Top 5 CI/CD Tools for Database Change Management

Managing database changes in CI/CD pipelines is challenging due to the stateful nature of databases. Mistakes in schema updates can lead to downtime, data loss, or performance issues. To address these risks, automated tools streamline version control, drift detection, and rollbacks, ensuring consistency across environments. These principles closely align with broader business automation strategies, especially in systems that rely on transformations like ETL. This article highlights five tools that simplify database change management:

• Liquibase: Offers ChangeLogs and ChangeSets for version control, rollback options, and support for over 60 databases.
• Flyway: Uses SQL migration scripts, supports Git-based workflows, and integrates with popular CI/CD tools.
• Redgate SQL Change Automation: Retired from sale. Redgate no longer sells it to new users and points them at Redgate Flyway Enterprise instead. Existing customers can still buy additional entitlements. Described below for readers already running it.
• DBmaestro: Combines state-based and migration-based approaches, with rollback strategies and compliance tracking.
• Bytebase: Provides GitOps workflows, schema drift detection, and 1-click rollbacks for safe deployments.

Each tool has unique features tailored to specific use cases, from simple SQL migrations to enterprise-grade compliance. Below is a quick comparison to help you decide.

Quick Comparison

Tool	Version Control	CI/CD Integration	Rollback Options	Database Compatibility
Liquibase	ChangeLogs, ChangeSets	Jenkins, GitHub Actions, Azure DevOps	Targeted rollbacks	60+ databases, including NoSQL
Flyway	SQL migration scripts	GitHub Actions, Azure DevOps, Jenkins	Undo migrations (Enterprise tier)	50+ platforms
Redgate SQL Change Automation (retired from sale)	Object-level history	Azure DevOps, Jenkins, TeamCity	Drift detection, rollback scripts	SQL Server, Oracle, 20+ platforms
DBmaestro	Integrated source control	Jenkins, GitLab, GitHub Actions	Dry-run tests, rollback strategies	Oracle, PostgreSQL, Snowflake, etc.
Bytebase	GitOps workflows, UI-driven	GitHub, GitLab, Bitbucket	1-click DML rollback, reverse DDL scripts	20+ SQL/NoSQL databases

These tools reduce deployment risks, improve efficiency, and ensure database consistency, making them essential for integrating databases into modern CI/CD workflows.

CI/CD Database Tools Comparison: Features, Integration & Compatibility

1. Liquibase

Liquibase simplifies managing database schema changes by organizing them into individual ChangeSets, which are stored in ChangeLogs. These ChangeSets can be written in SQL or in more flexible, database-independent formats like XML, JSON, or YAML, making it easier to handle multi-platform deployments. Plus, Liquibase integrates smoothly with version control systems to keep track of these changes.

Version Control for Schema Changes

ChangeLogs can be stored in Git, ensuring version control for database changes. Liquibase also uses a DATABASECHANGELOG table to track which changes have been applied, preventing duplicate or conflicting updates and safeguarding data integrity.

CI/CD Pipeline Integration

Liquibase works seamlessly with tools like Jenkins, GitHub Actions, Maven, Spring Boot, and Docker. By running Java 8 or later on your CI/CD pipeline, you can automate database updates using actions like setup-liquibase, eliminating the need for manual reviews. Santhosh Kumar Gunasekaran, DevOps Lead at Synchrony Financials, shared:

Liquibase helped to efficiently manage database changes, reduced deployment friction and allowed App teams to focus more on innovation.

Rollback Capabilities

Liquibase offers precise rollback options, letting you revert to a specific ChangeSet, deployment ID, date, or tag without affecting other updates. This flexibility reduces the risks associated with errors. As Robert Harrison, Technical Director at i360, explained:

The cost of failure is greatly reduced because we know sooner and can more easily address it. With Liquibase Secure, we know exactly where every change came from and when it was made, which is a huge advantage.

Database Compatibility

Liquibase supports over 60 database platforms, including popular SQL databases like PostgreSQL, MySQL, Oracle, and Microsoft SQL Server, as well as NoSQL databases, data lakes, and cloud data warehouses such as BigQuery and Redshift.

