Data providers

Licensed integrations only

Requires data
  • Provider credentials remain server-side
  • Ingestion schedule and freshness thresholds
  • Rate limits and availability history

Model operations

Versioned and reproducible

Requires data
  • Training job requires licensed history
  • Validation metrics and artifact checksum
  • Explicit activation and rollback

System health

Operational visibility

Ready
  • Last successful ingestion and latency
  • Missing data, failed jobs and prediction errors
  • Redis, database and provider health