When a feed is busy, consistency bugs become visible immediately. Duplicate items erode trust, missing items make ranking suspect, and unstable ordering makes every downstream metric harder to interpret.
The important lesson is simple: a feed is not just a list query. It is an ordering contract.
Cursor boundaries, deterministic sort keys, and replay-safe pagination are the pieces that make that contract hold under pressure.