{"adoption": {"forks": 230, "observed_at": "2026-08-28T04:04:24.666447+00:00", "stars": 1333}, "canonical_url": "https://ross.abutalabs.com/products/digdag", "card": {"archived": false, "artifact_type": "application", "description": "Workload Automation System", "domain": ["self-hosted"], "enriched": true, "function": ["workflow-automation", "scheduling", "etl", "cli", "web-framework"], "health_score": 79, "homepage": "https://www.digdag.io/", "language": "Java", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["treasure-data/digdag"], "name": "treasure-data/digdag", "platform": ["jvm", "cross-platform", "self-hosted"], "pushed_at": "2026-06-30T13:27:18+00:00", "repo": "treasure-data/digdag", "stars": 1333, "tags": ["workflow-engine", "dag", "job-scheduler", "data-pipelines", "cron-replacement", "workflow-as-code", "automation", "data-engineering", "devops", "docker"], "topics": ["digdag"], "urls": [], "use_cases": ["replace cron jobs with dependency-aware scheduled workflows", "orchestrate data engineering ETL pipelines across clouds", "coordinate machine learning training pipelines", "automate IT operations tasks with retries and error handling", "run workflows as code with versioning and rollbacks", "schedule and monitor batch analytics jobs"], "what_it_is": "Digdag is an open-source workload automation system for building, running, scheduling, and monitoring task pipelines as directed acyclic graphs (DAGs). It is written in Java, offers a CLI, server mode with a REST API and admin UI, and native Python and Ruby scripting support.", "when_to_avoid": ["you want a large active ecosystem or frequent new features", "you need Kubernetes-native orchestration like Argo Workflows", "you prefer defining workflows in Python-only frameworks like Airflow or Prefect"], "when_to_choose": ["you need DAG-based dependency resolution instead of timing cron jobs", "you want a self-hosted scheduler with a web UI and REST API", "your pipelines mix Python, Ruby, shell, and cloud services like S3, Redshift, or BigQuery", "you need workflow-as-code with revisions, backfills, and resumable failures"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/digdag", "repo": "treasure-data/digdag", "role": "main", "score": 63}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:24.666447+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:44:55.489048+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cd5ec0409b7aac7b234709fb4419340b7d8c6ac75b705088cd5236650f8624fe", "fetched_at": "2026-08-28T04:04:24.666447+00:00", "kind": "readme", "missing": false, "url": "https://github.com/treasure-data/digdag"}, {"content_hash": "59b3437d227c6240df5f9a3f0344895845bba152816420032a31bed288f580d3", "fetched_at": "2026-08-29T12:04:06.047517+00:00", "kind": "homepage", "missing": false, "url": "https://www.digdag.io/"}, {"content_hash": "617c834a94ab814d3201f95a11490558f59bd0d0f6b1a93134a630f1f80d57a7", "fetched_at": "2026-08-29T12:04:06.049974+00:00", "kind": "site_page", "missing": false, "url": "http://docs.digdag.io/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 90, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4002, "days_push": 64, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 63, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}