Skip to main content

Write maintainable, production-ready pipelines using Jupyter or your favorite text editor. Develop locally, deploy to the cloud.

Project description

CI Linux CI macOS CI Windows Documentation Status PyPI Conda (channel only) Conda Coverage Twitter Binder Downloads

Join our community | Newsletter | Contact us | Docs | Blog | Website | YouTube

Ploomber is the fastest way to build data pipelines ⚡️. Use your favorite editor (Jupyter, VSCode, PyCharm) to develop interactively and deploy ☁️ without code changes (Kubernetes, Airflow, AWS Batch, and SLURM). Do you have legacy notebooks? Refactor them into modular pipelines with a single command.

Get Started

Installation

Compatible with Python 3.6 and higher.

Install with pip:

pip install ploomber

Or with conda:

conda install ploomber -c conda-forge

Getting started

Open a hosted JupyterLab instance:

image

or learn it locally in 2 minutes:

pip install ploomber --upgrade

python -m ploomber.onboard

What's next?

Ready to migrate your project? Click here.

Do you want to learn more? Check out the introductory tutorial.

Run more examples.

Community

Main Features

⚡️ Get started quickly

A simple YAML API to get started quickly, a powerful Python API for total flexibility.

https://user-images.githubusercontent.com/989250/150660813-fc289c6c-0ed5-432d-b6df-063ce98c0093.mp4

⏱ Shorter development cycles

Automatically cache your pipeline’s previous results and only re-compute tasks that have changed since your last execution.

https://user-images.githubusercontent.com/989250/150660820-9a3a0abd-5904-492b-97ff-5494285dfebf.mp4

☁️ Deploy anywhere

Run as a shell script in a single machine or distributively in Kubernetes, Airflow, AWS Batch, or SLURM.

https://user-images.githubusercontent.com/989250/150660830-3f81c9a2-5392-49e5-976d-cb8a38441ecb.mp4

📙 Automated migration from legacy notebooks

Bring your old monolithic notebooks, and we’ll automatically convert them into maintainable, modular pipelines.

https://user-images.githubusercontent.com/989250/150660840-b0c12f85-504c-4233-8c3d-6724d291f1aa.mp4

I want to migrate my notebook.

Show me a demo.

Resources

Project details


Release history Release notifications | RSS feed

Download files

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

Source Distribution

ploomber-0.19.4.tar.gz (279.9 kB view hashes)

Uploaded source

Built Distribution

ploomber-0.19.4-py3-none-any.whl (327.0 kB view hashes)

Uploaded py3

Supported by

AWS AWS Cloud computing Datadog Datadog Monitoring Facebook / Instagram Facebook / Instagram PSF Sponsor Fastly Fastly CDN Google Google Object Storage and Download Analytics Huawei Huawei PSF Sponsor Microsoft Microsoft PSF Sponsor NVIDIA NVIDIA PSF Sponsor Pingdom Pingdom Monitoring Salesforce Salesforce PSF Sponsor Sentry Sentry Error logging StatusPage StatusPage Status page