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sumit-gupta03/README.md

Sumit Gupta

Data & AI Leader — 15+ years across AI, Snowflake, Databricks, AWS, Azure and Big Data platforms.

I design enterprise data architectures, build and scale data teams and Centers of Excellence, and ship AI products and accelerators that shorten delivery time and reduce cost.


What I do

Architecture Enterprise-grade data architectures across 12+ systems. End-to-end Databricks data platform. Snowflake Medallion architecture — integration framework, reporting layer and AI agents. Automation frameworks for CI/CD, deployment and monitoring.

Leadership Scaled a project team from 2 to 35, establishing the Dev, Testing and Operations functions from the ground up. Defined reusable data-engineering frameworks, architecture standards and governance models. Hiring, mentoring and learning paths for AI, Snowflake, AWS and the modern data stack. Reporting into CDO, CTO and client Data Heads.

Products & accelerators X-flake (large-scale Snowflake migration utility), Mini Beast Data Tool, Travel Nexus, and RAG-based agents for intelligent data processing.

Winner — Capgemini Data Scientist Hackathon, and multiple Data Science and Cloud hackathons.


Open source

datagraph · PyPI The data engine: lineage, relationships, profiling, dimensional modelling and an AI-ready knowledge graph — built deterministically from your warehouse, dbt project and SQL. No LLM in the loop.

impactgraph · PyPI What breaks if I merge this? Takes a pull-request diff, walks the dependency graph, and reports blast radius, risk, owners and a test plan — with an exit code you can gate CI on.

agentsuite · PyPI Composable agents for data and backend engineering. Permission-gated tools, prompt-injection containment and an audit trail on every run. Runs on Bedrock, Anthropic or OpenAI.


Tech

Warehouse Snowflake · Redshift
Languages Python · Scala · PySpark · SQL
Cloud AWS · Azure · Databricks
Databases PostgreSQL · MySQL · MongoDB · HBase · Neo4j / GraphDB
Data tooling dbt · Spark · Fivetran · HVR · Workato · APIs
AI AI Agents · RAG · ML algorithms · NLP

Elsewhere

LinkedIn  ·  sumit-gupta03.github.io

Popular repositories Loading

  1. impactgraph impactgraph Public

    What breaks if I merge this? Pre-merge blast radius, risk, owners and a test plan on every pull request - for code and data. Built on datagraph.

    Python

  2. datagraph datagraph Public

    Deterministic data engine: lineage, relationships, profiling, dimensional modelling and an AI-ready knowledge graph - built from your warehouse, dbt project and SQL. No LLM in the loop.

    Python

  3. agentsuite agentsuite Public

    Composable AI agents for data and backend engineering - permission-gated tools, prompt-injection containment, audit trail. Runs on Bedrock, Anthropic or OpenAI.

    Python

  4. sumit-gupta03.github.io sumit-gupta03.github.io Public

    Personal site - data and AI engineering

    HTML

  5. sumit-gupta03 sumit-gupta03 Public

    Profile README

  6. reconflow reconflow Public

    Deterministic source-to-target data reconciliation: quantitative and qualitative checks, a browser UI, reports, notifications, and an MCP server. Apache-2.0.

    Python