{"data":{"slug":"ploomber-ploomber","name":"ploomber","tagline":"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.","github_url":"https://github.com/ploomber/ploomber","owner":"ploomber","repo":"ploomber","owner_avatar_url":"https://avatars.githubusercontent.com/u/60114551?v=4","primary_language":"Python","stars":3620,"forks":243,"topics":["data-engineering","data-science","jupyter","jupyter-notebooks","machine-learning","mlops","notebooks","papermill","pipelines","pycharm","vscode","workflow"],"archived":true,"github_pushed_at":"2025-05-29T22:02:03+00:00","maintenance_label":"Archived","stars_delta_30d":-2,"url":"https://www.graphcanon.com/tools/ploomber-ploomber","markdown_url":"https://www.graphcanon.com/tools/ploomber-ploomber.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/ploomber-ploomber","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=ploomber-ploomber","description":"The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️","homepage_url":"https://docs.ploomber.io","license":"Apache-2.0","open_issues":110,"watchers":2,"ai_summary":"Ploomber is a Python-based tool for developing and deploying data pipelines with support for iterative development, Jupyter notebooks, and integration with IDEs like PyCharm and VSCode.","readme_excerpt":"## Installation\n\n*Compatible with Python 3.7 and higher.*\n\nInstall with `pip`:\n\n```sh\npip install ploomber\n```\n\nOr with `conda`:\n\n```sh\nconda install ploomber -c conda-forge\n```","github_created_at":"2020-01-20T20:13:06+00:00","created_at":"2026-07-11T23:30:33.015362+00:00","updated_at":"2026-09-29T06:00:36.504735+00:00","categories":[{"slug":"developer-tools","name":"Developer Tools","url":"https://www.graphcanon.com/categories/developer-tools","markdown_url":"https://www.graphcanon.com/categories/developer-tools.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/developer-tools"}],"tags":[{"slug":"data-engineering","name":"data-engineering"},{"slug":"data-science","name":"data-science"},{"slug":"jupyter-notebooks","name":"jupyter-notebooks"},{"slug":"machine-learning","name":"machine-learning"},{"slug":"mlops","name":"mlops"}],"trust":{"provenance":{"is_fork":false,"github_id":235190220,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-29T06:00:35.737Z","maintenance":{"label":"Archived","score":8,"methodology":"github_public_v1","releases_90d":0,"days_since_push":487,"last_release_at":null,"stars_delta_30d":-2,"open_issues_delta_30d":0},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T23:30:34.705Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-29T06:00:36.184Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-09-29T06:00:36.184Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-09-29T06:00:36.184Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":{"notes":["Works with Python versions 3.7 and higher."],"min_ram_gb":null,"requires_docker":false},"constraints":{"min_ram_gb":null,"requires_docker":false},"when_to_use":["Use Ploomber when you need to iteratively develop and test data pipelines using Python, as it provides native support for such workflows.","Opt for Ploomber if you are working within a Jupyter notebook environment since it integrates seamlessly with notebooks, allowing the execution of pipeline steps directly from these environments."],"when_not_to_use":["Avoid Ploomber if your development process does not involve iterative testing or if direct integration with Jupyter notebooks is unnecessary.","Do not use Ploomber if you prefer a non-IDE environment and you do not need Python's ecosystem for building data pipelines, as it heavily integrates with IDEs like PyCharm and VSCode."],"source":"enrich:decision_facts","observed_at":"2026-07-12T13:22:20.688Z"},"constraint_facets":{"min_ram_gb":null,"requires_docker":false},"decision_summary":[{"label":"Requirements","value":"Works with Python versions 3.7 and higher."},{"label":"Adopt for","value":"Ploomber is a Python-based tool that specializes in iterative development and deployment of data pipelines, supporting Jupyter notebooks and integrating smoothly with popular IDEs like PyCharm and VSCode."},{"label":"License detail","value":"Ploomber operates under the Apache License 2.0 which allows free use, modification and distribution, provided that any redistributed code includes an acknowledgement of the original license."}]}}