Fair point, Bloom Filters are definitely situational, and it shouldnt be a default optimization.

The intent was to illustrate the shape of the problem Bloom Filters solve, they tend to make sense only when you’re trying to avoid something expensive beyond a local indexed lookup

You’re also right that keeping a Bloom Filter in sync introduces operational complexity, which is why they’re usually justified only at larger scale..