Automated testing in CI/CD pipelines catches breaking changes to keep AI data pipelines running smoothly

To drive up quality and stability, Flyway Enterprise enables teams to release database changes through a CI/CD pipeline and catch errors before they get close to Production.

Industry-proven database comparison technology also means teams can source control changes right down to the object level, troubleshoot problems, detect database drift and auto-generate accurate database deployment scripts for every change.

Version-controlled schema changes ensure AI models can reliably predict data structure

Flyway Enterprise enables teams to version control their schema changes, providing a single source of truth and helping AI models to more reliably interpret and predict data structure.

Supports vector data evolution

AI applications often introduce rapidly evolving data requirements - such as support for vector embeddings, feature stores, or other specialized structures - which demand agile and reliable schema evolution.

Flyway Enterprise prepares schemas for AI-native data types like vectors, enabling smooth integration of embeddings and semantic search capabilities.

Standardizes database changes across database platforms

Flyway Enterprise equips teams with the advanced capabilities they need to develop database changes with confidence, whether those changes are for SQL Server, PostgreSQL, Oracle or MySQL.

Script auto-generation and code analysis rules also help teams deliver database changes consistently, reducing error and freeing up time for value-added work.

Supports compliance requirements and faster troubleshooting when AI models encounter issues

Flyway Enterprise maintains a full audit log of database changes deployed via Flyway down to the object level. This ensures consistency and facilitates rollbacks and audit trails, bringing support for regulatory requirements that mandate traceability and accountability in database change management.

The audit trail also enables teams to track down issues to the database object level for faster, easier resolution before impacting AI models.

Pay down technical debt and grow scalability

By freeing up teams from manual processes, such as hand-writing database change scripts, testing or verifying differences between database environments, Flyway Enterprise helps teams pay down some of the data management debt experienced when working with complex and often legacy data architectures.

In addition, the act of automating database change management processes in a standardized, reliable and repeatable way means that organizations can more easily work with monolithic databases or tackle transformational strategies, such as migrating to the cloud or integrating AI into business practices.