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Consumers

Downstream systems that read pipeline output. One page per consumer.

Status: Phase 5 placeholder

Detailed pages will be added in Phase 5.

Planned entries:

  • Customer API (Elasticsearch) — keywords-all-* and keywords-lite-* indices serve the public API; consumed by the rest of the product surface.
  • Demo dashboard — Flask app at demo_app/ (systemd service keyword-volume-demo) that queries keywords_data_local directly via scatter-gather across all 200 shards.
  • Position Explorer (PE) — internal product feature consuming keywords_metrics_local for the curated 400k tracked keywords.
  • Monitoring snapshots — record_confidence_snapshot.py, record_prediction_coverage_snapshot.py, bot_scan_aggregate.py.

Each page will describe the contract (which fields, how often, what format) and the failure mode if the upstream changes shape.