Field note · February 25, 2026

Slowly changing dimension, type 2, in short

Keep every version of a row so "what was true in February" stays answerable after March changes it.

1 min read ·Analytics engineering ·warehousing modelling

Someone asked why Slowly changing dimension, type 2 is written the way it is. Fair question.

Keep every version of a row so "what was true in February" stays answerable after March changes it.

What makes it a pattern rather than a tip is that the wrong version is the one you write naturally. It reads correctly, it runs, and it returns something. The failure is in the result, not in the execution — which means the only defence is recognising the shape before you are in it.

Two datasets on this site have the shape built in: saas-subscriptions. Both are small enough to run the broken version, see the number, then run the corrected one and see it change.

It lives under moving because it is about data in transit: reruns, backfills, and the assumption that yesterday only ever arrives once.

The long-form treatment is in the course (slowly-changing-dimensions); the pattern page is the version to read at 4pm with a query open.

Whether you use our version matters much less than having a version you did not re-derive under time pressure. That is what a pattern library is for.