Approximate counters
Trade exactness for write scalability with explicit error bounds.
Approximate counters
What it is
Shards, sketches, windowed aggregates labeled as approximate.
When to use
Trends, UX dashboards, heavy impression streams.
Failure mode
Using approximates for billing; hiding error bars.