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Spanna supports aggregation work without forcing you into the shell.

What is included

  • pipeline JSON input
  • validation and formatting
  • stage-level errors
  • table and JSON result views
  • explain output where available

Practical uses

  • group records by status
  • count events by day
  • reshape export payloads
  • join related collections with lookup stages

Tips

  • begin with a small limit while testing
  • validate after each change
  • review warnings such as collection scans in explain output