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snowflake-streams

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johnathon-smith / snowflake-scd-type-1-pipeline

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Production-style SCD Type 1 data pipeline built with Snowflake and AWS S3, featuring automated ingestion via Snowpipe, change detection with Streams, and conditional orchestration using Tasks and stored procedures. Demonstrates warehouse-native ELT and dimensional modeling best practices.

aws snowflake data-engineering data-pipeline dimensional-modeling snowpipe scd-type-1 snowflake-tasks snowflake-streams
  • Updated Jan 4, 2026
  • PLpgSQL

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