{
  "id": "tool:prefect",
  "_kind": "Tool",
  "_file": "domain/tools/tools-data-serverless.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Prefect",
    "homepageUrl": "https://www.prefect.io",
    "kind": "other",
    "description": "Modern workflow orchestration platform for building, scheduling, and monitoring data workflows.\nOffers a Python-native API for defining flows and tasks with automatic retries, caching, and concurrency.\nProvides a managed cloud UI for visibility into workflow state, runs, and infrastructure.\n"
  },
  "outgoingEdges": [
    {
      "from": "tool:prefect",
      "to": "language:python",
      "kind": "belongs_to_language"
    },
    {
      "from": "tool:prefect",
      "to": "skill-area:etl-pipelines",
      "kind": "used_for"
    },
    {
      "from": "tool:prefect",
      "to": "skill-area:event-driven-architecture",
      "kind": "used_for"
    },
    {
      "from": "tool:prefect",
      "to": "tool:dagster",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Data orchestration — Prefect is task-centric; Dagster is asset-centric"
      }
    },
    {
      "from": "tool:prefect",
      "to": "tool:airflow",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Data orchestration — Prefect is Python-native; Airflow uses DAGs"
      }
    },
    {
      "from": "tool:prefect",
      "to": "tool:apache-beam",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Data pipeline tools"
      }
    },
    {
      "from": "tool:prefect",
      "to": "tool:temporal",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Workflow orchestration platforms"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "stack-part:scheduler",
      "to": "tool:prefect",
      "kind": "implemented_by",
      "attributes": {}
    },
    {
      "from": "tool:temporal",
      "to": "tool:prefect",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Workflow orchestration platforms"
      }
    },
    {
      "from": "tool:airflow",
      "to": "tool:prefect",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Data orchestration — Airflow uses DAGs; Prefect is Python-native"
      }
    },
    {
      "from": "tool:dagster",
      "to": "tool:prefect",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Data orchestration — Dagster is asset-centric; Prefect is task-centric"
      }
    },
    {
      "from": "tool:apache-beam",
      "to": "tool:prefect",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Data pipeline tools"
      }
    },
    {
      "from": "tool-server:mcp-prefect",
      "to": "tool:prefect",
      "kind": "integrates_with",
      "attributes": {}
    }
  ]
}