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Marketplace data
Updated: 2026-09-30

Freshness, completeness, and quality

Watermarks, checksums, reporting delays, duplicates, and dataset state.

Three properties

  • Freshness is the age of the newest fact.
  • Completeness is expected range coverage.
  • Correctness is conformance to contract and source.

State

A ready import can be fresh but incomplete because of provider delay. The interface should show each property separately.

Related documentation

Marketplace data lifecycle

From an authorized provider request to a verifiable analytics row.

Data quality and completeness

Find gaps, duplicates, conflicting periods, and use controlled repair paths.

Error model and diagnostics

Stable code, safe message, request ID, retry semantics, and remediation owner.

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