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Best workflow orchestrator for data engineering

3 models · updated 2026-06-29

The verdict

Dagster leads — All 3 models rank Dagster the top startup.

Combined ranking

  1. 1
    Dagster—14 pts
    GPT #1Claude #2Gemini #1· Asset-native orchestration with excellent lineage and testability.
  2. 2
    Prefect—9 pts
    GPT #3Claude #3Gemini #3· Pythonic dynamic workflows with strong developer ergonomics.
  3. 3
    Temporal—4 pts
    GPT #4Claude #4Gemini —· Durable execution engine for complex reliable pipelines.
  4. 4
    Kestra—3 pts
    GPT #5Claude —Gemini #4· Declarative YAML model simplifies building language-agnostic event-driven workflows.
  5. 5
    Mage—2 pts
    GPT —Claude #5Gemini #5· Lightweight, notebook-style pipeline builder with fast setup and built-in data integrations.

Not ranked (incumbents): Apache Airflow

By model

ChatGPT

  1. 1.Dagster
  2. 2.Apache Airflow
  3. 3.Prefect
  4. 4.Temporal
  5. 5.Kestra

Claude

  1. 1.Apache Airflow
  2. 2.Dagster
  3. 3.Prefect
  4. 4.Temporal
  5. 5.Mage

Gemini

  1. 1.Dagster
  2. 2.Apache Airflow
  3. 3.Prefect
  4. 4.Kestra
  5. 5.Mage

Tracked by ModelsAgree · rank 1 = 5 pts … rank 5 = 1 pt · re-polled continuously