Drop-in Apache Spark replacement written in Rust, unifying batch processing, stream processing, and compute-intensive AI workloads.
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+85
STARS · LAST 30 DAYS
3
PER DAY
#246
MOST-STARRED Rust
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +13 | +85 | +270 |
| Per day | 2 | 3 | 3 |
| Forks gained | +1 | +4 | +11 |
sail gained 85 stars in the last 30 days, about 3 a day, and now has 3.4K. It is about 3 years old and has averaged roughly 1.1K stars a year. It ranks #246 among Rust repositories and #2,472 across all languages on GitHubRepo.
Trending Record
13
DAYS ON TRENDING
#929
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
sail has maintained a continuous presence across global trending indexes, peaking at #929. Below is the 30-day activity profile:
💡 Overview
sail is an open-source project written in Rust: Drop-in Apache Spark replacement written in Rust, unifying batch processing, stream processing, and compute-intensive AI workloads.
Engineered for speed, consistency, and developer ease, it solves common hurdles in apache-iceberg, apache-spark, arrow. 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
$ cargo install sail⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Rust toolchain (rustc / cargo >= 1.70)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
sail 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
Production System Integration
Embed sail into Rust 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 sail using your package manager: `cargo install sail`
Initialize your project workspace or configuration file for sail.
Import sail into your codebase or invoke it directly from your terminal.
Execute your test suite or run `sail --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 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
lakehq/sail is currently ranked #2,472 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,467 | awslabs/agentcore-samples | Python | ★ 3.4K | Compare ↗ |
| #2,468 | Belphemur/SoundSwitch | C# | ★ 3.4K | Compare ↗ |
| #2,469 | laravel/passport | PHP | ★ 3.4K | Compare ↗ |
| #2,470 | stevencohn/OneMore | C# | ★ 3.4K | Compare ↗ |
| #2,471 | RunMaestro/Maestro | TypeScript | ★ 3.4K | Compare ↗ |
| #2,472 | lakehq/sail This Project | Rust | ★ 3.4K | |
| #2,472 | chrisvel/tududi | JavaScript | ★ 3.4K | Compare ↗ |
| #2,474 | coveragepy/coveragepy | Python | ★ 3.4K | Compare ↗ |
| #2,475 | padrino/padrino-framework | Ruby | ★ 3.4K | Compare ↗ |
| #2,476 | brefphp/bref | PHP | ★ 3.4K | Compare ↗ |
| #2,477 | rocicorp/mono | TypeScript | ★ 3.4K | Compare ↗ |
Frequently Asked Questions
What does sail do? +
Drop-in Apache Spark replacement written in Rust, unifying batch processing, stream processing, and compute-intensive AI workloads.
What language is sail written in? +
The primary language is Rust. Topics include: apache-iceberg, apache-spark, arrow, artificial-intelligence, big-data.
Is sail actively maintained? +
Yes, the last recorded push was on Oct 2, 2026 with 308 open issues being tracked.
How many stars does sail have? +
sail has 3,411 stars and 221 forks on GitHub.
How does sail rank among GitHub repositories? +
With 3,411 stars, lakehq/sail is ranked #2,472 globally across all repositories tracked on GitHubRepo and #246 among Rust projects.
What license is sail distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
