I don’t understand how you can test Postgres performance in CI or on a developer laptop. Until your tables are large and varied enough, Postgres can ignore indexes and prefer full table scans because it’s faster. Plans depend on statistics so your test data generator better output rows with the same distributions as you get in prod. Unless you have a large and representative load of concurrent queries, Postgres and filesystem caching can optimize around a single query shape, masking issues that will shit the bed in prod.
Example: I wrote a recursive query that provided a huge reduction in queries issued from our app for a traversal. Worked beautifully in local, and halved p95 in our dogfood environment. Yippee! In prod? The query always timed out after 60 seconds, even though it had the same query plan as dogfood env and staging. Sad trombone noises.
For query semantics regression testing, we just write tests in our normal test framework and run them in CI like any other test. Test data setup works like any other test, and we can call some of our millions of lines of app code to help out with repetitive tasks. To prevent cross-test leakage we wrap each test in a BEGIN..ROLLBACK, and transform inner use of transactions to save points in our db client layer. I’d like to add libeatmydata to speed things up further but haven’t done so yet.
Example: I wrote a recursive query that provided a huge reduction in queries issued from our app for a traversal. Worked beautifully in local, and halved p95 in our dogfood environment. Yippee! In prod? The query always timed out after 60 seconds, even though it had the same query plan as dogfood env and staging. Sad trombone noises.
For query semantics regression testing, we just write tests in our normal test framework and run them in CI like any other test. Test data setup works like any other test, and we can call some of our millions of lines of app code to help out with repetitive tasks. To prevent cross-test leakage we wrap each test in a BEGIN..ROLLBACK, and transform inner use of transactions to save points in our db client layer. I’d like to add libeatmydata to speed things up further but haven’t done so yet.