# Pathway

> Python ETL for streaming, analytics and live RAG

A Python framework with a Rust engine for real-time data pipelines, stream processing and LLM apps.

- Source: https://github.com/pathwaycom/pathway
- Homepage: https://pathway.com
- License: NOASSERTION
- Language: Python
- Stars: 62195
- Forks: 1683
- Contributors: 43
- Last commit: 2026-10-02
- Latest release: v0.32.1 (2026-08-01)
- Purpose: AI & LLM tooling, Data & analytics, RAG & vector DBs
- Runs on: Library / SDK
- For: Personal, Enterprise

## Worth score: 73/100

How much DigGitHub recommends it, from activity, adoption, docs, license and security signals.

- Popularity: 24/25
- Momentum: 10/20
- Maintenance: 25/25
- Community: 11/15
- Readiness: 3/15

## Alternatives

- [CocoIndex](https://diggithub.com/cocoindex-io/cocoindex.md): Incremental data engine for agents
- [Crawl4AI](https://diggithub.com/unclecode/crawl4ai.md): Web crawler that turns sites into LLM-ready Markdown
- [MarkItDown](https://diggithub.com/microsoft/markitdown.md): Convert Office files and PDFs to Markdown for LLMs
- [Docling](https://diggithub.com/docling-project/docling.md): Get your documents ready for generative AI
- [LightRAG](https://diggithub.com/HKUDS/LightRAG.md): Simple and fast graph-based RAG
- [OpenViking](https://diggithub.com/volcengine/OpenViking.md): Context database for AI agents
- [LlamaIndex](https://diggithub.com/run-llama/llama_index.md): Data framework for LLM applications and agents
- [gpt-researcher](https://diggithub.com/assafelovic/gpt-researcher.md): Autonomous deep research agent for web and local documents

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Source page: https://diggithub.com/pathwaycom/pathway
Updated: 2026-10-03