vioscaleAI
Comparison

Apache Airflow vs Apache Beam

On the evidence we track, Apache Airflow leads this comparison with a composite score of 69/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Apache Airflow full profile →Apache Beam full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★Apache Airflow69
Apache Beam54
Score
vioscaleAI score
Apache Airflow69 / 100medium · 66%
Apache Beam54 / 100low · 42%
Pricing
Free tier
Apache Airflow✓
Apache Beam✓
Model
Apache Airflowopen_source
Apache Beamcommercial
Price level
Apache Airflowfree
Apache Beamfree
Transparent
Apache Airflow✓
Apache Beam✓
Integrations
Count
Apache Airflow54
Apache Beam1
Security
Scorecard
Apache Airflow7.3
Apache Beam7.8
Vulnerabilities
Adoption
Dependent repos
Apache Airflow189
Apache Beam1,425
Github stars
Apache Airflow47,054
Apache Beam8,684
Package downloads weekly
Apache Airflow1,607,065
Apache Beam–
Activity
Commits last 30d
Apache Airflow100
Apache Beam100
Release
Cadence days
Apache Airflow14
Apache Beam40
History
Apache Airflow20 items
Apache Beam20 items
License
Spdx
Apache AirflowApache-2.0
Apache BeamApache-2.0
Language
Primary
Apache AirflowPython
Apache BeamJava
Content
Faq
Apache Airflow6 items
Apache Beam4 items

Capabilities

Feature-by-feature on the axes that matter for data engineering tools. “-” means undocumented, not absent.

Core
Tool role
Apache AirflowOrchestrator
Apache BeamOrchestrator
Processing paradigm
Apache AirflowBatch
Apache BeamBatch + streaming
Connectivity
Connector count
Apache Airflow100+
Apache BeamMultiple I/O connectors for diverse data sources and sinks
CDC / log-based replication
Apache Airflow-
Apache Beam-
Transformation
In-warehouse transformation (push-down)
Apache Airflow-
Apache Beam-
dbt-native orchestration
Apache Airflow✓
Apache Beam-
Deployment
Self-hosted / open-source available
Apache Airflow✓
Apache Beam✓
Managed cloud available
Apache Airflow✓
Apache Beam✓
Governance
Data lineage / asset catalog
Apache Airflow✓
Apache Beam-
Authoring
Python-first authoring
Apache Airflow✓
Apache Beam-
Execution
Incremental / partition-aware runs
Apache Airflow✓
Apache Beam-
Quality
Built-in data quality / tests
Apache Airflow✓
Apache Beam-
Scale
Horizontal scale (distributed executor)
Apache Airflow✓
Apache Beam✓

What each one is

The product in its own terms, so the numbers below have context.

Apache Airflow

Leader

Apache Airflow is a workflow orchestration platform that enables users to define data pipelines in Python and schedule their execution across distributed workers. It provides a web interface for visualization and monitoring, plus extensive integrations with cloud platforms and services.

Independently observed

Apache Beam

Apache Beam is an open-source framework for processing data at scale using both batch and streaming paradigms. It enables users to write data transformation logic once and execute it across diverse deployment environments and data sources.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Apache Airflow

Leader
Open source
as of verify ↗

Apache Beam

Open sourceFree tier
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Apache Airflow✓
Apache Beam–
macOS
Apache Airflow✓
Apache Beam–
Linux
Apache Airflow✓
Apache Beam–
CLI
Apache Airflow✓
Apache Beam–
Deployment
Cloud / SaaS
Apache Airflow✓
Apache Beam✓
Self-hosted
Apache Airflow✓
Apache Beam✓
On-premise
Apache Airflow✓
Apache Beam✓
Hybrid
Apache Airflow✓
Apache Beam✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Apache Airflow

Leader
61 total
  • Amazon Web Services
  • Microsoft Azure
  • Google Cloud Platform
  • Databricks
  • Snowflake
  • dbt Cloud
  • Slack
  • Salesforce
  • Tableau
  • PostgreSQL
  • MySQL
  • MongoDB
  • Redis
  • Kubernetes
  • Docker
  • Apache Spark
  • Apache Kafka
  • Apache Cassandra
  • Apache Flink
  • Apache Druid
  • Elasticsearch
  • Datadog
  • Jenkins
  • GitHub
  • +37 more
Independently observed

Apache Beam

1 total
  • Apache Hop
Independently observed
Still deciding?

Apache Airflow or Apache Beam: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.