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Refresh & incremental merge

New data is merged into the existing cube, not rescanned from zero.

How refresh works

Because the cube stores mergeable sketches rather than raw aggregates, adding a new day of data is a merge operation, not a full rebuild. Refresh frequency is configurable per source, from hourly to daily.