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Mike S Ncube
referenceData Engineering · ML prep

End-to-End Recommender Data Pipeline

Sole builder — reference architecture

Contract-first data pipeline: Airflow, Great Expectations, AWS Kinesis/S3, Terraform.

Problem

Retrieval systems are only as good as the data reaching them.

What I built

ETL/ELT workflows with Airflow DAGs, data-quality gates with Great Expectations, AWS integration, Terraform, and a mock-services mode.

Outcome

Reference architecture showing contract-first pipeline design.