{"adoption": {"forks": 1071, "observed_at": "2026-08-28T04:10:44.910384+00:00", "stars": 10971}, "canonical_url": "https://ross.abutalabs.com/products/kedro", "card": {"archived": false, "artifact_type": "framework", "description": "Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.", "domain": ["machine-learning", "data-science", "developer-tools"], "enriched": true, "function": ["etl", "workflow-automation", "data-science", "machine-learning", "developer-tools"], "health_score": 99, "homepage": "https://kedro.org", "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "stable", "member_repos": ["kedro-org/kedro"], "name": "kedro-org/kedro", "platform": ["python", "windows", "cross-platform"], "pushed_at": "2026-08-26T17:45:24+00:00", "repo": "kedro-org/kedro", "stars": 10971, "tags": ["data-pipelines", "mlops", "data-catalog", "pipeline-orchestration", "project-template", "kedro-viz", "data-engineering", "automation", "linux", "macos"], "topics": ["kedro", "hacktoberfest", "mlops", "python", "machine-learning", "machine-learning-engineering", "agentic-ai", "agentic-workflow", "data-pipelines"], "urls": [], "use_cases": ["build reproducible data science pipelines in python", "structure a machine learning project for production", "create modular data engineering pipelines", "manage data loading and saving across s3, gcp, and azure", "standardize analytics code across a team", "transition exploratory notebooks into maintainable pipelines", "visualize data pipeline dependencies and lineage"], "what_it_is": "Kedro is an open-source Python framework for building production-ready data engineering and data science pipelines using software engineering best practices. It provides project scaffolding, a Data Catalog for data connectors, and modular pipeline abstractions with nodes and dependency resolution.", "when_to_avoid": ["you need a full workflow scheduler with cron-style triggers - pair Kedro with Airflow instead", "you only need lightweight ad-hoc scripting without project structure", "your stack is not Python-based"], "when_to_choose": ["you need reproducible, maintainable data or ML pipelines in Python", "you want standardized project structure for a data science team", "you need a data catalog abstracting many file formats and cloud storage backends", "you want to move from notebooks to production-ready code"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/kedro", "repo": "kedro-org/kedro", "role": "main", "score": 92}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.910384+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:17:16.451770+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1aee844df6efad279efef0696a562a598254b7ae2f2bfbbad5f2c6f3e6bfbce8", "fetched_at": "2026-08-28T04:10:44.910384+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kedro-org/kedro"}, {"content_hash": "784b56599635c6a390b493e6e94d426c95d478e61b0b7d58d59791d978a5b705", "fetched_at": "2026-08-29T08:16:00.242935+00:00", "kind": "homepage", "missing": false, "url": "https://kedro.org"}, {"content_hash": "d20c60b09c2361a271f663fd906a91d7c7882b538abfb2834d4086400d83a00a", "fetched_at": "2026-08-29T08:16:00.252245+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable"}, {"content_hash": "be11098fc397e8bf3f36e8956f40a7c11b2feb6a3ef783227cfd3ea3dbefab56", "fetched_at": "2026-08-29T08:16:00.254156+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/kedro_concepts"}, {"content_hash": "88de5bdbd33407c053257ccfb6247f3224d51ff8194742563b3a9a1761f6b395", "fetched_at": "2026-08-29T08:16:00.256116+00:00", "kind": "site_page", "missing": false, "url": "https://docs.kedro.org/en/stable/getting-started/install"}, {"content_hash": "6df409d6cb1cec83b630b61a2374837978c2480428a61ac5c9f4b3bfcb29ac93", "fetched_at": "2026-08-29T08:16:00.257954+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/kedro/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 78}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2694, "days_push": 7, "days_rel": 65, "gap_med": 43.5, "n_releases_24m": 15}, "score": 92, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}