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Alternatives to Prefect

Prefect is a modern workflow orchestration framework for Python that enables data teams to build, schedule and monitor resilient data pipelines with features like retries, caching, and event-based automation. Find open source and proprietary alternatives that serve similar purposes.

License:Apache-2.0
Stars:19,445
Difficulty:Medium

Self-hosted alternatives to Prefect

Open source projects that can replace Prefect:

n8n logo

n8n

104,474
Sustainable Use License
n8n screenshot

n8n is a powerful workflow automation platform that gives technical teams the flexibility of code with the speed of no-code solutions. It provides extensive integration capabilities, native AI features, and can be self-hosted or used via cloud offering.

Key Features

  • Workflow Building:

    • Visual workflow editor
    • JavaScript/Python code nodes
    • 400+ integrations
    • Custom node creation
    • Error handling
    • Workflow versioning
  • AI Capabilities:

    • LangChain integration
    • Custom AI agents
    • Data processing
    • Model integration
    • Prompt management
    • AI workflow templates
  • Deployment Options:

    • Self-hosted installation
    • Cloud offering
    • Docker deployment
    • Air-gapped environments
    • Enterprise features
    • SSO support
  • Development Features:

    • NPM package support
    • Custom code execution
    • API integration
    • Webhook handling
    • Database connections
    • Real-time processing

Who Should Use n8n

n8n is ideal for:

  • Technical Teams needing code flexibility
  • Developers building automated workflows
  • Enterprise Organizations requiring control
  • System Integrators connecting services
  • DevOps Teams automating processes

Getting Started

The platform can be quickly deployed using npm or Docker with minimal configuration required. It provides a web-based workflow editor accessible through a browser interface.

Whether you're building simple automations or complex enterprise workflows, n8n provides the tools needed for sophisticated process automation while maintaining full control over your data and deployments.

Apache Airflow logo

Apache Airflow

40,445
Apache-2.0
Apache Airflow screenshot

Apache Airflow is a platform for programmatically authoring, scheduling and monitoring workflows. It allows you to define your workflows as Python code, making them maintainable, versionable, testable, and collaborative.

Key Features

  • Workflow Authoring:

    • Define workflows as Python DAGs (Directed Acyclic Graphs)
    • Rich set of operators and hooks for various integrations
    • Extensible through custom operators and hooks
    • Jinja templating support for dynamic configuration
  • Scheduling & Monitoring:

    • Flexible scheduling with cron-like syntax
    • Backfilling and catchup for historical runs
    • Rich UI for monitoring workflow status
    • REST API for programmatic control
    • Notifications and alerts
  • Execution & Scaling:

    • Multiple executor types (Local, Celery, Kubernetes)
    • Horizontal scaling with worker nodes
    • Task retries and error handling
    • Resource management and queueing
  • Enterprise Features:

    • Role-based access control (RBAC)
    • Audit logging
    • REST API authentication
    • External authentication support
    • Database backend support (PostgreSQL, MySQL)

Who Should Use Airflow

Airflow is ideal for:

  • Data Engineers building ETL/ELT pipelines
  • ML Engineers orchestrating training workflows
  • DevOps Teams automating infrastructure tasks
  • Analytics Teams scheduling report generation
  • Organizations needing workflow orchestration at scale

Getting Started

Airflow can be installed via pip or deployed using Docker. For production environments, it's recommended to:

  1. Use a supported database backend (PostgreSQL recommended)
  2. Configure appropriate executor (Celery/Kubernetes for scaling)
  3. Set up proper authentication and access control
  4. Plan for monitoring and maintenance

The platform provides extensive documentation and an active community to help users get started with workflow automation.

More automation projects

Discover other open source projects in the automation category:

Flowise
Flowise
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ChangeDetection
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Kestra
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Leon
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Activepieces
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Windmill
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Windmill is an open-source developer platform for building internal tools, automating tasks, and creating workflows. It provides a unified interface for APIs, background jobs, and UIs with support for multiple programming languages.
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Typebot
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Typebot is an open-source conversational app builder that allows you to create advanced chatbots and forms visually, offering a powerful alternative to Typeform or Landbot.
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