2. Flyway

Flyway uses a “schema-as-code” approach to manage database changes, letting teams track updates through plain SQL scripts or schema models. These scripts can be stored in popular Git-based platforms like GitHub, GitLab, and Bitbucket, as well as in Subversion and TFS. The tool offers two deployment methods: migrations-based, which uses incremental scripts for precise control, and state-based, which compares the current database to a target schema model. Flyway keeps a record of every change in a flyway_schema_historytable, logging details such as which migrations were applied, who applied them, and when. This setup makes Flyway an easy fit for modern CI/CD workflows.

CI/CD Pipeline Integration

Flyway simplifies database deployments with its CLI, Java API, Maven, and Gradle tools, and it integrates seamlessly with CI/CD platforms like Jenkins, Azure DevOps, GitHub Actions, and Octopus Deploy. You can also use Docker to pull the latest version, eliminating the need for manual installations on build agents. Dave Syer, Senior Consulting Engineer at Pivotal, shared his thoughts:

Database migrations are something that Java developers struggle with, and Redgate Flyway offers a tool simple enough for anyone with basic SQL knowledge.

This article previously carried a set of performance figures for Flyway, and customer counts for Redgate, none of which had a source attached. They have been removed. Judge Flyway on the migration model, which is the thing that actually differs from Liquibase: plain SQL files, applied in order, checksummed.

Rollback Capabilities

Flyway includes rollback functionality with its “Undo” migrations feature. Its “Fail Fast” mechanism ensures that the process stops immediately if an issue or inconsistent state is detected. For more complex setups, the Enterprise edition offers advanced features like compliance checks and drift detection to ensure rollback safety.

Database Compatibility

Flyway supports an extensive range of over 50 databases, including SQL Server, Oracle, PostgreSQL, MySQL, Snowflake, Google BigQuery, and even preview support for MongoDB. With continuous development since 2010, Flyway remains a reliable choice for database change management. We removed the review score this article used to quote here: it was drawn from 13 reviews and the link pointed at the review site’s home page rather than the rating.

Note: Redgate has retired SQL Change Automation from sale. It is not available to new users, though existing customers can still buy additional entitlements. Redgate now points new buyers at Redgate Flyway Enterprise. The description below is kept for teams already running it; if you are choosing a tool today, read it as background rather than a shortlist entry. Checked August 2026.

Redgate SQL Change Automation simplifies database change management by adopting a state-based approach. It organizes each database object into separate SQL files, neatly arranged in folders. These files seamlessly integrate with popular version control systems like Git, Azure DevOps (TFS), Subversion, and Mercurial. Developers can commit changes directly from familiar tools like SSMS or Visual Studio. The tool tracks every change – who made it, when, and why – while also managing dependencies to ensure changes are deployed in the correct order.

Version Control for Schema Changes

To help teams work efficiently, the tool includes object locking within SSMS, preventing team members from accidentally overwriting each other’s work. It also offers advanced filtering to exclude certain objects, such as users and permissions, from tracking.

Now integrated into Redgate Flyway Enterprise, the tool supports both state- and migration-based approaches. Migration scripts are particularly useful for handling more complex changes, like renaming tables or splitting columns. These features create a solid foundation for integrating with CI/CD pipelines.

CI/CD Pipeline Integration

Building on its robust version control capabilities, Redgate SQL Change Automation streamlines CI/CD workflows. The process typically involves two main stages:

• Build Stage: Validates the project and creates a deployment package.
• Release Stage: Deploys the package, runs tests, and generates key artifacts.

Redgate offers native add-ons for tools like Azure DevOps, TFS, Octopus Deploy, TeamCity, Bamboo, and Jenkins. GitLab users can integrate via PowerShell cmdlets or Docker containers. During the pipeline process, the tool runs tSQLt tests and validates migration scripts against a temporary database, helping catch errors early. Before deploying to production, it generates detailed release artifacts, including change reports, drift reports, and the exact SQL script to be executed.

