---
title: "airflow vs compose"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/apache-airflow-vs-docker-compose"
tools: ["apache-airflow", "docker-compose"]
---

# airflow vs compose

*GraphCanon updated Jul 15, 2026*

## Verdict

Pick airflow when airflow is primarily Python; compose is Go; pick compose when compose is primarily Go; airflow is Python.

[airflow](https://airflow.apache.org/) reports 46k GitHub stars, 17k forks, and 1.7k open issues, last pushed Jul 15, 2026. [compose](https://docs.docker.com/compose/) has 38k stars, 5.9k forks, and 118 open issues, last pushed Jul 15, 2026. Figures are from public GitHub metadata via [airflow's repository](https://github.com/apache/airflow) and [compose's repository](https://github.com/docker/compose).

| | [airflow](/tools/apache-airflow.md) | [compose](/tools/docker-compose.md) |
| --- | --- | --- |
| Tagline | Apache Airflow - A platform to programmatically author, schedule, and monitor workflows | Define and run multi-container applications with Docker |
| Stars | 46,124 | 37,836 |
| Forks | 17,387 | 5,886 |
| Open issues | 1,728 | 118 |
| Language | Python | Go |
| Adopt for | - | - |
| Persona | - | - |
| Runtime | - | - |
| License | Apache-2.0 | Apache-2.0 |
| Categories | AI Agents, Computer Vision, Data & Retrieval | AI Agents |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [airflow](/tools/apache-airflow.md) | [compose](/tools/docker-compose.md) |
| --- | --- | --- |
| Open issues (now) | 1.7k | 118 |
| Full report | [trust report](/tools/apache-airflow/trust.md) | [trust report](/tools/docker-compose/trust.md) |

## Choose when

### Choose airflow if…

- airflow is primarily Python; compose is Go.
- Tags unique to airflow: airflow, apache, apache-airflow, automation.
- Also covers Computer Vision, Data & Retrieval.

### Choose compose if…

- compose is primarily Go; airflow is Python.
- Tags unique to compose: docker, docker-compose, go, golang.
- Leaner open-issue backlog (118).

## When NOT to use airflow

- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.

## When NOT to use compose

- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.

## Common questions

### What is the difference between airflow and compose?

airflow: Apache Airflow - A platform to programmatically author, schedule, and monitor workflows. compose: Define and run multi-container applications with Docker. See the comparison table for live GitHub stats and shared categories.

### When should I choose airflow over compose?

Choose airflow over compose when airflow is primarily Python; compose is Go; Tags unique to airflow: airflow, apache, apache-airflow, automation; Also covers Computer Vision, Data & Retrieval.

### When should I choose compose over airflow?

Choose compose over airflow when compose is primarily Go; airflow is Python; Tags unique to compose: docker, docker-compose, go, golang; Leaner open-issue backlog (118).

### When should I avoid airflow?

AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.

### When should I avoid compose?

AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.

### Is airflow or compose more popular on GitHub?

airflow has more GitHub stars (46,124 vs 37,836). Stars measure visibility, not whether either tool fits your constraints.

### Are airflow and compose open source?

Yes - both are open-source projects on GitHub (airflow: Apache-2.0, compose: Apache-2.0).

### Where can I find alternatives to airflow or compose?

GraphCanon lists graph-backed alternatives at [airflow alternatives](/tools/apache-airflow/alternatives) and [compose alternatives](/tools/docker-compose/alternatives) ([airflow markdown twin](/tools/apache-airflow/alternatives.md), [compose markdown twin](/tools/docker-compose/alternatives.md)), ranked by typed relationship edges rather than popularity votes.

### Is there a machine-readable version of this comparison?

Yes. The markdown twin at [this comparison](/compare/apache-airflow-vs-docker-compose.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, airflow or compose?

airflow: Very active. compose: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.

### Where are the full trust reports for airflow and compose?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [airflow trust report](/tools/apache-airflow/trust); [compose trust report](/tools/docker-compose/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=apache-airflow`](/api/graphcanon/graph?tool=apache-airflow)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_