
Continuous Aggregate Refresh, Demystified: Invalidation, Lookback, and Late-Arriving Data
TimescaleDB continuous aggregates and late-arriving data: invalidation tracking, lookback windows, and the two offsets that prevent stale aggregate buckets.
By Damaso Sanoja
August 14th, 2026



