Insights
Delivery & quality· 6 min·
Data as Software — software-grade thinking in data pipelines
Data is software. Quality is enforced in pipelines, not inspected in reports. The sentence sounds obvious — few teams actually do it.
What Data as Software means
Version control, testing, CI/CD, data contracts, documentation, ownership, audit trail. The same principles as software engineering, applied to data work.
What it is NOT
Not just version control for SQL. Not just a tool choice. Not a guarantee that compliance issues solve themselves. Not a replacement for domain understanding.
Takeaway
If your data work produces ad-hoc changes without version history and test coverage, you’re not doing Data as Software — regardless of which tools you use.