Data Pipelines

Scrapy

A fast high-level screen scraping and web crawling framework.

Status
Generally available
Last checked
Checked · Oct 16, 2026
License
Open source
Pricing
Free tier · from $0

What it is

Scrapy is a powerful Python-based open-source web crawling framework used for extracting data from websites. It's designed to handle large volumes of data efficiently, making it ideal for web scraping tasks.

Scrapy stands out as one of the most powerful and flexible Python libraries for web scraping, offering extensive customization options and high performance.

When it fits — and when it doesn’t

A good fit for

  • Developers needing a robust framework for large-scale web scraping projects

  • Data scientists looking to automate data collection from multiple websites

  • Teams requiring efficient and scalable solutions for crawling complex sites

Look elsewhere if

  • Projects that require real-time streaming of scraped data (Scrapy is batch-oriented)

  • Users who prefer a GUI-based tool over command-line interfaces

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Frequent breaking changes between versions

    Version updates often introduce significant changes that require substantial adjustments to existing Scrapy projects, leading to increased maintenance overhead.

  2. 02

    Limited out-of-the-box support for complex scraping scenarios

    Handling dynamic content or more sophisticated anti-scraping measures requires extensive customization and additional libraries beyond the basic Scrapy framework.

  3. 03

    Performance bottlenecks with very large datasets

    Scrapy's performance can degrade when handling extremely large volumes of data, especially if not optimized properly for memory usage and processing speed.

What it does well

  • High-performance crawling and scraping capabilities

  • Built-in support for handling cookies, sessions, and user agents

  • Flexible item pipeline for processing scraped data

  • Supports AJAX content via Splash integration

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Scrapy

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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