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SQL in Fabric: Working Notes: building models analysts can trust without constant hand-holding

I worked on smoothing the handoff between data engineering and AI teams—standardizing feature contracts, embedding validation, and adding lightweight integration tests.

The friction I kept seeing was simple: performance conversations are often really architecture conversations.

Instead of adding more moving parts, I tested a short feedback loop with measurable quality gates.

March for me has been about tightening execution after an idea-heavy February.

What I changed today

  • I clarified ownership for one high-impact surface so escalations are faster.
  • I aligned a technical decision with a business-facing success metric.
  • I documented one decision that usually lives in hallway conversations.

Why this mattered today

Nothing looked flashy, but the system became easier to reason about under pressure. I keep seeing the same thing: reliability improves when we reduce hidden decisions.

Tomorrow’s focus

Tomorrow’s focus is to stress-test this with less ideal inputs and see where it bends.

References

Michael John Peña

Michael John Peña

Senior Data Engineer based in Sydney. Writing about data, cloud, and technology.