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⚡ AI Lessons

Dev.to · Bobby Ray
1w ago
What Should a Real Data Engineer Assessment Actually Test?
What Should a# What Should a Real Data Engineer Assessment Actually Test? Data Engineering...

Dev.to · Bobby Ray
1w ago
Contract Versioning in Production Pipelines: Registry, CLI, and Run History
How a git-native contract registry, semver pins, and versioned run history make dataset quality auditable — without a separate platform team or schema registr

Dev.to · Bobby Ray
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2w ago
What I Learned Contributing to Prefect, dbt, and Airflow (An Honest OSS Retrospective)
Two merges, four open PRs, and ninety days of building in public — what actually worked for upstream contributions as a senior data engineer.

Dev.to · Bobby Ray
2w ago
Data Quality Contracts in Production Pipelines (Without a Separate Platform Team)
How to layer row-level quarantine at ingestion and YAML dataset contracts at the quality boundary — with alert routing, persisted failure artifacts, and CI en

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