Validio 10.1 introduces reusable debug queries and SCIM rate limits.

Incident debugging: Save and reuse debug queries

Debug queries are no longer throwaway. When you open the debug dialog on an incident, Validio now generates the SQL in a reusable, templated form — the incident's time window and segment arrive as {{ validio_* }} placeholders rather than hard-coded values. Edit the query once, save it to the validator, and it's there the next time that validator raises an incident, resolved automatically against the new incident.

Saved queries live on the validator. Pick one from the saved-query list above the editor, rename or delete it inline, and mark one as the validator's default so the dialog opens on it. A collapsible drawer under the samples shows the executed SQL — the fully resolved literal query behind the rows on screen — so you can copy it straight into your own warehouse client.

Creating, updating, and deleting a saved query is recorded in the activity log with the author and the full before/after query text, giving each saved query a de facto version history.

For more information, see Debug Query Syntax.

SCIM: Rate limits on provisioning endpoints

Validio's SCIM endpoints are now rate limited. Identity providers that burst large user or group syncs receive a standard rate-limit response and a retry-after header instead of overloading the instance, keeping provisioning predictable on large directories.

For more information, see Managing Identity Providers.

10.1.0

Validio 10.1.0 was released on 19 August 2026.

Features & Updates

Save an edited debug query to a validator and reuse it on future incidents, including marking one query as the validator's default (UI-7037, VR-5830)
Saved debug query changes are now recorded in the activity log (UI-7046)
Added SSL mode and custom TLS CA certificate options to PostgreSQL and Redshift credentials (UI-7033)
Added rate limiting to the SCIM provisioning endpoints (UI-5610)
Glossary CSV re-upload now updates existing terms instead of creating duplicates, and terms can be exported to CSV (UI-7035)
Updated the model pickers on LLM credentials with the latest available models (UI-7018)

Fixed Issues

Filtering sources by state now works (UI-6991)
Users can now be filtered by the global Admin role (UI-7026)
Loading the Users page with a preselected user no longer triggers an error (UI-6970)
The validator backfill button is now hidden while the source is backfilling (UI-7042)
Restored scrolling of the activity log on the incident group page (UI-7047)
The source wizard credential picker is now gated on source write permission and explains why it's disabled (UI-7039)
Creating a namespace now defaults the current user to Admin in the UI (UI-7095)
Permission changes from team and role updates are now picked up without a reload (UI-7096)
Moving a source between namespaces now reports errors instead of failing silently (UI-7016)
Long column names are now readable in dropdown lists (UI-7106)
BI asset fields are no longer counted as missing data quality coverage for a glossary term (UI-6915)
The incident group activity log no longer times out on incident groups with very large histories (UI-6458)
Signing in now redirects cleanly when the configured identity provider is unavailable (UI-6893)
API requests rejected before reaching GraphQL now return a typed GraphQL error instead of an empty response (UI-7110)
Teradata catalog refresh now handles inaccessible foreign tables instead of failing (VR-5829)
Fixed a Teradata windowing error on date fields when fetching sample data (VR-5832)
SAP IQ push-down queries now use IQ-native functions instead of falling back to SA-side evaluation (VR-5834)
Failed backfills are now always retried (VR-5839)
Improved the reconciliation readiness check so it no longer relies on commit timestamps (VR-5836)
Fixed catalog asset creation when a new source is created (VR-5852)