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Kushal Thakkar

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Kushal Thakkar

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Zero-footprint SQL testing: From framework to culture shift

We built a zero-footprint SQL testing framework using mock data and the full power of the pytest ecosystem to catch syntactic and semantic issues before they reach production. More than just a tool, it helped shift our team’s mindset by integrating into CI/CD, encouraging contract-driven development, and promoting testable SQL. In this session, we’ll share our journey, key lessons learned, and how we open-sourced the framework to make it available for everyone.