Pattern

A web mining module for Python with NLP and machine learning tools.

DecliningOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Cooling

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is Pattern?

Pattern is a comprehensive library for the Python programming language that offers tools for natural language processing, data mining, and machine learning. It's particularly useful for developers working on projects involving text analysis and web scraping.

Key differentiator

Pattern stands out by offering a wide range of functionalities within a single library, making it an all-in-one solution for Python developers working on text analysis and data mining projects.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Natural language processing capabilitiesmedium

Web mining tools for data extraction and analysismedium

Machine learning algorithmsmedium

Graph database supportmedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited documentation and examples for advanced use caseshigh

Lack of detailed guides on integrating machine learning algorithms with natural language processing tasks

Performance issues with large datasetsmedium

Scalability tests show significant slowdowns when processing datasets larger than 1GB

Fit analysis

Who is it for?

✓ Best for

Developers who need a comprehensive library for natural language processing and data mining in Python.

Data scientists working on text analysis tasks that require web scraping capabilities.

✕ Not a fit for

Projects requiring real-time streaming data processing, as Pattern is more suited to batch operations.

Teams looking for cloud-based services or platforms with managed backend support.

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with Pattern

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →