mongodb-labs/mongo-arrow
MongoDB integrations for Apache Arrow. Export MongoDB documents to numpy array, parquet files, and pandas dataframes in one line of code.
⚡ Executive Summary & Quick Facts
Authoritative Sourcemongo-arrow is mongo-arrow is an open-source project written in Python: MongoDB integrations for Apache Arrow. Export MongoDB documents to numpy array, parquet files, and pandas dataframes in one line of code..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), mongodb-labs/mongo-arrow has accumulated 118 GitHub stars and 20 forks. It is written in Python, licensed under Apache-2.0, and ranks #24,669 globally. It is actively maintained with the latest commit recorded on Oct 14, 2026.”
| Repository | mongodb-labs/mongo-arrow ↗ |
|---|---|
| Primary Category | apache arrow |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 118 stars · ⑂ 20 forks · #24,669 globally |
| Maintenance | ● Active (Last commit: Oct 14, 2026) · 23 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 88/100 · Grade AYes, mongo-arrow is actively maintained. Continuous telemetry recorded the last code commit on Oct 14, 2026 (30 days ago). Supported by 118 stars and 20 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (30 days ago) and healthy issue cadence.
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#3,414
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
mongo-arrow gained 10 stars in the last 30 days, about 1 a day, and now has 118. It is about 6 years old and has averaged roughly 20 stars a year. It ranks #3,414 among Python repositories and #24,669 across all languages on GitHubRepo.
Trending Record
25
DAYS ON TRENDING
#14436
BEST RANK
Oct 14, 2026
FIRST APPEARANCE
Active
STATUS TODAY
mongo-arrow has maintained a continuous presence across global trending indexes, peaking at #14436. Below is the 30-day activity profile:
💡 Overview
mongo-arrow is an open-source project written in Python: MongoDB integrations for Apache Arrow. Export MongoDB documents to numpy array, parquet files, and pandas dataframes in one line of code.
Engineered for speed, consistency, and developer ease, it solves common hurdles in apache-arrow, arrow, mongodb. 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 mongo-arrow⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
mongo-arrow 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 mongo-arrow 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
Install mongo-arrow using your package manager: `pip install mongo-arrow`
Initialize your project workspace or configuration file for mongo-arrow.
Import mongo-arrow into your codebase or invoke it directly from your terminal.
Execute your test suite or run `mongo-arrow --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
mongodb-labs/mongo-arrow is currently ranked #24,669 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #24,558 | ServantSieve/Roblox-Account-Manager-Multi-Account-Tool | Python | ★ 119 | Compare ↗ |
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| #24,669 | mongodb-labs/mongo-arrow This Project | Python | ★ 118 | |
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Frequently Asked Questions
What does mongo-arrow do? +
MongoDB integrations for Apache Arrow. Export MongoDB documents to numpy array, parquet files, and pandas dataframes in one line of code.
Is mongo-arrow actively maintained in 2026? +
Yes, mongo-arrow is actively maintained. The latest code push was recorded on Oct 14, 2026 (30 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 118 stars and 23 open issues.
What language is mongo-arrow written in? +
The primary language is Python. Topics include: apache-arrow, arrow, mongodb, numpy-arrays, pandas-dataframe.
How many stars does mongo-arrow have? +
mongo-arrow has 118 stars and 20 forks on GitHub.
How does mongo-arrow rank among GitHub repositories? +
With 118 stars, mongodb-labs/mongo-arrow is ranked #24,669 globally across all repositories tracked on GitHubRepo and #3,414 among Python projects.
What license is mongo-arrow distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
