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Using Data Upsert to Optimize Test Data Management

Tonic.ai has added upsert capabilities to its test‑data platform, allowing teams to insert new records while updating existing ones without overwriting valuable test data. The feature supports preserving legacy fixtures, merging multiple data subsets, and retaining mock data for unreleased features. By handling both updates and inserts in a single operation, upsert streamlines test‑environment refreshes and reduces manual data‑management effort. The blog outlines three practical scenarios where upsert delivers measurable efficiency gains for fast‑moving development teams.