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Introduction to the Scrapy framework: Exploring the principles in depth

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2023-06-22 10:54:101130browse

Scrapy is an open source web crawler framework written in Python for crawling websites and extracting data. It uses Twisted's asynchronous network library to quickly extract large amounts of data and easily bypass anti-crawler mechanisms. After years of development, Scrapy has become one of the most popular frameworks in the Python crawler field.

The Scrapy framework mainly includes four components: Scrapy Engine, Scheduler, Downloader, Spiders and Item Pipelines. Scrapy Engine is the core of the entire framework and is responsible for scheduling the running process of the entire crawler; Scheduler is responsible for popping the requests in the request queue in order and handing them over to Downloader for processing; Downloader is used to download web pages and return response results to Scrapy Engine; Spiders define With the logic of the crawler, you can write code to crawl web pages and extract data; Item Pipelines are used to process the data extracted by the crawler, and can store the data in the database or perform other operations.

Scrapy You can create a Scrapy project through the scrapy startproject command on the command line, and then write the code for spiders and item pipelines in the project. Spiders can define multiple crawlers, each crawler is responsible for crawling data from a specific website. In spider, we can define start_urls, parse, parse_item and other methods to set the start page, parse the page and extract data. Item pipelines can process and filter the data extracted by the crawler, store the data in the database or perform other operations.

Scrapy’s code structure is very clear, which makes secondary development very easy. Scrapy's core scheduler and asynchronous network library also enable it to remain efficient when processing large amounts of data. In addition, the Scrapy framework also supports distributed crawlers, which can assign a crawler task to multiple nodes for completion at the same time, thus greatly improving the crawler's crawling speed.

Although the Scrapy framework is powerful, it also has certain limitations. Since the Scrapy framework is developed based on Twisted's asynchronous network library, there may be some limitations when dealing with complex data structures and operations. In addition, because the Scrapy framework uses requests based on the crawler protocol, it may be restricted by the anti-crawler mechanisms of some websites.

In general, the Scrapy framework is a web crawler framework with powerful functions, clear architecture, easy expansion and secondary development. Its core scheduler and asynchronous network library can handle large amounts of data and support distributed crawlers, thus greatly improving the crawling speed of crawlers. In addition, the Scrapy framework also provides rich extension interfaces to facilitate our customization and secondary development of crawlers.

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