What the data means
CamGirlSeeker can collect CAM4 / CAM4Pays and CrakRevenue simultaneously. Every observation remains tagged with its upstream source. When the same CAM4 username is present in both sources, CamGirlSeeker may merge the public performer record only on the same platform plus exact username; the two source identities, affiliate destinations and observation rows remain separate.
CAM4 contributes confirmed-live sightings. Feed absence is not treated as an offline observation. CrakRevenue can additionally contribute explicit live/offline probes. The public Schedule Signal uses de-duplicated hourly live evidence so the same performer/hour is not counted twice merely because both sources saw it. Observed live rate, when shown, is calculated from CrakRevenue explicit-state observations rather than mixing CAM4 positive-only sightings into the denominator.
A performer can qualify for indexing through either a sufficiently strong CAM4 evidence path or a sufficiently strong CrakRevenue full-state evidence path. One weak/new source therefore does not make a previously useful page thin again. SEO Importance affects internal-link priority but never overrides these evidence gates.
Times are stored in UTC and historical patterns are evidence, not a promised future schedule.