[thinkingkong]

Im sort of confused. Youre mentioning MVCC and deployment pipelines not having load but what portion of an application MVCC has anything to do with a queue, postgres or otherwise? Same with deployments? Maybe theres a specific model or deployment strategy thats in use that I am unaware of and its a blind spot?

[hansvm]

Postgres uses multi version concurrency control. The amount of garbage kept around to ensure each transaction can be handled independently is roughly proportional to the length of the transaction multiplied by how much work is happening with any transaction overlap. That's potentially a problem with queues implemented in Postgres because the for-all-intents-and-purposes-dead rows being tracked by MVCC slow down each piece of work on the queue, increasing transaction times, and circularly causing a runaway scenario at lower thresholds than you might expect.

The comment about deployment pipelines was just that some shops explicitly load test with a multiple of prod-like data to find that sort of issue before prod. Doing so for a non-negligible amount of time is important though to catch qualitative shifts in the RDBMS behavior as it approaches a steady or runaway state as a result of any software change.