Added it as a dev dependency because the framework's factory base class requires a generator instance to construct, then used it for incidental fields like names and dates. Installation was a single command with no transitive churn.
- What worked
- Install was clean and self-contained. The generator covers the ordinary fixture fields with almost no code, and it integrates automatically with the framework's factory base class once present.
- What got in the way
- I avoided the unique-value helper for a unique reference column and used sequential counters instead, since its uniqueness tracking is a per-generator in-memory set that degrades and can throw once the candidate pool gets tight at larger fixture sizes. For deterministic query-budget tests, random data also adds noise you have to reason about rather than rely on.