Dev / Security / Ops

Sandbox testing

Use the sandbox to validate integrations and guardrails before they impact production data.

Environment separation

Sandbox runs operate on masked data or synthetic fixtures. Tokens include an env claim so they cannot be replayed against production endpoints.

Test data kits

PantherIQ provides sample payloads for each automation. Customize them to mirror your data model without exposing sensitive information.

Promotion workflow

  1. Run automated checks via API.
  2. Gather sign-off from the business owner inside the dashboard.
  3. Promote the configuration to production with a single click; changes are versioned automatically.