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1. local-batch-data-product local-batch-data-product Public

   Contract-first deterministic batch data pipeline built locally with audit-style run evidence and staged publish guarantees.

   Jupyter Notebook

2. local-stream-data-product local-stream-data-product Public

   Compliance-focused streaming data pipeline demonstrating contract validation, stateful rule evaluation, restart-safe processing, and reproducible audit artifacts.

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3. azure-batch-data-product azure-batch-data-product Public

   Contract-first Azure batch data product using Synapse Spark with deterministic recompute guarantees and audit-style run evidence.

   Python

4. azure-stream-data-product azure-stream-data-product Public

   Contract-first Azure streaming data product built with Event Hubs, Spark Structured Streaming, and Delta Lake. Designed for determinism, auditability, and idempotent metrics computation.

   Jupyter Notebook