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sfu-db/connector-x

Fastest library to load data from DB to DataFrames in Rust and Python

Rust ◇ cpp MIT

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★2.7KSTARS

⑂225FORKS

!227ISSUES

🏆#1,614GLOBAL RANK

🔥5DAYS TRENDING

🚀

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Star History

Continuous Observations

Interactive star growth chart for sfu-db/connector-x

Momentum

+66

STARS · LAST 30 DAYS

PER DAY

#171

MOST-STARRED Rust

Window	7 days	30 days	90 days
Stars gained	+14	+66	+180
Per day	2	2	2
Forks gained	+1	+5	+11

connector-x gained 66 stars in the last 30 days, about 2 a day, and now has 2.7K. It is about 6 years old and has averaged roughly 442 stars a year. It ranks #171 among Rust repositories and #1,614 across all languages on GitHubRepo.

Trending Record

connector-x has maintained a continuous presence across global trending indexes, peaking at #884. Below is the 30-day activity profile:

💡 Overview

connector-x is an open-source project written in Rust: Fastest library to load data from DB to DataFrames in Rust and Python.

Engineered for speed, consistency, and developer ease, it solves common hurdles in cpp, database, dataframe. 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 Rust 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

terminal

$ cargo install connector-x

$ cargo install connector-x # or: brew install connector-x

> cargo install connector-x

⚙ System Requirements

Platforms

• macOS
• Linux
• Windows

Runtime & Dependencies

Rust toolchain (rustc / cargo >= 1.70)

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

connector-x coordinates its core functionality through a modular Rust 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

High-Throughput Storage

Persist and retrieve structured data records with minimal latency and high concurrency.

In-Memory Caching

Accelerate application response times by caching frequently queried database entities.

Analytical Queries

Run aggregate metrics and point lookups across large sets of records.

Distributed Replication

Synchronize state across multiple cluster nodes with strong consistency guarantees.

🚀 Getting Started

Install connector-x using your package manager: `cargo install connector-x`

Initialize your project workspace or configuration file for connector-x.

Import connector-x into your codebase or invoke it directly from your terminal.

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

👍 Strengths

Active community backing with 2,653 GitHub stars and verified adoption.

Permissive open-source distribution under the MIT license.

Built in Rust 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 Rust 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 Rust, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

sfu-db/connector-x is currently ranked #1,614 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

Rank	Repository	Language	Stars	Action
#1,609	slick/slick	Scala	★ 2.7K	Compare ↗
#1,610	mongodb/mongo-java-driver	Java	★ 2.7K	Compare ↗
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#1,613	Dictionarry-Hub/profilarr	TypeScript	★ 2.7K	Compare ↗
#1,614	sfu-db/connector-x This Project	Rust	★ 2.7K
#1,614	UniversalMediaServer/UniversalMediaServer	Java	★ 2.7K	Compare ↗
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Frequently Asked Questions

What does connector-x do? +

Fastest library to load data from DB to DataFrames in Rust and Python

What language is connector-x written in? +

The primary language is Rust. Topics include: cpp, database, dataframe, python, rust.

Is connector-x actively maintained? +

Yes, the last recorded push was on Sep 26, 2026 with 227 open issues being tracked.

How many stars does connector-x have? +

connector-x has 2,653 stars and 225 forks on GitHub.

How does connector-x rank among GitHub repositories? +

With 2,653 stars, sfu-db/connector-x is ranked #1,614 globally across all repositories tracked on GitHubRepo and #171 among Rust projects.

What license is connector-x distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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💼

LinkedIn

Why connector-x is replacing paid subscriptions for engineering teams

Stop paying $50+/month for locked SaaS tools.

Over 2,653 developers have starred sfu-db/connector-x, an impressive Rust open-source project designed to Fastest library to load data from DB to DataFrames in Rust and Python.

Key Engineering Advantages:
• 100% Local-First: Complete data privacy with zero tracking or telemetry.
• Zero Subscription Costs: No paywalls, per-seat fees, or API markups.
• Complete Customization: Native open-source architecture you can fork, inspect, and deploy anywhere.
• Proven Adoption: 2,653 GitHub stars and 225 forks.

If you're looking to streamline your engineering workflows without ballooning software expenses, this is worth checking out.

👉 Full star velocity and architectural report: https://githubrepo.cloud/repo/sfu-db/connector-x
⭐ GitHub Repository: https://github.com/sfu-db/connector-x

#OpenSource #SoftwareEngineering #DeveloperTools #Tech #Programming #Rust

🤖

Reddit (r/opensource, r/webdev, r/selfhosted)

Show r/opensource: connector-x – A free, self-hosted tool that lets you Fastest library to load data from DB to DataFrames in Rust and Python

Hey everyone,

I wanted to share an interesting open-source project called **connector-x** (https://github.com/sfu-db/connector-x) that has been picking up heavy momentum lately (2,653 stars).

