Validio 10.3 introduces a debug query agent.

Incidents: AI-suggested debug queries

When you investigate an incident, you can now ask an AI agent to write the debug query for you. Open Debug on an incident, select Suggest query, and describe what you want to see in plain language — for example, "break the drop down by region and channel." The agent reads the incident's context and drafts a query in your source's SQL dialect.

Each suggestion arrives as an unsaved draft with the agent's reasoning in a comment above the SQL. Edit, run, save, or discard it like any other debug query, or ask again to refine it. Saved queries become worked examples for later suggestions, so the agent improves as your team saves what works.

The agent only writes SQL and never runs it, and result rows are never sent to the model.

For more information, see Debug Query Suggestions.

Validio 10.3.0

Validio 10.3.0 was released on 7 September 2026.

New features

• Appoint team managers who can add and remove members of one team without workspace-wide team permissions (UI-7022)
• Assign classifications when creating a glossary term (UI-6764)
• Added Fable and Mythos to the Anthropic model picker for LLM credentials (UI-7393)

Improvements

• Edit classifications for multiple glossary terms at once from the glossary terms list (UI-7098)

• Search fields by asset.field when linking fields to a glossary term, with matches grouped under their asset (UI-6934)

• Filter sources and incident groups by location (UI-7206)

• Show the next poll times under the cron schedule field (UI-7427)

• List the validators flagged as faulty in a source poll error (UI-7001)

• Activity log entries that collapse several rapid changes now show the initial and final values (UI-7416)
• Offer in-node field search on every lineage node, not only nodes with many fields (UI-7312)
• Bulk action toasts now include the server's reason when an item fails (UI-7419)
• Faster rendering of long lists such as glossary terms (UI-7252)

Fixed issues

• Data quality summary chart now honours the "is not any of" tag filter (UI-7197)
• Glossary term Data quality tab loads coverage cards when the term has no validators (UI-7104)
• Recommendation dialog keeps items in sync when toggling checkboxes (UI-7373)
• Update threshold dialog opens on the segment you launched it from (UI-7210)
• Sensitivity typed into the Update threshold dialog is now applied (UI-7436)
• Lineage filter options match the assets shown after using focus (UI-7365)
• Field-level glossary term propagation no longer falls back to asset level on assets with many fields (UI-7179)
• Bulk validator delete is gated on the validators write permission instead of the sources permission (UI-7261)
• Tag create and update errors are shown in the dialog instead of a crash report (UI-7138)
• Muted validator durations in the activity log are rounded instead of showing fractional hours (UI-7332)
• Lists and detail pages refresh when validators, sources and other resources change on the server (UI-7439)
• Fixed slow loading and errors on the Incidents page when filtering incident groups by tag in large workspaces (UI-7536)
• The MCP summarize-incidents tool no longer runs root cause analysis for every incident group at once (UI-7397)
• Snowflake views owned by a Native App are skipped instead of aborting the view DDL fetch (VR-5885)
• Fixed Jira OAuth 2.0 client credentials authentication (VR-5874)
• Fixed intermittent failures when catalog asset schema fields are written concurrently (VR-5880)

Deprecations

• Deprecated the SigmaDatasetCatalogAsset type in the GraphQL API (UI-7403)

Removals

• Removed support for Sigma dataset assets; Sigma has discontinued datasets, and stale dataset assets are removed from the Catalog (VR-5873, UI-7403)
• Removed the deprecated catalogAssetTagsAdd and catalogAssetTagsDelete mutations (deprecated in 4.4, use catalogAssetUpdate) and the UserDeleteResult.user field (deprecated in 5.1) from the GraphQL API (UI-7257)