Rollback Capabilities

In addition to its deployment features, Redgate SQL Change Automation reduces risk with rollback capabilities. Using the SQL Compare engine, it generates rollback scripts to undo changes if needed. Drift detection is also built into the release process, ensuring the target database schema hasn’t changed since the release was prepared. Grant Fritchey, Product Advocate at Redgate, highlighted the value of this feature:

You also instantly receive a unique ability that’s normally not achievable with a database, the ability to undo certain changes… if you make a change there, but then want to change it back, source control gives you the exact code you had before.

Database Compatibility

While SQL Change Automation focuses primarily on SQL Server, its state-based deployment features also extend to Oracle, PostgreSQL, and MySQL through Flyway Enterprise. As part of the larger Flyway Enterprise ecosystem, it connects to over 50 database platforms.

4. DBmaestro

DBmaestro stands out in the database change management landscape with its hybrid approach. By combining state-based migrations with immutable deployment scripts, it ensures consistent and repeatable processes while accommodating differences across environments. The platform leverages Git for tracking scripts and migration logic, creating a single source of truth for all database changes.

Version Control for Schema Changes

DBmaestro excels at tracking schema drift, supports branching with conflict detection, and maintains detailed audit trails for every change. Tim McKean, a Data Architect at Elevance Health, shared his experience:

DBmaestro allowed us to control changes made to the database and promote those changes in an easy and controlled way.

The platform also performs dry-runs and impact analyses before deployment, catching potential errors early in the process.

CI/CD Pipeline Integration

DBmaestro integrates seamlessly with popular CI/CD tools like Jenkins, Azure DevOps, GitLab, and GitHub Actions, enabling automated database changes to align with application code pipelines. This article previously carried three anonymous customer results here, giving precise release counts for an unnamed Fortune 250 company, an unnamed HR software provider and an unnamed enterprise. None could be sourced, so they have been removed. What the integration actually buys you is that the database change travels with the application change, in the same pipeline, gated by the same approvals, instead of being handled by a DBA out of band. Whether that speeds you up depends on how much of your current delay is approval queueing rather than execution.

The platform also tracks DORA metrics – deployment frequency, lead time for changes, change failure rate, and time to restore service – providing teams with valuable insights into their performance.

Rollback Capabilities

Failures during deployment are handled smoothly with DBmaestro’s automated rollback features. These mechanisms revert schema changes, configurations, and data updates as needed. The platform even tests downgrade plans during the CI process, ensuring rollback strategies are ready before being required in production. By using the same workflows for rollbacks and deployments, consistency is maintained throughout the process. The unnamed bank and its release rate have been removed from this section: the example was not sourceable.

Database Compatibility

DBmaestro supports a wide array of databases, including Oracle, MS SQL Server, PostgreSQL, MySQL, MariaDB, IBM DB2, Snowflake, Redshift, MongoDB, Amazon RDS/Aurora, and Databricks. It also offers connectivity to any database via JDBC. Additionally, it integrates with security tools like CyberArk Vault, AWS Secret Manager, and Azure Key Vault.

Pricing for DBmaestro is available through custom quotes, with three enterprise plans – Dev, Sec, and Ops. With its broad database support and advanced features, DBmaestro proves to be a versatile solution for managing diverse database environments.

5. Bytebase

Bytebase provides two distinct workflows to manage database changes: a UI-driven console for centralized control and a GitOps workflow that keeps migration scripts alongside application code. This dual approach allows teams to rely on the GitOps method for routine deployments while switching to the UI-driven console for urgent hotfixes or sensitive production updates.

Version Control for Schema Changes

Bytebase uses Git repositories (like GitHub, GitLab, Bitbucket, and Azure DevOps) as the single source of truth for migration scripts. It actively monitors databases to detect schema drift – unauthorized changes made outside the CI/CD pipeline – and immediately notifies teams. Each schema change is validated against over 200 rules to ensure proper syntax, performance, and security standards. For large-scale operations, Database Groups streamline batch changes across multiple databases, whether you’re managing 10 or 10,000. This makes it particularly well-suited for multi-tenant SaaS architectures.

