---
headline: Backend | Opik Documentation
og:description: Learn how to contribute to the Opik backend, enhancing data handling
  and API functionality in this Java application.
og:site_name: Opik Documentation
og:title: Contribute to the Opik Backend Development
title: Backend
canonical-url: https://www.comet.com/docs/opik/contributing/guides/backend
---

# Contributing to the Backend

This guide will help you get started with contributing to the Opik backend.

<Tip>
  Before you start, please review our general [Contribution Overview](/v1/contributing/overview) and the [Contributor
  License Agreement (CLA)](https://github.com/comet-ml/opik/blob/main/CLA.md).
</Tip>

## Project Structure

The Opik backend is a Java application (source in `apps/opik-backend`) that forms the core of the Opik platform. It handles data ingestion, storage, API requests, and more.

## Setting Up Your Development Environment

We provide multiple ways to develop the backend. Choose the approach that best fits your workflow:

<Tabs>
  <Tab value="Local Process Mode" title="Local Process Mode (Recommended)">
    **Best for rapid development**

    This mode runs the backend as a local process while infrastructure and other services run in Docker:

    <Tabs>
      <Tab title="Linux/Mac">
        ```bash
        # From repository root - restart everything
        scripts/dev-runner.sh --be-only-restart

        # Or just start (faster if already built)
        scripts/dev-runner.sh --be-only-start
        ```
      </Tab>
      <Tab title="Windows">
        ```powershell
        # From repository root - restart everything
        scripts\dev-runner.ps1 --be-only-restart

        # Or just start (faster if already built)
        scripts\dev-runner.ps1 --be-only-start
        ```
      </Tab>
    </Tabs>

    The backend API will be accessible at `http://localhost:8080`.

    **Benefits:**
    - Fast rebuilds and restarts
    - Easy debugging
    - Faster code changes without Docker container rebuilds

    **Prerequisites:**
    - Java Development Kit (JDK) 25
    - Apache Maven 3.8+
  </Tab>

  <Tab value="Docker Mode" title="Docker Mode">
    **Best for testing the complete system end to end**

    This mode runs everything in Docker containers:

    <Tabs>
      <Tab title="Linux/Mac">
        ```bash
        # From repository root
        ./opik.sh --build

        # Or start without rebuilding
        ./opik.sh
        ```
      </Tab>
      <Tab title="Windows">
        ```powershell
        # From repository root
        .\opik.ps1 --build

        # Or start without rebuilding
        .\opik.ps1
        ```
      </Tab>
    </Tabs>

    The backend API will be accessible at `http://localhost:8080`.

    **Benefits:**
    - Closest to production environment
    - No local Java/Maven installation needed
    - Consistent environment across team

    **Prerequisites:**
    - Docker and Docker Compose
  </Tab>

  <Tab value="Manual Setup" title="Manual Setup">
    **Best for understanding the build process**

    Set up each component manually:

    <Tabs>
      <Tab title="Linux/Mac">
        1. **Start infrastructure services:** The backend relies on Clickhouse, MySQL, and Redis etc.
           ```bash
           ./opik.sh --infra --port-mapping
           ```

        2. **Build the backend:**
           ```bash
           cd apps/opik-backend
           mvn clean install
           ```

        3. **Run database migrations:**
           ```bash
           # MySQL migrations
           java -jar target/opik-backend-*.jar db migrate config.yml

           # ClickHouse migrations
           java -jar target/opik-backend-*.jar dbAnalytics migrate config.yml
           ```

        4. **Start the backend:**
           ```bash
           java -jar target/opik-backend-*.jar server config.yml
           ```
      </Tab>
      <Tab title="Windows">
        1. **Start infrastructure services:** The backend relies on Clickhouse, MySQL, and Redis etc.
           ```powershell
           .\opik.ps1 --infra --port-mapping
           ```

        2. **Build the backend:**
           ```powershell
           cd apps\opik-backend
           mvn clean install
           ```

        3. **Run database migrations:**
           ```powershell
           # MySQL migrations
           java -jar target\opik-backend-*.jar db migrate config.yml

           # ClickHouse migrations
           java -jar target\opik-backend-*.jar dbAnalytics migrate config.yml
           ```

        4. **Start the backend:**
           ```powershell
           java -jar target\opik-backend-*.jar server config.yml
           ```
      </Tab>
    </Tabs>

    The backend API will be accessible at `http://localhost:8080`.

    **Prerequisites:**
    - Java Development Kit (JDK) 25
    - Apache Maven 3.8+
    - Docker and Docker Compose (for infrastructure)
  </Tab>
</Tabs>

For comprehensive documentation on all development modes, troubleshooting, and advanced workflows, see our [Local Development Guide](/v1/contributing/guides/local-development).

### 4. Code Formatting

We use Spotless for code formatting. Before submitting a PR, please ensure your code is formatted correctly:

<Tabs>
  <Tab value="Using dev-runner" title="Using dev-runner (Recommended)">
    <Tabs>
      <Tab title="Linux/Mac">
        ```bash
        # From repository root
        scripts/dev-runner.sh --lint-be
        ```
      </Tab>
      <Tab title="Windows">
        ```powershell
        # From repository root
        scripts\dev-runner.ps1 --lint-be
        ```
      </Tab>
    </Tabs>
  </Tab>
  <Tab value="Manual Maven" title="Manual Maven">
    ```bash
    cd apps/opik-backend
    mvn spotless:apply
    ```
  </Tab>
</Tabs>

Our CI (Continuous Integration) will check formatting using `mvn spotless:check` and fail the build if it's not correct.

