Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

PyPI Downloads

Installation · Quickstart · Build workflows · Deploy workflows · Prefect Cloud

Prefect

Prefect is a workflow orchestration framework for building data pipelines in Python. It's the simplest way to elevate a script into a production workflow. With Prefect, you can build resilient, dynamic data pipelines that react to the world around them and recover from unexpected changes.

With just a few lines of code, data teams can confidently automate any data process with features such as scheduling, caching, retries, and event-based automations.

Workflow activity is tracked and can be monitored with a self-hosted Prefect server instance or managed Prefect Cloud dashboard.

[!TIP] Prefect flows can handle retries, dependencies, and even complex branching logic

Check our docs or see the example below to learn more!

Getting started

Prefect requires Python 3.10+. To install the latest version of Prefect, run one of the following commands:

pip install -U prefect
uv add prefect

Then create and run a Python file that uses Prefect flow and task decorators to orchestrate and observe your workflow - in this case, a simple script that fetches the number of GitHub stars from a repository:

from prefect import flow, task
import httpx


@task(log_prints=True)
def get_stars(repo: str):
    url = f"https://api.github.com/repos/{repo}"
    count = httpx.get(url).json()["stargazers_count"]
    print(f"{repo} has {count} stars!")


@flow(name="GitHub Stars")
def github_stars(repos: list[str]):
    for repo in repos:
        get_stars(repo)


# run the flow!
if __name__ == "__main__":
    github_stars(["PrefectHQ/prefect"])

Fire up a Prefect server and open the UI at http://localhost:4200 to see what happened:

prefect server start

To run your workflow on a schedule, turn it into a deployment and schedule it to run every minute by changing the last line of your script to the following:

if __name__ == "__main__":
    github_stars.serve(
        name="first-deployment",
        cron="* * * * *",
        parameters={"repos": ["PrefectHQ/prefect"]}
    )

You now have a process running locally that is looking for scheduled deployments! Additionally you can run your workflow manually from the UI or CLI. You can even run deployments in response to events.

[!TIP] Where to go next - check out our documentation to learn more about:

Prefect Cloud

Prefect Cloud provides workflow orchestration for the modern data enterprise. By automating over 200 million data tasks monthly, Prefect empowers diverse organizations — from Fortune 50 leaders such as Progressive Insurance to innovative disruptors such as Cash App — to increase engineering productivity, reduce pipeline errors, and cut data workflow compute costs.

Read more about Prefect Cloud here or sign up to try it for yourself.

prefect-client

If your use case is geared towards communicating with Prefect Cloud or a remote Prefect server, check out our prefect-client. It is a lighter-weight option for accessing client-side functionality in the Prefect SDK and is ideal for use in ephemeral execution environments.

Connect & Contribute

Join a thriving community of over 25,000 practitioners who solve data challenges with Prefect. Prefect's community is built on collaboration, technical innovation, and continuous improvement.

Community Resources

🌐 Explore the Documentation - Comprehensive guides and API references
💬 Join the Slack Community - Connect with thousands of practitioners
🤝 Contribute to Prefect - Help shape the future of the project
🔌 Support or create a new Prefect integration - Extend Prefect's capabilities
📋 Tail the Dev Log - Prefect's open source development blog

Stay Informed

📥 Subscribe to our Newsletter - Get the latest Prefect news and updates
📣 X and Bluesky - Latest updates and announcements
📺 YouTube - Video tutorials and webinars
📱 LinkedIn - Professional networking and company news

Your contributions, questions, and ideas make Prefect better every day. Whether you're reporting bugs, suggesting features, or improving documentation, your input is invaluable to the Prefect community.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

prefect-3.8.5.dev5.tar.gz (14.6 MB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

prefect-3.8.5.dev5-py3-none-any.whl (15.6 MB view details)

Uploaded Python 3

File details

Details for the file prefect-3.8.5.dev5.tar.gz.

