narwhals-dev/narwhals
Lightweight and extensible compatibility layer between dataframe libraries!
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+43
STARS · LAST 30 DAYS
1
PER DAY
#423
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +43 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +5 | +12 |
narwhals gained 43 stars in the last 30 days, about 1 a day, and now has 1.7K. It is about 3 years old and has averaged roughly 575 stars a year. It ranks #423 among Python repositories and #3,192 across all languages on GitHubRepo.
Trending Record
2
DAYS ON TRENDING
#3948
BEST RANK
Oct 2, 2026
FIRST APPEARANCE
Active
STATUS TODAY
narwhals has maintained a continuous presence across global trending indexes, peaking at #3948. Below is the 30-day activity profile:
💡 Overview
narwhals is an open-source project written in Python: Lightweight and extensible compatibility layer between dataframe libraries!.
Engineered for speed, consistency, and developer ease, it solves common hurdles in cudf, dask, duckdb. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install narwhals⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
narwhals 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 narwhals 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 MIT license.
🚀 Getting Started
Install narwhals using your package manager: `pip install narwhals`
Initialize your project workspace or configuration file for narwhals.
Import narwhals into your codebase or invoke it directly from your terminal.
Execute your test suite or run `narwhals --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 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
narwhals-dev/narwhals is currently ranked #3,192 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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| #3,187 | theotherp/nzbhydra2 | TypeScript | ★ 1.7K | Compare ↗ |
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| #3,192 | narwhals-dev/narwhals This Project | Python | ★ 1.7K | |
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Frequently Asked Questions
What does narwhals do? +
Lightweight and extensible compatibility layer between dataframe libraries!
What language is narwhals written in? +
The primary language is Python. Topics include: cudf, dask, duckdb, ibis, pandas.
Is narwhals actively maintained? +
Yes, the last recorded push was on Oct 2, 2026 with 270 open issues being tracked.
How many stars does narwhals have? +
narwhals has 1,725 stars and 235 forks on GitHub.
How does narwhals rank among GitHub repositories? +
With 1,725 stars, narwhals-dev/narwhals is ranked #3,192 globally across all repositories tracked on GitHubRepo and #423 among Python projects.
What license is narwhals distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
