Cascade Data Group

Insights

Occasional notes on architecture decisions, cost modelling and the parts of data work that documentation tends to skip.

Why we stopped recommending lakehouses by default

September 2026 · 8 min read

For companies under a terabyte a day, the operational overhead rarely pays for itself. A short argument for boring warehouses.

The cost of a schema change

July 2026 · 6 min read

Measuring the real downstream impact of renaming a column, and why a two-week deprecation window is usually too short.

Alerting on data quality without drowning

May 2026 · 11 min read

Threshold tuning, ownership routing, and the case for letting some tests fail silently in staging.