Demos

A New User Attribute Debugger UI, MCP Oauth, Vis Reaggregation Alpha, and More

September 12, 2025

  • Validating a complex system of per-user variables can be challenging, so we're building a front end experience to control user attributes for quick debugging and faster modeling even in the most complex deployments.

  • An early experiment to allow visualization to re-aggregate data. Would make vis more clear and make it simpler to iterate over big, wide tables. Lots of explore here would love thoughts.

  • A first demo of per-user Oauth combined with the MCP experience.

  • Now you can combine AND/OR flexibly in your access grants.

  • Continuing to lift more complex modeling into the UI - now layering in join building to the topic building experience.

  • We're adding support for more complex Snowflake proxies and also simplifying the keypair config experience.

  • A sprinkle of additional config for the small multiples chart labels.

  • Bit of tuning the dbt promotion workflow to improve reliability and quality of pushing down metadata.

  • We tuned up maps to better highlight the difference between values.

  • Another internal tools demo for the curious about how we understand performance bottlenecks.

  • Another internal tools example from improving engineering testing coverage.

User Attribute Debugger UI

Validating a complex system of per-user variables can be challenging, so we're building a front end experience to control user attributes for quick debugging and faster modeling even in the most complex deployments.

Conrad SlimmerConrad SlimmerAdministration, Modeling, Dashboards

Smart Vis Re-aggregation

An early experiment to allow visualization to re-aggregate data. Would make vis more clear and make it simpler to iterate over big, wide tables. Lots of explore here would love thoughts.

Jamie DavidsonJamie DavidsonVisualization, Workbook

MCP Oauth v0

A first demo of per-user Oauth combined with the MCP experience.

Gustav StapransGustav StapransAi, Mcp, Administration

Compound Access Grant Logic

Now you can combine AND/OR (well really | and &) in your access grants.

Conrad SlimmerConrad SlimmerModeling, Administration

Topic UI Join Builder

Continuing to lift more complex modeling into the UI - now layering in join building to the topic building experience.

Alisa TatarinovaAlisa TatarinovaWorkbook

Snowflake Connection Config Improvements

We're adding support for more complex Snowflake proxies and also simplifying the keypair config experience.

Jonathan SwensonJonathan SwensonAdministration

Small Multiple Label Controls

A sprinkle of additional config for the small multiples chart labels.

Rob MillerRob MillerVisualization

Improving dbt Description Pushdown

Bit of tuning the dbt promotion workflow to improve reliability and quality of pushing down metadata.

Buck RyanBuck RyanDbt

Map Size Clamping

We tuned up maps to better highlight the difference between values.

Rob MillerRob MillerVisualization

Performance Profiler

Internal Tooling

Another internal tools demo for the curious about how we understand performance bottlenecks.

Kalen PetersenKalen PetersenInternal Tools, Engineering Productivity

Engineering Test Improvements

Internal Tooling

Another internal tools example from improving engineering testing coverage.

Kalen PetersenKalen PetersenInternal Tools, Engineering Productivity