Engineers often use Liquibase with Git for peer-reviewed and approved SQL script deployments, integrating it with CICD tools like Jenkins. Some generate scripts using plugins like JPA Buddy. Alternatives include Bytebase, which combines GitOps, code review, and deployment, and tools like tern for simpler SQL migrations. Liquibase's rollback feature varies in usage efficacy.