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Data refresh behavior

SpendDaddy uses scheduled runs to refresh metrics and keep recommendations current.

Hourly pipeline (hosted/default behavior)​

  • Processes active orgs and apps
  • Pulls Apple Ads data
  • Maps/refreshes attribution
  • Regenerates recommendations
  • Generates reports

Production note​

By default, RevenueCat webhook polling is intentionally off during live runs. You should rely on RevenueCat webhooks for forward events.

Operations commands (self-hosting)​

You can trigger a full run manually:

uv run optimizer run-hourly

Useful for:

  • Post-backfill sanity checks
  • Initial smoke tests after onboarding
  • Verifying credential and webhook changes

What to monitor after startup​

  • Campaign and recommendation recalc latency after first successful refresh
  • Empty recommendation panel (valid if thresholds are not met)
  • Warnings section in overview for stale or missing source coverage