Newsroom / capability decisions
Theme
Independent evidence desk · Warsaw / 2026
Skills IntelligenceNews for capability decisions
Atlas · GenAI 2026

Apache Airflow

Apache Airflow / Prefect / Kubeflow

toolPeak: 2020Workflow OrchestrationAI consensus: 2/3

Prerequisites

  • hardPython

    Airflow DAGs and Prefect flows are defined in Python

  • mediumDocker

    Pipeline tasks typically run in containers

Recommended reference

airflow.apache.org/docs — Airflow docs; plus prefect.io/docs for modern alternative

Notes from AI deep research

Anthropic Opus

Workflow orchestration standard. Prefect nowoczesniejsza alternatywa. Kubeflow dla K8s-native

OpenAI Deep Research

Pipeline'y ML [OA#60]

Related skills

  • → is an instance of: MLOps(3/3)
  • → is an instance of: Data Engineering(2/3)
  • → is an instance of: ETL Pipeline Design(1/3)