Every figure says where it came from and when
GovFabric uses only public government records — 16 sources, from SAM.gov and USAspending.gov to federal and state exclusion lists. Dates shown next to figures are the time the source's pipeline last completed successfully, read from our ingest log, not the time the page was rendered.
Each source has a stated refresh cadence. If one goes more than twice its cadence without a successful update, it is flagged as late on the data status page, and figures that depend on it carry a caveat instead of silently going stale.