store] = [:] }
+                if storeCheapest[store]![ingredient] == nil ||
+                   price < storeCheapest[store]![ingredient]! {
+                    storeCheapest[store]![ingredient] = price
+                }
+            }
+        }
+
+        // store -> set of ingredients covered
+        let storeCoverage: [String: Set<String>] = storeCheapest.mapValues { Set($0.keys) }
+
+        var selectedStores: [String] = []
+        var covered = Set<String>()
+        let allIngredients = Set(ingredients)
+
+        while covered != allIngredients {
+            let remaining = allIngredients.subtracting(covered)
+
+            // Score every candidate store: primary = most uncovered ingredients,
+            // tiebreak = lowest total price for those ingredients (deterministic)
+            var bestStore: String? = nil
+            var bestCount = 0
+            var bestPrice = Double.infinity
+
+            // Sort by name first so iteration order is deterministic before scoring
+            let sortedStores = storeCoverage.keys.sorted()
+            for store in sortedStores {
+                guard !selectedStores.contains(store),
+                      let storeItems = storeCoverage[store] else { continue }
+                let newlyCovered = storeItems.intersection(remaining)
+                let count = newlyCovered.count
+                guard count > 0 else { continue }
+
+                // Total price for ingredients this store would cover
+                let totalPrice = newlyCovered.reduce(0.0) { sum, ing in
+                    sum + (storeCheapest[store]?[ing] ?? Double.infinity)
+                }
+
+                if count > bestCount || (count == bestCount && totalPrice < bestPrice) {
+                    bestCount = count
+                    bestPrice = totalPrice
+                    bestStore = store
+                }
+            }
+
+            guard let chosen = bestStore, bestCount > 0 else { break }
+            selectedStores.append(chosen)
+            if let items = storeCoverage[chosen] {
+                covered.formUnion(items)
+            }
+        }
+
+        // For each ingredient: pick cheapest match from any selected store,
+        // fall back to cheapest overall if no selected store carries it.
+        var matchFor: [String: ScrapedRecipeMatch] = [:]
+        for ingredient in ingredients {
+            let allForItem = allGrouped[ingredient] ?? []
+            // Among selected-store matches, pick the cheapest one
+            let storeMatches = allForItem.filter {
+                selectedStores.contains($0.matched_store ?? "")
+            }
+            matchFor[ingredient] = storeMatches.min(by: {
+                ($0.min_price ?? Double.infinity) < ($1.min_price ?? Double.infinity)
+            }) ?? allForItem.first
+        }
+
+        return TimeSavePlan(stores: selectedStores, matchFor: matchFor)
+    }
+
+        private func loadMatchesIfNeeded(for recipeId: Int) {
         guard matchesByRecipe[recipeId] == nil,
               !loadingMatchesFor.contains(recipeId) else { return }
         loadingMatchesFor.insert(recipeId)