File metadata

  • Download URL: prefect-3.8.5.dev5.tar.gz
  • Upload date:
  • Size: 14.6 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for prefect-3.8.5.dev5.tar.gz
Algorithm Hash digest
SHA256 826ec7995bda8c8ed7647bef0058a314d2ba8dad2384e59e81bf5deeb8d63fb3
MD5 7dd760ce524ded7344b91b22224db58e
BLAKE2b-256 5c9ec9968f70dfcd4db49f7023c20cd8a00316ec0feaa2e05e78ec03942fd67e

See more details on using hashes here.

Provenance

The following attestation bundles were made for prefect-3.8.5.dev5.tar.gz:

Publisher: python-package.yaml on PrefectHQ/prefect

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file prefect-3.8.5.dev5-py3-none-any.whl.

File metadata

  • Download URL: prefect-3.8.5.dev5-py3-none-any.whl
  • Upload date:
  • Size: 15.6 MB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for prefect-3.8.5.dev5-py3-none-any.whl
Algorithm Hash digest
SHA256 0fed3e13f97844a5ff9df6a1c64b30c1c7fabfada2258e52fe902839f0626953
MD5 645c205cfb581e0a2b9caabeef84793f
BLAKE2b-256 6347b0fcb0c367ddd27e502a2e99d027bf9cb9e7a68551fadd924962ac10bac8

See more details on using hashes here.

Provenance

The following attestation bundles were made for prefect-3.8.5.dev5-py3-none-any.whl:

