Build reliable data pipelines and workflows
Test data quality at every step of your data pipelines to prevent issues before they impact downstream consumers.
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Check data at every step of the way
Run checks in production pipelines using any orchestration tool. Test code changes in CI/CD to validate data transformations before deployment.
Shift quality left with data contracts
Prevent bad data from propagating downstream. Define explicit quality agreements between data producers and consumers, and use them as circuit breakers to stop faulty data.
Empower everyone to manage data quality
Enable producers, analysts, and domain experts to collaborate on what “good data” means. Create no-code checks or use Soda AI to translate business rules into executable tests.
Operationalize data quality at scale
Use notification rules and governance metadata to automatically route alerts to the right teams at the right time.
Run checks where your data lives
Embed checks at every pipeline stage to catch schema changes, data drift, and quality degradation. Test data quality after extraction, transformation, and before loading.Orchestrate Soda checks natively in Airflow, Databricks, Prefect, Dagster, and others, without data leaving your envioroment.
Implement quality gates with data contracts
Use data contracts as circuit breakers that automatically stop pipelines when data fails to meet agreed specifications. A single, collaborative UI enables both business and engineering teams to define expectations and stay aligned. Create and manage contracts with code, or use intuitive no-code/low-code workflows.
Scale check authoring with AI assistance
Ask in plain English to create or refine Data Contracts, and let the Contracts Copilot generate ready-to-deploy versions in seconds.Enjoy faster setup, consistent standards, and automation that removes the repetitive work across your data stack.Even inside the UI, the Copilot updates and completes your contracts for you. No extra clicks needed.
Stay ahead of data quality incidents
Integrate Soda alerts with Slack, MS Teams, email, or your on-call systems. Use webhooks to trigger incident creation in Jira, Opsgenie, or ServiceNow, so teams can respond before issues impact production.
