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dagster-io/dagster

An orchestration platform for the development, production, and observation of data assets.

Python ◇ analytics Apache-2.0
★16.2KSTARS
⑂2.3KFORKS
!2,576ISSUES
🏆#878GLOBAL RANK
🔥23DAYS TRENDING
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Momentum

+406

STARS · LAST 30 DAYS

14

PER DAY

#151

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+0+406+1.3K
Per day11414
Forks gained+0+46+116

dagster gained 406 stars in the last 30 days, about 14 a day, and now has 16.2K. It is about 8 years old and has averaged roughly 2K stars a year. It ranks #151 among Python repositories and #878 across all languages on GitHubRepo.

Trending Record

dagster has maintained a continuous presence across global trending indexes, peaking at #632. Below is the 30-day activity profile:

💡 Overview

dagster is an open-source project written in Python: An orchestration platform for the development, production, and observation of data assets.

Engineered for speed, consistency, and developer ease, it solves common hurdles in analytics, dagster, data-engineering. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install dagster

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

dagster coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Production System Integration

Embed dagster into Python backend services to handle core application logic.

CI/CD Automated Pipelines

Run automated validation, builds, and integration suites during deployments.

Developer Tooling & Workflows

Accelerate developer onboarding with pre-configured project utilities.

Open Source Extension

Fork and customize internal modules under the repository's open Apache-2.0 license.

🚀 Getting Started

1

Install dagster using your package manager: `pip install dagster`

2

Initialize your project workspace or configuration file for dagster.

3

Import dagster into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `dagster --help` to verify successful setup.

👍 Strengths

Active community backing with 16,198 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

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👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

dagster-io/dagster is currently ranked #878 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

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#878 dagster-io/dagster This Project Python ★ 16.2K
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Frequently Asked Questions

What does dagster do? +

An orchestration platform for the development, production, and observation of data assets.

What language is dagster written in? +

The primary language is Python. Topics include: analytics, dagster, data-engineering, data-integration, data-orchestrator.

Is dagster actively maintained? +

Yes, the last recorded push was on Sep 30, 2026 with 2,576 open issues being tracked.

How many stars does dagster have? +

dagster has 16,229 stars and 2,321 forks on GitHub.

How does dagster rank among GitHub repositories? +

With 16,229 stars, dagster-io/dagster is ranked #878 globally across all repositories tracked on GitHubRepo and #151 among Python projects.

What license is dagster distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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