Luigi vs Apache Airflow

Side-by-side — pricing, strengths, tradeoffs, and fit.

Luigi

Build complex pipelines of batch jobs with ease.

Apache Airflow

A platform to programmatically author, schedule, and monitor workflows.

At a glance

Open SourceFree Tier
● Established·From $0
Open SourceFree Tier
● Established·From N/A

Overview

One-liner

Build complex pipelines of batch jobs with ease.

One-liner

A platform to programmatically author, schedule, and monitor workflows.

Maturity

Established

Maturity

Established

Open source

✓ Yes

Open source

✓ Yes

Pricing

Free tier

✓ Available

Open source — free to use

Free tier

✓ Available

Starts at

$0

Starts at

N/A

Model

Flat rate

Model

N/A

Enterprise

✕ None

Enterprise

✕ None

Best for

✓ Best for

Teams needing to manage large, complex data pipelines with Python
Projects requiring integration with Hadoop or Spark for big data processing

✓ Best for

Data engineering teamsProvides robust tools for orchestrating complex ETL workflows.
Organizations with diverse data sourcesExtensible architecture supports integration with various systems.
Teams needing a visual workflow interfaceThe web-based UI offers clear visibility into task execution.

Not ideal for

✕ Not for

Real-time streaming applications (batch-only architecture)
Projects that require a web-based UI for workflow management

✕ Not for

Small teams with limited Python expertiseThe complexity of setup and DAG creation can be a barrier.
Real-time data processingAirflow's batch-oriented design is not suited for real-time tasks.

Strengths

↑ Strengths

Dependency resolution and workflow management
Visualization of pipelines
Handling failures and retries
Integration with Hadoop, Spark, and more

↑ Strengths

Highly extensible with plugins
Active community and development
Web-based UI for monitoring
Open-source and free to use

Weaknesses

↓ Weaknesses

Limited out-of-the-box integrations with other tools and platforms
Performance issues with large-scale pipelines

↓ Weaknesses

Complex setup and configuration
High resource consumption
Full Luigi profile →Full Apache Airflow profile →