### What problem does it solve?
Many existing tools in this domain require expensive cloud plans or store your data on third-party servers. connector-x was built with a local-first philosophy, allowing developers to Fastest library to load data from DB to DataFrames in Rust and Python without recurring subscription costs or privacy compromises.

### Tech Stack & Details:
- **Language:** Rust
- **License:** MIT
- **GitHub:** [sfu-db/connector-x](https://github.com/sfu-db/connector-x)
- **Live Star Momentum Tracker:** [https://githubrepo.cloud/repo/sfu-db/connector-x](https://githubrepo.cloud/repo/sfu-db/connector-x)

Has anyone here tested this in production or integrated it into existing pipelines? Would love to hear your experience and feedback!

🟧

Hacker News (Show HN)

Show HN: connector-x – Fastest library to load data from DB to DataFrames in Rust and Python

Hi HN,

connector-x is an open-source Rust project designed to Fastest library to load data from DB to DataFrames in Rust and Python.

Rather than relying on closed cloud endpoints, it executes locally on your own machine, providing predictable latency, total privacy, and full control.

Repository: https://github.com/sfu-db/connector-x
Documentation & Metrics: https://githubrepo.cloud/repo/sfu-db/connector-x

Feedback and PRs are welcome.

✍️

Dev.to / Hashnode Tags: opensource, rust, devtools, webdev

This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet connector-x (2,653 GitHub Stars)

---
title: This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet connector-x
published: true
tags: opensource, rust, devtools, programming
---

## Stop Paying Software Subscriptions For This

Finding high-quality, production-ready open source alternatives to expensive proprietary software can save engineering teams thousands of dollars every year.

Today, we're looking at **[sfu-db/connector-x](https://github.com/sfu-db/connector-x)**, a rapidly rising repository with **2,653 GitHub stars** and **225 forks**.

### What is connector-x?

> Fastest library to load data from DB to DataFrames in Rust and Python

Written in **Rust**, connector-x runs directly on your local workstation or private server, keeping your data secure and eliminating recurring license fees.

### Key Highlights
- **High Performance:** Lightweight, reliable, and built in Rust.
- **Privacy & Security:** Complete ownership of your environment and data.
- **Growing Momentum:** Ranked **#1,614** globally across tracked repositories on [GitHubRepo](https://githubrepo.cloud/repo/sfu-db/connector-x).

### Quick Start
To get started locally:

```bash
git clone https://github.com/sfu-db/connector-x.git
cd connector-x
```

Check out the full repository and star history analytics here:
- **GitHub:** [sfu-db/connector-x](https://github.com/sfu-db/connector-x)
- **Star Velocity Tracker:** [connector-x on GitHubRepo.cloud](https://githubrepo.cloud/repo/sfu-db/connector-x)

𝕏

X / Twitter Communities

Thread / Community Post for connector-x

Developers are sleeping on this GitHub repo 👇

sfu-db/connector-x (2,653 ⭐) replaces expensive monthly software subscriptions with 100% free open source code.

⚡ What it does: Fastest library to load data from DB to DataFrames in Rust and Python
💻 Built with: Rust
🔒 100% local execution & privacy

Check live star velocity and benchmarks:
https://githubrepo.cloud/repo/sfu-db/connector-x

#opensource #developer #coding #tech #programming

🧵

Threads Topics

Topic Discussion: Open Source & Developer Tools

This GitHub repo replaces a $50/month tool! 🚀

If you want to save hours of manual work and stop paying subscriptions, check out sfu-db/connector-x.

It already has over 2,653 stars and lets you Fastest library to load data from DB to DataFrames in Rust and Python.

Drop a comment if you've tried it, or check the full star momentum report:
https://githubrepo.cloud/repo/sfu-db/connector-x

From our network

sfu-db/connector-x

Star History

Momentum

Trending Record

💡 Overview

⚡ Key Features

📥 Installation

⚙ System Requirements

Platforms

Runtime & Dependencies

Architecture

🧠 How It Works

🎯 Production Use Cases

High-Throughput Storage

In-Memory Caching

Analytical Queries

Distributed Replication

🚀 Getting Started

👍 Strengths

⚠️ Considerations

⇄ Alternatives & Direct Competitors

👥 Who Should Use This

🏆 Nearby in the Rankings

Frequently Asked Questions

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