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Open-source orchestrator

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Free OSS; Cloud usage-based

Temporal

Open-source orchestrator

Durable workflow orchestration for developers coordinating application steps, retries, and approvals across service failures.

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Argo Workflows

Open-source orchestrator

Open-source workflow engine for coordinating containerized batch jobs and data pipelines on Kubernetes.

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Free OSS; infrastructure extra

Flyte

Open-source orchestrator

Open-source workflow runtime for data, machine learning, and AI workloads, with Python task authoring, recovery, caching, and resource configuration.

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Open source / paid editions

Kestra

Open-source orchestrator

Workflow orchestration with synchronized visual and YAML editing, multi-language script tasks, event triggers, and configurable recovery.

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Free OSS / paid managed cloud

Mage

Open-source orchestrator

Build and orchestrate custom data pipelines with reusable Python, SQL, and R blocks, dbt support, and optional Pro AI assistance.

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Free / paid Cloud

Prefect

Open-source orchestrator

Python workflow orchestration with scheduling, retries, caching, monitoring, and flexible execution through self-hosted infrastructure or Prefect Cloud.

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From $10/mo

Dagster

Open-source orchestrator

Panoply Score: 72/100

Asset-based orchestrator with a hosted Dagster+ control plane. Open source is free; Dagster+ starts at $10 a month plus $0.040 per credit.

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Open source

Apache Airflow

Open-source orchestrator

Panoply Score: 77/100

The default open-source orchestrator. Free to run yourself; managed versions from Astronomer (Astro deployments from $0.35 an hour), AWS and Google.

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