These features lay a solid foundation for integrating with CI/CD pipelines.

CI/CD Pipeline Integration

Building on its version control capabilities, Bytebase integrates effortlessly into modern CI/CD workflows. By linking your Git repository, you can trigger automated migrations via API, complete with environment-specific rollout paths (e.g., Dev → Test → Staging → Prod). The platform supports structured multi-environment pipelines, offering tailored environment policies and risk-based approvals. For instance, development changes might be auto-approved, while production updates require multi-level reviews.

Rollback Capabilities

Bytebase also ensures safe rollbacks for database changes. With its 1-Click Rollback feature, the platform captures snapshots of affected rows before executing Data Manipulation Language (DML) operations like UPDATE or DELETE. These snapshots are stored in a dedicated bbdataarchivedatabase, making it easy to restore the original state. For schema changes, Bytebase generates reverse migration scripts to revert the database structure to its prior state. It even supports rolling back multiple related changes across different databases in one operation. However, rollbacks are subject to certain limits: SQL statements must be under 2MB, cannot mix DDL and DML, and require a primary key for UPDATE operations.

Database Compatibility

Bytebase supports a wide range of databases – over 20 SQL and NoSQL types, including MySQL, PostgreSQL, TiDB, Oracle, SQL Server, and Amazon Aurora. This broad compatibility makes it a versatile option for diverse infrastructure setups. Additionally, Bytebase integrates with tools like Terraform, allowing teams to manage environments, databases, and SQL review rules programmatically for greater efficiency.

Tool Comparison Table

Here’s a quick look at how the five tools stack up in terms of their main features:

Tool	Version Control	CI/CD Integration	Rollback Options	Database Compatibility
Liquibase	ChangeLog system with ChangeSets	Jenkins, GitHub Actions, Azure DevOps, GitLab, CircleCI, Bamboo	Targeted rollback functions	60+ databases, including NoSQL, data lakes, and warehouses
Flyway	Schema-as-code using SQL migration scripts	GitHub Actions, Azure DevOps, GitLab, Jenkins, Octopus Deploy	Undo migrations (Enterprise tier) and callback scripts	50+ database platforms
Redgate SQL Change Automation (retired from sale; new buyers are directed to Redgate Flyway Enterprise)	Object-level history with automated migration script generation	GitHub Actions, Azure DevOps, Jenkins, TeamCity	Drift detection with pre-deployment checks and change reports	20+ platforms, optimized for SQL Server and Oracle
DBmaestro	Integrated source control with pipeline-ready automation	Jenkins, Azure DevOps, GitHub Actions, GitLab, CircleCI	Dry-run tests with rollback strategies	Oracle, SQL Server, PostgreSQL, Snowflake, MySQL
Bytebase	Dual workflow: UI-driven and GitOps-based	GitHub, GitLab, Bitbucket, Azure DevOps	One-click DML rollback and reverse DDL migration scripts	20+ SQL and NoSQL types, including MySQL, PostgreSQL, Oracle, MongoDB

This table highlights the specific strengths and compatibility of each tool, helping you decide which one aligns best with your CI/CD needs.

Liquibase leads the pack with support for over 60 databases, making it a versatile choice for diverse projects. Flyway, with compatibility across 50+ platforms, is another flexible option. Redgate SQL Change Automation, on the other hand, is tailored for SQL Server and Oracle environments, offering robust pre-deployment checks to ensure smooth rollouts. DBmaestro focuses on enterprise-level security and compliance, supporting major databases like Oracle and PostgreSQL. Bytebase stands out for its dual workflow approach, combining a user-friendly interface with GitOps-based automation, along with features like one-click rollbacks and multi-environment rollouts.

On pricing, only one of these five publishes a number. Checked August 2026.

