Metabase
Turn metrics into action

SPIRITT works with questions, dashboards, collections, database metadata, and query results. Build trusted dashboards, investigate metric changes, and carry data quality fixes through verification. It connects that work to the tools your team already uses and checks the resulting records and handoffs.

Yes. SPIRITT can find the Metabase questions that depend on a changed warehouse field. It can inspect their query metadata, update the affected definitions, execute the repaired questions, and attach before-and-after results to the GitHub migration review.

SPIRITT can create and update Metabase questions and dashboards and execute supported queries. Database visibility follows the connected account; any repair to source application data belongs in a separately authorized system.

SPIRITT coordinates Google BigQuery to trace warehouse evidence, Slack to route metric exceptions, Linear to own data quality fixes. Connect the companion apps needed for your mission, and it carries the source references and verified outcomes between them.

Yes. SPIRITT can execute the selected saved questions on a schedule and compare their results with your defined metric threshold and reporting period. A breach opens a source-linked repair issue in your connected project tool; after the owner resolves it, SPIRITT reruns the same question and records whether the metric meets the acceptance rule.

Open a SPIRITT workspace, connect Metabase, and hand over a mission such as "build the operating dashboard." Name the target records, desired outcome, and companion apps the work needs.