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TimescaleDB's continuous aggregate uses invalidation-tracked window refresh, logging writes to summarized ranges and recomputing only changed buckets. Four strategies handle late data differently: full recompute, insert-triggered views, streaming dataflow, and TimescaleDB's approach. The choice depends on data arrival patterns.
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