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CI/CD test-data readiness checklist

Tick what your pipelines already do. Essential gaps come first in the next steps. Your ticks are remembered on this device only.

Runs in your browser. Nothing you enter is sent anywhere or stored on a server, and no account is needed.

Source of test data
CI runners, logs and artifacts are widely accessible; real values leak through them easily.
A failed or revoked dataset should never reach a test run.
Rare paths stay untested if tests only see what production happens to contain.

Read: Why production copies are risky

Reproducibility
A failing test can then be re-run against exactly the same data.
Schema drift between code and data is a common source of false failures.
Rollback keeps teams moving when a new version breaks tests.

Read: Test data as a product

Automation
Manual steps stall pipelines and hide who asked for what.
Shared personal credentials cannot be audited or revoked safely.
Secrets in repositories and pipeline variables are a frequent leak path.
Leftover environments keep copies of data long after anyone needs them.

Read: TDM in CI/CD

Governance and evidence
An approved policy version is what makes a dataset explainable later.
You can answer "which data did this build use, and who approved it?"
Unbounded retention multiplies storage and exposure.

Read: Audit evidence

Progress

0 of 13 items in place (0%).

  • Source of test data: 0 of 3
  • Reproducibility: 0 of 3
  • Automation: 0 of 4
  • Governance and evidence: 0 of 3

Next steps

  1. Essential: Pipelines never read unmasked production data.
  2. Essential: Pipelines consume only certified datasets (masking, integrity and quality gates passed).
  3. Essential: Each pipeline pins a dataset version (or checksum) instead of "latest".
  4. Essential: Pipelines request or refresh datasets through an API or CLI, not tickets.
  5. Essential: The pipeline authenticates with its own least-privilege identity.

Automate it

DataNivra exposes dataset requests through its API and CLI — see the documentation and TDM in CI/CD. To connect a pipeline to your own sources, start free.