Host Prefect server
Learn how to self-host your own Prefect server instance.
To self-host a Prefect server instance on Kubernetes, check out the prefect-server Helm chart.
After installing Prefect, you have a Python SDK client that can communicate with either Prefect Cloud or a self-hosted Prefect server, backed by a database and a UI.
Prefect Cloud and self-hosted Prefect server share a common set of capabilities. Prefect Cloud provides the additional features required by organizations such as RBAC, Audit logs, and SSO. See the Prefect Cloud overview for more information.
Self-host a Prefect server
- Spin up a self-hosted Prefect server instance UI with the
prefect server start
CLI command in the terminal:
- Open the URL for the Prefect server UI (http://127.0.0.1:4200 by default) in a browser.
- Shut down the Prefect server with ctrl + c in the terminal.
Configure self-hosted Prefect server
Go to your terminal session and run this command to set the API URL to point to a self-hosted Prefect server instance:
You must set the API server address, PREFECT_API_URL
, to use Prefect within a container, such as a Docker container.
You can save the API server address in a Prefect profile. Whenever that profile is active, the API endpoint is at that address.
See Profiles and configuration for more information on profiles and configurable Prefect settings.
The Prefect database
The Prefect database persists data to track the state of your flow runs and related Prefect concepts, including:
- Flow run and task run state
- Run history
- Logs
- Deployments
- Flow and task run concurrency limits
- Storage blocks for flow and task results
- Variables
- Artifacts
- Work pool status
Prefect supports the following databases:
- SQLite (default in Prefect): Recommended for lightweight, single-server deployments. SQLite requires essentially no setup.
- PostgreSQL: Best for connecting to external databases, but requires additional setup (such as Docker).
Prefect uses the
pg_trgm
extension, so it must be installed and enabled.
Using the database
A local SQLite database is the default database and is configured upon Prefect installation.
The database is located at ~/.prefect/prefect.db
by default.
To reset your database, run the CLI command:
This command clears all data and reapplies the schema.
Database settings
Prefect provides several settings for configuring the database. The default settings are:
Save a setting to your active Prefect profile with prefect config set
.
Configure a PostgreSQL database
Connect Prefect to a PostgreSQL database by setting the following environment variable:
The above environment variable assumes:
- You have a username called
postgres
- Your password is set to
yourTopSecretPassword
- Your database runs on the same host as the Prefect server instance,
localhost
- You use the default PostgreSQL port
5432
- Your PostgreSQL instance has a database called
prefect
Quickstart: configure a PostgreSQL database with Docker
Start a PostgreSQL instance to use as your Prefect database with the following command (which starts a Docker container running PostgreSQL):
The above command:
- Pulls the latest version of the official
postgres
Docker image, which is compatible with Prefect. - Starts a container with the name
prefect-postgres
. - Creates a database
prefect
with a userpostgres
andyourTopSecretPassword
password. - Mounts the PostgreSQL data to a Docker volume called
prefectdb
to provide persistence if you ever have to restart or rebuild that container.
Run the command below to set your current Prefect Profile to the PostgreSQL database instance running in your Docker container.
Confirm your PostgreSQL database configuration
Inspect your Prefect profile to confirm that the environment variable has been properly set:
Start the Prefect server to use your PostgreSQL database instance:
In-memory database
To use an in-memory SQLite database, set the following environment variable:
Use SQLite database for testing only
SQLite does not support multiprocessing. For high orchestration volume, use PostgreSQL.
Migrations
Prefect uses Alembic to manage database migrations. Alembic is a database migration tool to use with the SQLAlchemy Database Toolkit for Python. Alembic provides a framework for generating and applying schema changes to a database.
Apply migrations to your database with the following commands:
To upgrade:
To downgrade:
Use the -r
flag to specify a specific migration version to upgrade or downgrade to.
For example, to downgrade to the previous migration version, run:
or to downgrade to a specific revision:
To downgrade all migrations, use the base
revision.
See the contributing docs to learn how to create a database migration.
Prefect server installation notes
Your self-hosted server must meet the following requirements and configuration settings.
SQLite
SQLite is not packaged with the Prefect installation. But most systems already have SQLite installed, and it is typically bundled with Python.
If you self-host a Prefect server instance with a SQLite database, certain Linux versions of SQLite can be problematic. Compatible versions include Ubuntu 22.04 LTS and Ubuntu 20.04 LTS.
To confirm SQLite is installed, run:
Use a self-signed SSL certificate
When using a self-signed SSL certificate, you need to configure your environment to trust the certificate.
Add the certificate to your system bundle and point your tools to use that bundle by configuring the
SSL_CERT_FILE
environment variable.
If the certificate is not part of your system bundle, set the
PREFECT_API_TLS_INSECURE_SKIP_VERIFY
to True
to disable certificate verification altogether.
Disabling certificate validation is insecure and only suggested as an option for testing.
Proxies
Prefect supports communicating with proxies through environment variables.
Whether you use a Prefect Cloud account or self-host a Prefect server instance, set HTTPS_PROXY
and
SSL_CERT_FILE
in your environment.
Then the underlying network libraries will route Prefect’s requests appropriately.
Alternatively, the Prefect library connects to the API through any proxies you have listed in the HTTP_PROXY
or
ALL_PROXY
environment variables.
You may also use the NO_PROXY
environment variable to specify which hosts should not pass through the proxy.
For more information about these environment variables, see the cURL documentation.
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