# Data feed quality and freshness review

Elkwai Solutions workflow starter · 2026-10-10

Planning example, not a client result or quote. Nothing is sent or purchased. Do not include passwords or confidential records.

https://elkwai.com/workflows/data-feed-quality-freshness

## The problem

- A feed arrives today with yesterday's content, missing a partition, while a green uptime indicator masks the gap.

## Simpler alternatives

- Use the source's supported timestamps and coverage metadata. Begin with explicit cutoffs, partitions and expected counts before adding a managed monitor.

## Inputs

- Observed, published and covered-through timestamps
- Expected partitions and count semantics
- Customer-defined freshness and coverage limits

## Delivery sequence

- Inspect supplied feed metadata with an explicit evaluation cutoff.
- Review records for identifiers, duplicates and changing schemas.
- Keep known zero counts separate from unknown coverage.
- Scope one intake and transformation, then define alerts, retries and source ownership if continuous operation is needed.

## Acceptance

- Request availability is not substituted for content freshness.
- Unknown coverage is not labeled complete.
- Revisions retain source and observation times rather than overwriting history.

## Measure

- Content age, collection lag and missing partitions
- Duplicate and invalid records
- Exception age and recovery time

## Full cost consideration

- Account for source rights, collection, storage, review and operation. Published product plans have their own source coverage; a free snapshot check is not continuous monitoring.

## Tools available now

- Check supplied feed metadata: https://elkwai.com/data-feed-health-checker.html
- Inspect CSV data quality: https://elkwai.com/csv-data-quality-tools.html

Tools do not automatically transfer data or execute a production integration.

## Separate buying paths

- Data workflow pilot: $299 introductory, stated scope only. https://elkwai.com/data-workflow-audit
  Specialized cloud integration, more sources, production hosting and larger implementations require their own quote.
- Data and workflow subscriptions: Published product plan. https://elkwai.com/store?purchase=online&term=monthly
  Check the current release and coverage; API/MCP is not a second generic access fee. Bespoke labor is separate.
- Data Workbench: $49 per edition / $73.50 bundle. https://elkwai.com/data-workbench
  One-time software; custom rules and integrations are separate.

## Your project notes

Current task:
Desired result:
Existing systems:
Target timing:
Acceptance owner:
Setup and operating costs:

Freed time is capacity, not automatically cash savings. Product scope, checkout and the accepted written quote control delivery.