GMT windows and job markers

Pipeline KPIs can move when clocks and job tags move—not when the warehouse does.

Person working on a laptop at a desk

Teams serving UK consumers often mix UTC warehouse timestamps with GMT operations calendars. A cohort day that spans the wrong midnight shifts every freshness and completeness cell without anyone shipping a pipeline change.

Missing or duplicated job markers create similar ghosts: returning partitions appear as new loads, and day-seven rates look healthier or worse depending on merge rules.

Agree on a single reporting clock, stamp every job with a stable marker, and document how late arrivals join the window. Incident Window Rebuild studies often start here.