Tool	Published price
Bytebase	Community free, up to 20 users and 10 database instances. Pro $20 per user per month, cancellable at any time. Enterprise quoted, yearly.
Liquibase	Not published. The paid product is now Liquibase Secure, in Starter, Growth, Business and Enterprise tiers, licensed by number of applications and database types and quoted by sales. Starter and Growth are restricted to companies under $1bn revenue, and implementation services are billed separately. There is no “$500 per target” Pro plan.
Redgate Flyway	Not published. Community edition is free; Enterprise, which is the tier with Undo script auto-generation, is quoted.
Redgate SQL Change Automation	Retired from sale. See the note in its section above.
DBmaestro	Not published. Licensed by the number of environments, meaning database or schema connections, in your release pipelines. Quoted.

For teams just starting out with database CI/CD, Liquibase, Flyway, and Bytebase all have free community or open-source editions. Note that the free tier and the quoted tier are different products in each case, and the features that matter for compliance work sit in the paid ones.

Conclusion

Effectively managing database changes within CI/CD pipelines is achievable with the right tools. The five options discussed – Liquibase, Flyway, Redgate SQL Change Automation (now retired from sale, superseded by Redgate Flyway Enterprise), DBmaestro, and Bytebase – tackle common challenges like drift detection, automated rollbacks, and policy enforcement, all of which are critical to minimizing deployment failures and production downtime.

Each tool shines in different scenarios, making it easier to align solutions with your team’s specific needs. For smaller to mid-sized teams working across various database platforms, Liquibase and Flyway are excellent choices, especially since both offer free community editions for trial use. Developer-focused teams that treat database schema as code will appreciate how GitOps-friendly tools like Flyway and Liquibase integrate seamlessly with platforms such as GitHub Actions, GitLab, and Azure DevOps. On the other hand, enterprises with strict compliance requirements (e.g., SOX, HIPAA, GDPR) may find Liquibase Secure and DBmaestro especially useful for their tamper-evident audit logs and automated policy checks.

For multi-tenant SaaS companies managing numerous regional databases, Bytebase’s Database Groups feature stands out, enabling controlled rollouts across thousands of instances. The percentage improvements this article used to quote for Flyway and Liquibase came from vendor marketing with no study attached, so they have been removed.

If you’re starting out, focus on automating less critical database objects first. This approach helps build confidence before moving on to core production schemas. Drift detection should also be prioritized early on, as manual hotfixes are a frequent cause of deployment failures. Whether you prefer a UI-driven workflow (offered by Bytebase or DBmaestro) or a GitOps-based approach (with Flyway or Liquibase), integrating database changes into your CI/CD pipeline is key to smoother, more reliable deployments.

FAQs

How do CI/CD tools manage database rollbacks?

CI/CD tools handle database rollbacks by offering features such as version control, targeted rollbacks, and automated processes. These functionalities enable teams to undo specific changes or migrations, ensuring smooth deployments while protecting data integrity.

For instance, some tools rely on versioned or undo scripts to safely reverse changes, while others manage dependencies to ensure schema alterations can be rolled back without complications. This approach simplifies the rollback process, minimizes risks, and keeps database changes well-organized within CI/CD pipelines.

What’s the difference between state-based and migration-based approaches in managing database changes?

When it comes to managing database changes, state-based and migration-based approaches take distinct paths.

State-based methods focus on comparing the existing database schema with a target model. From there, they automatically generate the necessary changes to bring the two into alignment. While this method is efficient and quick, it doesn’t offer much flexibility for fine-tuning individual updates.

On the other hand, migration-based methods handle changes incrementally through scripts. These scripts let you manage updates step by step, offering more control over the process. You can track, adjust, and even reorder specific changes, making this approach particularly useful in complex systems or team-based projects.

How do these tools support compliance with regulations like GDPR or SOX?

These tools simplify the process of meeting regulations like GDPR and SOX by embedding security, governance, and audit controls directly into database change workflows. They take care of automating and documenting every change, making sure modifications are fully traceable, auditable, and in line with regulatory standards.

With features like role-based access, version tracking, and automated reporting, these tools give organizations complete oversight and control over database updates, helping to minimize the risk of falling out of compliance.