### 5. Running Tests

Ensure your changes pass all backend tests:

```bash
cd apps/opik-backend
mvn test
```

Tests leverage the `testcontainers` library to run integration tests against real instances of external services (Clickhouse, MySQL, etc.). Ports for these services are randomly assigned by the library during tests to avoid conflicts.

### 6. Submitting a Pull Request

After implementing your changes, ensuring tests pass, and code is formatted, commit your work and open a Pull Request against the `main` branch of the `comet-ml/opik` repository.

## Advanced Backend Topics

<AccordionGroup>
  <Accordion title="Health Check">
    To check the health of your locally running backend application, you can access the health check endpoint in your browser or via `curl` at `http://localhost:8080/healthcheck`.
  </Accordion>

  <Accordion title="Database Migrations (Liquibase)">
    Opik uses [Liquibase](https://www.liquibase.com/) for managing database schema changes (DDL migrations) for both MySQL and ClickHouse.

    - **Location**: Migrations are located at `apps/opik-backend/src/main/resources/liquibase/{{DB}}/migrations` (where `{{DB}}` is `db` for MySQL or `dbAnalytics` for ClickHouse).
    - **Automation**: Execution is typically automated via the `apps/opik-backend/run_db_migrations.sh` script, Docker images, and Helm charts in deployed environments.
    
    **Running Migrations in Local Development:**

    <Tabs>
      <Tab value="Using dev-runner" title="Using dev-runner (Recommended)">
        <Tabs>
          <Tab title="Linux/Mac">
            ```bash
            # From repository root
            scripts/dev-runner.sh --migrate
            ```
          </Tab>
          <Tab title="Windows">
            ```powershell
            # From repository root
            scripts\dev-runner.ps1 --migrate
            ```
          </Tab>
        </Tabs>

        This command will:
        - Start infrastructure services if needed
        - Build the backend if no JAR file exists
        - Run both MySQL and ClickHouse migrations automatically
      </Tab>
      <Tab value="Manual Execution" title="Manual Execution">
        To run DDL migrations manually (replace `{project.pom.version}` and `{database}` as needed):

        - **Check pending migrations:** `java -jar target/opik-backend-{project.pom.version}.jar {database} status config.yml`
        - **Run migrations:** `java -jar target/opik-backend-{project.pom.version}.jar {database} migrate config.yml`
        - **Create schema tag:** `java -jar target/opik-backend-{project.pom.version}.jar {database} tag config.yml {tag_name}`
        - **Rollback migrations:** 
          - `java -jar target/opik-backend-{project.pom.version}.jar {database} rollback config.yml --count 1`
          - OR `java -jar target/opik-backend-{project.pom.version}.jar {database} rollback config.yml --tag {tag_name}`

        Where `{database}` is either `db` (for MySQL) or `dbAnalytics` (for ClickHouse).
      </Tab>
    </Tabs>

    **Requirements for DDL Migrations:**
    - Must be backward compatible (new fields optional/defaulted, column removal in stages, no renaming of active tables/columns).
    - Must be independent of application code changes.
    - Must not cause downtime.
    - Must have a unique name.
    - Must contain a rollback statement (or use `empty` if Liquibase cannot auto-generate one). Refer to [Evolutionary Database Design](https://martinfowler.com/articles/evodb.html) and [Liquibase Rollback Docs](https://docs.liquibase.com/secure/user-guide-5-0/what-is-a-rollback).
    - For more complex migration, apply the transition phase. Refer to [Evolutionary Database Design](https://martinfowler.com/articles/evodb.html)

  </Accordion>

  <Accordion title="Data Migrations (DML)">
    DML (Data Manipulation Language) migrations are for changes to data itself, not the schema.
    
    - **Execution**: These are not run automatically. They must be run manually by a system admin using a database client.
    - **Documentation**: DML migrations are documented in `CHANGELOG.md` (link to GitHub: [CHANGELOG.md](https://github.com/comet-ml/opik/blob/main/CHANGELOG.md)) and the scripts are placed at
    `apps/opik-backend/data-migrations` along with detailed instructions.
    - **Requirements for DML Migrations**:
      * Must be backward compatible (no data deletion unless 100% safe, allow rollback, no performance degradation).
      * Must include detailed execution instructions.
      * Must be batched appropriately to avoid disrupting operations.
    * Must not cause downtime.
    * Must have a unique name.
    * Must contain a rollback statement.
  </Accordion>

  <Accordion title="Accessing ClickHouse Directly">
    You can query the ClickHouse REST endpoint directly. For example, to get the version:
    ```bash
    echo 'SELECT version()' | curl -H 'X-ClickHouse-User: opik' -H 'X-ClickHouse-Key: opik' 'http://localhost:8123/' -d @-
    ```
    Sample output: `23.8.15.35`
  </Accordion>
</AccordionGroup>