Scraping images with Scrapy involves configuring Scrapy to download images and then creating a Spider to extract image URLs. Here are the steps to do it:
Step 1: Configure Scrapy to Download Images
In your Scrapy project, you need to configure the settings to download images. Add the following to your settings.py
file:
ITEM_PIPELINES = {'scrapy.pipelines.images.ImagesPipeline': 1}
IMAGES_STORE = 'path/to/your/images/folder'
In the ITEM_PIPELINES
dictionary, the key is a string which represents the path to the pipeline and the value is an integer which determines the order in which the pipelines are executed. The ImagesPipeline
is a built-in pipeline for image processing in Scrapy.
The IMAGES_STORE
setting specifies the directory where the images will be stored.
Step 2: Create a Scrapy Item
Scrapy uses items to define the data that you want to scrape. For scraping images, you need to create an item with an image URL and a field for the image's local file path.
In your items.py
file, add:
import scrapy
class MyProjectItem(scrapy.Item):
image_urls = scrapy.Field()
images = scrapy.Field()
Step 3: Create a Scrapy Spider
Now, you can create a spider that extracts the image URLs and yields the item.
import scrapy
from my_project.items import MyProjectItem
class MySpider(scrapy.Spider):
name = 'my_spider'
start_urls = ['http://www.example.com']
def parse(self, response):
item = MyProjectItem()
item['image_urls'] = response.css('img::attr(src)').getall()
yield item
The start_urls
attribute contains the list of URLs where the spider starts crawling from. The parse
method is the default callback method that processes the downloaded responses.
Step 4: Running the Spider
To start the spider, you run the scrapy crawl
command in the terminal:
scrapy crawl my_spider
Important Notes:
- The
ImagesPipeline
will take each url from theimage_urls
field (which is supposed to be a list) and download the image. After the image is downloaded, it puts the image's checksum and local file path into theimages
field. - It's important to note that Scrapy doesn't rename the images when it downloads them. Instead, it uses a SHA1 hash of the image's URL for the file name. This is to avoid downloading the same image twice.
- The
IMAGES_STORE
andITEM_PIPELINES
settings must be set correctly for the image download to work. If the image download doesn't work, you should check these settings first. - The image URLs must be absolute. If the URLs in the web page are relative URLs, you can use the
response.urljoin()
method to convert them into absolute URLs.