Product Update: BigQuery + Auth, Analyst AI & UX Polish

runQL Team September 2025

This month we're shipping major updates for BigQuery users, powerful new workflows for Analyst AI, and a host of UX improvements to make your daily work smoother.

Sept 2025 Shipping Themes

  • BigQuery + Auth
  • Analyst AI/Business Answers
  • UX polish

Integrations & Auth

We've doubled down on Google BigQuery support and simplified authentication:

  • BigQuery OAuth: Improved OAuth support and better defaults for a seamless connection experience.
  • Nested Data: Significantly better display for BigQuery nested/RECORD types.
  • Validation: Multiple fixes for BigQuery query validation.
  • WorkOS Migration: Ongoing migration to WorkOS for robust authentication and stability fixes.

Analyst AI & Query Generation

Empowering analysts to generate better queries faster:

  • Parameterized Queries: Analyst queries can now be fully parameterized.
  • Assistant UI: A new Analyst AI assistant interface that supports “general + schema” questions.
  • Quality Control: Improved controls for judging and rewriting generated queries.

Collaboration & Admin

  • Better handling for closed threads.
  • Real-time progress updates for replies.
  • Improved notification counting for archived threads.
  • Org-admin visibility into threads they’re not a member of.

Product UX

We've polished the experience across the board:

  • Multiple UI polish items across tabs and version history.
  • Results table usability improvements (handling large number columns, resize stability).
  • Cleaner styling for Cards and simpler empty states.

Detailed Release Notes

  • Calibrate judging and rewrite queries based on judge guidance
  • Update keyfile UI
  • BigQuery: display nested/RECORD type columns (incl. nested fields)
  • Workspace editor: show author info
  • Allow posting new messages to closed threads
  • Business Answers: generate queries with parameters
  • Improve tab naming for aliased table names
  • Fix parser interaction with parameters
  • Parameterize analyst queries
  • Improve schema tree index and foreign key UI
  • Fix Runa panel loading UI
  • Update “left the chat” copy
  • Fix Microsoft login
  • Improve auto-formatting behavior
  • Business Answers chats: workspace fixes
  • Fix tab label when duplicating a query
  • BigQuery: OAuth support
  • Track userModifiedAt for imported versions
  • Disable walkthrough crawl
  • Org admins can view chat threads they’re not in
  • Show loader when responding to a non-generation prompt
  • Evaluate queries generated by Cortex Analyst and Databricks Genie
  • List markers use current theme font color
  • Use Gemini for comment generation
  • Add parameters to seed queries
  • Disable “optimize” for unsupported DBMS types
  • Fix isDirty re-render behavior
  • Misc query-generation improvements/fixes
  • BigQuery OAuth form: prefill default auth/token endpoint values
  • Migrate authentication to WorkOS
  • Fix results table state handling to prevent unexpected column resizing
  • Improve “delete query” UX responsiveness/feedback
  • Progress updates for chat replies
  • Close New Tab without prompting for unsaved changes (when appropriate)
  • Fix several WorkOS bugs
  • Fix BigQuery validation bugs
  • Analyst AI assistant UI
  • Improve how BigQuery result types are returned and displayed
  • Fix bugs causing invalid-query false positives
  • Improve UX when there’s no diff between query versions
  • Handle Microsoft auth for new (unverified) accounts
  • Filter archived threads from notification count
  • Improve partial-word matching in title/description/question search
  • Return the latest version to correctly set Save button state
  • Answer embeds for chat
  • Prevent analyst edits from being overwritten by generated answers
  • Switch to Google Vertex AI
  • Analyst AI: add general and schema question support
  • Fix search behavior across Data Connection tabs
  • Parameters UI + workflows UI changes
  • Add “copy” button for analysts in chat threads
  • UI cleanup/simplification in select views
  • Fix “override schema” bad request
  • Apply theme colors to API keys page
  • Improve Data Connection + Workspace card styling
  • Allow newlines through queryText validator
  • Fix hidden chat history item
  • Version history improvements
  • Fix hostname/database fields missing in “apply changes” modal
  • Workspace list: add spacing for “New” badge
  • Metadata page: refresh schema fix
  • Results table: improved UX for large-number columns
  • Only show processing messages for datachats in New/Ask states
  • Restore showing query descriptions on hover
  • Improve clarity of internal/system messages
  • Improve query key used for fetching data chats
  • Home: remove “workspace” wording when no logs exist

— The runQL Team

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