Publisher: python-package.yaml on PrefectHQ/prefect

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

This release

3.8.5.dev5 This release

2 files

3.8.4

2 files

3.8.3

2 files

3.8.2

2 files

3.8.1

2 files

3.8.0

2 files

3.7.8

2 files

3.7.7

2 files

3.7.6

2 files

3.7.5

2 files

3.7.4

2 files

3.7.3

2 files

3.7.2

2 files

3.7.1

2 files

3.7.0

2 files

3.6.29

2 files

3.6.28

2 files

3.6.27

2 files

3.6.26

2 files

3.6.25

2 files

3.6.24

2 files

3.6.23

2 files

3.6.22

2 files

3.6.21

2 files

3.6.20

2 files

3.6.19

2 files

3.6.18

2 files

3.6.17

2 files

3.6.16

2 files

3.6.15

2 files

3.6.14

2 files

3.6.13

2 files

3.6.12

2 files

3.6.11

2 files

3.6.10

2 files

3.6.9

2 files

3.6.8

2 files

3.6.7

2 files

3.6.6

2 files

3.6.5

2 files

3.6.4

2 files

3.6.3

2 files

3.6.2

2 files

3.6.1

2 files

3.6.0

2 files

3.5.0

2 files

3.4.25

2 files

3.4.24

2 files

3.4.23

2 files

3.4.22

2 files

3.4.21

2 files

3.4.20

2 files

3.4.19

2 files

3.4.18

2 files

3.4.17

2 files

3.4.16

2 files

3.4.15

2 files

3.4.14

2 files

3.4.13

2 files

3.4.12

2 files

3.4.11

2 files

3.4.10

2 files

3.4.9

2 files

3.4.8

2 files

3.4.7

2 files

3.4.6

2 files

3.4.5

2 files

3.4.4

2 files

3.4.3

2 files

3.4.2

2 files

3.4.1

2 files

3.4.0

2 files

3.3.7

2 files

3.3.6

2 files

3.3.5

2 files

3.3.4

2 files

3.3.3

2 files

3.3.2

2 files

3.3.1

2 files

3.3.0

2 files

3.2.15

2 files

3.2.14

2 files

3.2.13

2 files

3.2.12

2 files

3.2.11

2 files

3.2.10

2 files

3.2.9

2 files

3.2.8

2 files

3.2.7

2 files

3.2.6

2 files

3.2.5

2 files

3.2.4

2 files

3.2.3

2 files

3.2.2

2 files

3.2.1

2 files

3.2.0

2 files

3.1.15

2 files

3.1.14

2 files

3.1.13

2 files

3.1.12

2 files

3.1.11

2 files

3.1.10

2 files

3.1.9

2 files

3.1.8

2 files

3.1.7

2 files

3.1.6

2 files

3.1.5

2 files

3.1.4

2 files

3.1.3

2 files

3.1.2

2 files

3.1.1

2 files

3.1.0

2 files

3.0.11

2 files

3.0.10

2 files

3.0.9

2 files

3.0.8

2 files

3.0.7

2 files

3.0.6

2 files

3.0.5

2 files

3.0.4

2 files

3.0.3

2 files

3.0.2

2 files

3.0.1

2 files

3.0.0

2 files

2.82

2 files

2.20.26

2 files

2.20.25

2 files

2.20.24

2 files

2.20.23

2 files

2.20.22

2 files

2.20.21

2 files

2.20.20

2 files

2.20.19

2 files

2.20.18

2 files

2.20.17

2 files

2.20.16

2 files

2.20.15

2 files

2.20.14

2 files

2.20.13

2 files

2.20.12

2 files

2.20.11

2 files

2.20.10

2 files

2.20.9

2 files

2.20.8

2 files

2.20.7

2 files

2.20.6

2 files

2.20.5

2 files

2.20.4

2 files

2.20.3

2 files

2.20.2

2 files

2.20.1

2 files

2.20.0

2 files

2.19.9

2 files

2.19.8

2 files

2.19.7

2 files

2.19.6

2 files

2.19.5

2 files

2.19.4

2 files

2.19.3

2 files

2.19.2

2 files

2.19.1

2 files

2.19.0

2 files

2.18.3

2 files

2.18.2

2 files

2.18.1

2 files

2.18.0

2 files

2.17.1

2 files

2.17.0

2 files

2.16.9

2 files

2.16.8

2 files

2.16.7

2 files

2.16.6

2 files

2.16.5

2 files

2.16.4

2 files

2.16.3

2 files

2.16.2

2 files

2.16.1

2 files

2.16.0

2 files

2.15.0

2 files

2.14.21

2 files

2.14.20

2 files

2.14.19

2 files

2.14.18

2 files

2.14.17

2 files

2.14.16

2 files

2.14.15

2 files

2.14.14

2 files

2.14.13

2 files

2.14.12

2 files

2.14.11

2 files

2.14.10

2 files

2.14.9

2 files

2.14.8

2 files

2.14.6

2 files

2.14.5

2 files

2.14.4

2 files

2.14.3

2 files

2.14.2

2 files

2.14.1

2 files

2.14.0

2 files

2.13.8

