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Delivery Matrix

Most customers combine the API (for ad-hoc lookups) with one or more bulk delivery channels for analytics and archival needs.
Use the _tracing_id column to reconcile records consistently across delivery channels.

Choosing a channel

  • Real-time pipelines → API / WSS
  • Historical backfills → SFTP / S3 / Azure Blob
  • Analytics at scale → Snowflake / Redshift / BigQuery / Delta Share
Last modified on March 31, 2026