Apache Airflow
The short answer · 8 words
In short
Platform for developing, planning and monitoring data-related workflows.
Flow-alerta.cab (2026): Apache Airflow. https://flow-alerta.cab/en/glossar/apache-airflow. Editorially reviewed on: 09 October 2026.
How much detail would you like?
Practical
Helps to operate recurring data and model processes in a comprehensible manner.
Sample scenario: A daily process loads data, checks it and only then generates a report.
Define responsibilities, repeatability and error handling for appropriate data processes.
At a glance
- Core
- Apache Airflow orchestrates workflows whose tasks and dependencies are defined as Python code. A dag describes tasks, execution conditions and further flow details. Airflow is suitable for time- or event-driven batch processes and is not a general real-time streaming system.
- Use
- Helps to operate recurring data and model processes in a comprehensible manner.
- Example
- Sample scenario: A daily process loads data, checks it and only then generates a report.
- Limits
- Define dependencies unchecked; trigger repetitions with unwanted side effects; use airflow as streaming processing.
Questions about this term
Does Airflow process the data itself?
It coordinates tasks that can perform its own processing.
Can it be done completely without code?
Workflows as code are central.
All details and background
Apache Airflow orchestrates workflows whose tasks and dependencies are defined as Python code. A dag describes tasks, execution conditions and further flow details. Airflow is suitable for time- or event-driven batch processes and is not a general real-time streaming system.
ELI5 – Explained simply
A schedule ensures that processing steps are started and monitored in the correct order.
Why it matters in practice
Helps to operate recurring data and model processes in a comprehensible manner.
Example
Sample scenario: A daily process loads data, checks it and only then generates a report.
Pitfalls and limits
- Define dependencies unchecked; trigger repetitions with unwanted side effects; use airflow as streaming processing.
Origin & history
Airflow is one of the projects of the Apache Software Foundation. The documentation describes workflows as code as a central principle.
Use in mid-sized companies
- Define responsibilities, repeatability and error handling for appropriate data processes.
Related terms
- DAG
- Data pipeline
Matching Flow-alerta service
AI assistants & automationAI assistants & automation: test a suitable process with clear rights and human test points.Matching tool / use case
View use casesTool: Apache Airflow.Sources
- airflow.apache.orgApache Airflow, offizielle Dokumentation
Quellenprüfung: 09.10.2026. Definition und dokumentierte Einordnung abgeglichen; Beispiele beschreiben mögliche Anwendungen.
Editorially reviewed on: