Scrapy is one of the most accessible tools that you can use to scrape and also spider a website with effortless ease.
Reddit is a massive platform with tons of different data points, so let’s go ahead and scrape some data from this platform! As always, if you have any suggestions, thoughts or just want to connect, feel free to contact / follow me on Twitter! Also, below is a link to some of my favorite resources for learning. Scrapy is a fast high-level screen scraping and web crawling framework, used to crawl websites and extract structured data from their pages. It can be used for a wide range of purposes, from data mining to monitoring and automated testing. I made a Python web scraping guide for beginners I've been web scraping professionally for a few years and decided to make a series of web scraping tutorials that I wish I had when I started. The series will follow a large project I'm building that analyzes political.
Today lets see how we can scrape Reddit to get new posts from a subreddit like r/programming.
First, we need to install scrapy if you haven't already.
Once installed, go ahead and create a project by invoking the startproject command.
This will ouput something like this.
And create a folder structure like this..
Now CD into the scrapingproject. You will need to do it twice like this.
Impossible games. Now we need a spider to crawl through the programming subreddit. So we use the genspider to tell scrapy to create one for us. We call the spider ourfirstbot and pass it the url of the subreddit
this should return successfull like this
Great. Now open the file ourfirstbot.py in the spiders folder.. it should look like this..
Lets examine this code before we proceed..
The allowed_domains array restricts all further crawling to the domain paths specified here.
start_urls is the list of urls to crawl.. for us, in this example, we only need one url.
The def parse(self, response): function is called by scrapy after every successfull url crawl. Here is where we can write our code to extract the data we want.
We now need to find the css selector of the elements we need to extract the data. Go to the url https://www.reddit.com/r/programming/ and right click on the Title of one of the posts and click on inspect. This will open thje Google Chrome Inspector like below..
You can see that the css class name of the title is _eYtD2XCVieq6emjKBH3m so we are going to ask to ask scrapy to get us the text property of this class like this.
Similarly, we try and find the class names of the votes element and the number of comments element (note that the class names might change by the time you run this code.
If you are unfaimiliar with css selectors, you can refer to this page by Scrapy https://docs.scrapy.org/en/latest/topics/selectors.html
We have to now use the zip function to map the similar index of multiple containers so that they can be used just using as single entity. so here is how it looks.
And now lets run this with the command .
And Bingo.. you get the results as below.
Now lets export the extracted data to a csv file. All you have to do is to provide the export file like this
or if you want the data in the JSON format..
Scaling Scrapy
The example above is ok for small scale web crawling projects. But if you try to scrape large quantities of data at high speeds from websites like Reddit you will find that sooner or later your access will be restricted. Reddit can tell you are a bot so one of the things you can do is to run the crawler impersonating a web browser. This is done by passing the user agent string to the Reddit webserver so it doesnt block you.
Like this..
In more advanced implementations you will need to even rotate this string so Reddit cant tell its the same browser! Welcome to web scraping.
If we get a little bit more advanced, you will realise that Reddit can simply block your IP ignoring all your other tricks. This is a bummer and this is where most web crawling projects fail.
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Reddit Web Scraping Python Code
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Once you have an API_KEY from Proxies API, you just have to change your code to this..
Web Scraping Python Reddit
We have only changed one line at the start_urls array and that will make sure we will never have to worry about IP rotation, user agent string rotation or even rate limits ever again.