Pipeline output appears here.
Each source attempt shown live.
Failures will show exactly which layer failed and why.
API integrations
Set these as environment variables in your Render dashboard to activate each layer.
Sampleton runs fully without any keys — simulation mode uses realistic test data. Add keys one layer at a time to go live.