Deflekt uses the Metabase API with a dedicated account limited to the right collections and databases, so investigations and Data Watch can read your data without a new database connection.
Some teams do not want another tool holding database credentials. Their data already sits behind Metabase, with permissions, groups and an audit trail they trust. For them, Deflekt reads through Metabase instead of connecting to the database directly. The Metabase connector is live today, and it gives Deflekt the same view of the data that your analysts already have, no more.
Every query Deflekt runs goes through the Metabase API as its own account, so the permissions you already manage in Metabase apply. Take case #5390: Sarah received a ticket from Atelier Moreau, a French speaking customer, saying their March bookings had disappeared from the export. Deflekt ran the team’s saved question on bookings by account, saw the bookings were there with a status the export ignored, and found two other accounts in the same situation. Sarah got a draft reply in French and Lina got a short pull request. The Metabase account never saw more than the bookings collection and the application database, and every query it ran is visible in Metabase like any other user’s.
Deflekt only reads through Metabase. It does not edit questions, dashboards, collections or permissions, and every repair still waits for a human. Compare it with a direct PostgreSQL connection, or read how it catches silent data bugs.