2 files

2.13.7

2 files

2.13.6

2 files

2.13.5

2 files

2.13.4

2 files

2.13.3

2 files

2.13.2

2 files

2.13.1

2 files

2.13.0

2 files

2.12.1

2 files

2.12.0

2 files

2.11.5

2 files

2.11.4

2 files

2.11.3

2 files

2.11.2

2 files

2.11.1

2 files

2.11.0

2 files

2.10.21

2 files

2.10.20

2 files

2.10.19

2 files

2.10.18

2 files

2.10.17

2 files

2.10.16

2 files

2.10.15

2 files

2.10.14

2 files

2.10.13

2 files

2.10.12

2 files

2.10.11

2 files

2.10.10

2 files

2.10.9

2 files

2.10.8

2 files

2.10.7

2 files

2.10.6

2 files

2.10.5

2 files

2.10.4

2 files

2.10.3

2 files

2.10.2

2 files

2.10.1

2 files

2.10.0

2 files

2.9.0

2 files

2.8.7

2 files

2.8.6

2 files

2.8.5

2 files

2.8.4

2 files

2.8.3

2 files

2.8.2

2 files

2.8.1

2 files

2.8.0

2 files

2.7.12

2 files

2.7.11

2 files

2.7.10

2 files

2.7.9

2 files

2.7.8

2 files

2.7.7

2 files

2.7.6

2 files

2.7.5

2 files

2.7.4

2 files

2.7.3

2 files

2.7.2

2 files

2.7.1

2 files

2.7.0

2 files

2.6.9

2 files

2.6.8

2 files

2.6.7

2 files

2.6.6

2 files

2.6.5

2 files

2.6.4

2 files

2.6.3

2 files

2.6.2

2 files

2.6.1

2 files

2.6.0

2 files

2.5.0

2 files

2.4.5

2 files

2.4.4

2 files

2.4.3

2 files

2.4.2

2 files

2.4.1

2 files

2.4.0

2 files

2.3.2

2 files

2.3.1

2 files

2.3.0

2 files

2.2.0

2 files

2.1.1

2 files

2.1.0

2 files

2.0.4

2 files

2.0.3

2 files

2.0.2

2 files

2.0.1

2 files

2.0.0

2 files

1.4.1

2 files

1.4.0

2 files

1.3.1

2 files

1.3.0

2 files

1.2.4

2 files

1.2.3

2 files

1.2.2

2 files

1.2.1

2 files

1.2.0

2 files

1.1.0

2 files

1.0.0

2 files

0.15.13

2 files

0.15.12

2 files

0.15.11

2 files

0.15.10

2 files

0.15.9

2 files

0.15.8

2 files

0.15.7

2 files

0.15.6

2 files

0.15.5

2 files

0.15.4

2 files

0.15.3

2 files

0.15.2

2 files

0.15.1

2 files

0.15.0

2 files

0.14.22

2 files

0.14.21

2 files

0.14.20

2 files

0.14.19

2 files

0.14.18

2 files

0.14.17

2 files

0.14.16

2 files

0.14.15

2 files

0.14.14

2 files

0.14.13

2 files

0.14.12

2 files

0.14.11

2 files

0.14.10

2 files

0.14.9

2 files

0.14.8

2 files

0.14.7

2 files

0.14.6

2 files

0.14.5

2 files

0.14.4

2 files

0.14.3

2 files

0.14.2

2 files

0.14.1

2 files

0.14.0

2 files

0.13.19

2 files

0.13.18

2 files

0.13.17

2 files

0.13.16

2 files

0.13.15

2 files

0.13.14

2 files

0.13.13

2 files

0.13.12

2 files

0.13.11

2 files

0.13.10

2 files

0.13.9

2 files

0.13.8

2 files

0.13.7

2 files

0.13.6

2 files

0.13.5

2 files

0.13.4

2 files

0.13.3

2 files

0.13.2

2 files

0.13.1

2 files

0.13.0

2 files

0.12.6

2 files

0.12.5

2 files

0.12.4

2 files

0.12.3

2 files

0.12.2

2 files

0.12.1

2 files

0.12.0

2 files

0.11.5

2 files

0.11.4

2 files

0.11.3

2 files

0.11.2

2 files

0.11.1

2 files

0.11.0

2 files

0.10.7

2 files

0.10.6

2 files

0.10.5

2 files

0.10.4

2 files

0.10.3

2 files

0.10.2

2 files

0.10.1

2 files

0.10.0

2 files

0.9.8

2 files

0.9.7

2 files

0.9.6

2 files

0.9.5

2 files

0.9.4

1 file

0.9.3

2 files

0.9.2

2 files

0.9.1

2 files

0.9.0

2 files

0.8.1

2 files

0.8.0

2 files

0.7.3

2 files

0.7.2

2 files

0.7.1

2 files

0.7.0

2 files

0.6.7

2 files

0.6.6

2 files

0.6.5

2 files

0.6.4

2 files

0.6.3

2 files

0.6.2

2 files

0.6.1

2 files

0.6.0

2 files

0.5.5

2 files

0.5.4

2 files

0.5.3

2 files

0.5.2

2 files

0.5.1

2 files

0.5.0

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page