Sure, let's go through a basic example of how to crawl a website using Scrapy, a powerful and flexible web scraping library in Python.
Step 1: Install Scrapy
Before you can use Scrapy, you'll need to install it. You can do this using pip:
pip install Scrapy
Step 2: Create a new Scrapy project
Navigate to the directory where you want to store your Scrapy project, and run the following command:
scrapy startproject tutorial
This will create a new Scrapy project named "tutorial".
Step 3: Define the data structure
Before you start scraping, it's a good idea to define the data structure you'll be working with. In Scrapy, this data structure is called an "Item".
In your Scrapy project, there should be a file called items.py
. You can define your item like this:
import scrapy
class TutorialItem(scrapy.Item):
title = scrapy.Field()
link = scrapy.Field()
desc = scrapy.Field()
In this example, we're defining an item with three fields: title, link, and desc.
Step 4: Create a Spider
A Spider is a class that Scrapy uses to scrape information from a website. It includes the instructions for how to perform the crawl.
In the spiders
directory of your project, create a file tutorial_spider.py
:
import scrapy
from tutorial.items import TutorialItem
class TutorialSpider(scrapy.Spider):
name = "tutorial"
allowed_domains = ["tutorial.com"]
start_urls = ["http://www.tutorial.com"]
def parse(self, response):
for sel in response.xpath('//ul/li'):
item = TutorialItem()
item['title'] = sel.xpath('a/text()').extract()
item['link'] = sel.xpath('a/@href').extract()
item['desc'] = sel.xpath('text()').extract()
yield item
This Spider will start at "http://www.tutorial.com", look for li
tags in the HTML, extract the link and title from each li
tag, and store them in an item.
Step 5: Run the Spider
Finally, you can run the Spider and see what it scrapes with the following command:
scrapy crawl tutorial
This command runs the Spider named "tutorial", which will begin crawling the website and gathering data.
Remember to replace "tutorial.com"
and "http://www.tutorial.com"
with the actual domain and URL of the website you're trying to scrape. The XPaths used in this example are also quite simple and meant for illustrative purposes; you'll need to adjust them to fit the actual structure of the web pages you're working with.
That's it! You've just crawled a website using Scrapy.