Scraping Indeed Job Data, Using Python

Indeed is one of the most popular job websites in the market today. It is a job aggregating website available in 60+ countries and covers multiple job boards, staffing firms, and company career pages. Scraping job sites like Indeed can help you access the latest job data, analyze job trends, and automate job boards. Indeed allows you to search job-based on location and keywords. These keywords can be a job title, skills, or any search term in the job listing. We will be using these two search boxes along with the number of pages of search results to crawl Indeed and extract the data.

Where is the Code for Indeed Job Scraping?

First, you need to have the requirements installed to begin the job scraping from Indeed. These are Python3.7 or higher, BeautifulSoup, and a code editor. Once that is done you can save the code below to a file with the “.py “ extension and run it. But before we go into running the code, let us first understand the code itself.

It is the “main” method, where the execution starts. We take three inputs from the user

 name of the city for which he or she wants job listings, keyword, and the number of pages of search results that are desired. Once we have these data points, we create the URL that needs to be hit for getting the search results. The “scrape_data” function is called next, which loops over the number of pages of search results that we want and calls the “get_data_from_webpage” function to extract job data from Indeed’s webpages.

In the “get_data_from_webpage” function, we extract the data for all job posts on a single webpage by looping over all the job posts on a single webpage of search results. We also strip the job post content to just the first 100 characters. You can change that piece of code so that you can get the required data at hand. In turn, the “extract_data_points” function called for every job post on a single page. It captures various data points by going into the specific job post links on Indeed. It captured the HTML data and converts it into a BeautifulSoup object, which is then parsed.

In simple terms, there are three levels of web data scraping on Indeed for job posts:

  1. We loop through the n pages of search results
  2. Then we loop through all the job posts in a single web page
  3. We scrape the data for a single webpage by going to its link
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Once the code runs on the number of pages we selected, we get an array of dicts where each dict contains the data of a single job post. We tested this code using these following values that you can see below-

Indeed Scraper

The Output Of Job Scraping On Indeed

For the input data that we showed above. The below JSON is what was received as a result. You can see that there are just three job posts. But that is because we truncated the list to fit the blog. In reality, we scraped around seven job posts for the given search terms on page 1 of the search results. The data points that we captured for each job post are:

  • Job Title
  • Summary
  • Location
  • Name of the Company
  • The Date posted
  • Details
  • Job URL

All the data points are self-explanatory. We specifically captured these because we believe these are most important for job applicants and job analysts.

Scraping Indeed

Certain data points like salaries may seem to be missing. The reason is that a large number of companies did not have the salary in the job posts and those who have it, it is in their job details itself.

Can This Work at An Enterprise Level?

This is a DIY code and cannot run at an enterprise level, that needs Indeed crawling and the job data scraped 24×7. The site will block you, the code is likely to break at some job listing with a different format, and more issues that can plague your production system.

For enterprise requirements, we have a professional job scraping solution in JobsPikr. We can automate job scraping and delivery to help you in your efforts at building a job board or in conducting research using job data.

6 Comments

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