Indeed Scraper: 5 Best Tools & How to Scrape Job Postings Data With Python

Last Updated: November 16, 2021

Jason

Jason

In this article, we will talk about some of the best Indeed scrapers you can find, including those that you can develop on your own if you know how to code.
Best Indeed Scrapers: How to Scrape Job Postings Data With Python
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If you are looking for ways to scrape Indeed for data related to job listings, then you have come to the right page.

In this article, we will talk about some of the best Indeed scrapers you can find, including those that you can develop on your own if you know how to code.

Before we get into the gist of this article, let us learn some basics about Indeed. Indeed is a job-related web service where job seekers from all parts of the world look for information related to jobs and vacancies.

Indeed is considered one of the top job sites where you will find more than 250 million users from all parts of the world.

Apart from job postings, Indeed also provides various types of information about companies as well as CV postings.

You will find reviews and ratings of jobs and companies; in fact, it is estimated that ten jobs are added every second here.

The number of jobs you will find here is significantly large. If you are looking for a place to post jobs, then Indeed is considered the best choice.

However, you should also know that Indeed will not simply provide data publicly that you see on the website. If you want to collect job data that is publicly available, you will have to get it done yourself.

Of course, you would also know that collecting data manually from these websites can be quite time-consuming, error-prone, repetitive, and tiring work.

This is the reason why researchers and marketers utilize Indeed scrapers to extract data; these bots automate the data collection process from the platform.

In this article, we will be learning about some of the best Indeed scrapers that you can use if you are looking for an already-made solution.

Additionally, we will also talk about developing a custom Indeed scraper if you have coding knowledge.

An Overview of Scraping Indeed

Indeed

Indeed scraping is about utilizing a bot that will help you scrape data that is publicly available on the Indeed website.

It is very easy to understand and use a web scraper for scraping Indeed data; the scraper will send a web request so that you will be able to download the entire page of data that you are interested in.

Once you have downloaded the page, the Indeed scraper will then utilize a parser to comb through the page and select the required data.

Next, the data is saved in a file or database for further use. In such cases, scraping becomes the only available option because you will not find any free API that you can use to collect the data from the Indeed website.

In theory, scraping is a very easy process. However, you have some work cut out if you are not experienced or want to scrape a website on a medium or large scale.

Yes, Indeed is one of the platforms that have publicly displayed valuable data – however, such platforms do not allow web scraping.

If you want to scrape data from the Indeed website, you will have to first bypass the anti-spam system that is employed by such platforms to minimize spam; such behavior is known as botting because it sends many requests in a short time span.

Thankfully, you will find several already-made Indeed scrapers that have been fitted with all the techniques one would require for bypassing various anti-scraping systems.

We will be talking about the most important Indeed scrapers that you can use.

Additionally, we will also talk about some that you can develop; we will describe all the processes you need to know about developing your own scraper if you have knowledge of coding.

Using Python, Requests, and Beautiful Soup To Scrape Job Data From Indeed

In this section of this article, we will be talking about developing an Indeed scrapper. For this, you need to have a knowledge of coding.

If you do not have any coding skills, you can directly head over to the next section of this article; you will find a list of the best already-made scrapers that you can use for scraping the Indeed website.

As you may have guessed by the heading of this section, we will be talking primarily about the Python programming language; Python is one of the most popular programming languages today that you can use to develop your own web scrapers.

Even if you are not a Python enthusiast, you will benefit a lot from what we have to say in this section.

One thing you need to remember for developing an Indeed scraper is that even though the website utilizes JavaScript to make the platform more responsive, it does not necessarily mean that you have to enable JavaScript.

One benefit here is that you can make use of legacy scraping libraries like BeautifulSoup and Requests, unlike platforms where you will have to enable JavaScript.

The Requests library contains an HTTP library that allows you to send web requests and also receive the responses; this allows you to easily download a web page.

From here, BeautifulSoup, a parsing library, will start the parsing process. All programming languages feature libraries for working on sending web requests and parsing. You simply need to know the libraries for the programming language that you choose.

Another thing that you need to know about the Indeed scraping process is that the process may simply look easy, but it is not.

This is because Indeed has employed an effective anti-bot system that prevents content scraping. If you successfully want to scrape data from Indeed, you will have to first bypass the anti-bot system.

You have to make use of residential proxies to avoid getting blocked.

There are various options available when it comes to buying residential proxies. You can do so from SmartProxy or Bright Data for your custom Indeed scraping needs.

Of course, you will also have to follow other measures like setting the referrer header, setting delays between requests, and rotating and setting the user agent string.

Example Code For Indeed Scraping

In this section, we will talk about the code that can help you scrape Indeed. When you look at it, you will see that the script is fairly basic.

Additionally, it will only parse out the job description and title and send HTTP requests. There are no exceptions and no support for bypassing anti-bot systems.

Take a look at the code below:

# import both Requests and Beautifulsoup

import requests

from bs4 import BeautifulSoup


class IndeedScraper:


def __init__(self, url):

       self.url = url

       self.download_page()



   def download_page(self):

       # method for downloading the hotel page

       self.page = requests.get(self.url).text



   def scrape_data(self):

       #method for scraping out job title and description

       soup = BeautifulSoup(self.page, "html.parser")

       job_title = soup.find("h1", {"class": "icl-u-xs-mb--xs icl-u-xs-mt--none jobsearch-JobInfoHeader-title is-embedded"}).text

       job_description = soup.find("div", {"id": "jobDescriptionText"}).text

       return {"title": job_title,

               "description": job_description,

               }



urls = ["https://ng.indeed.com/jobs?l=Abuja&advn=4648617959318358&vjk=e22d1e7191469052",]

for url in urls:

   x = IndeedScraper(url)

   print(x.scrape_data())

Best Indeed Scrapers

Now, we will talk about some of the best already-made scrapers that you can use to scrape Indeed.com in this section. As you already know, you do not have to be a coding expert to scrape job listings on Indeed.

You do not have to write even a single line of code on most of these web scrapers that we are going to discuss in this section.

Out of the five already-made web scrapers, we will be talking about, only one has been designed to be used by developers. The rest can be used by regular people.

Bright Data’s Data Collector

BrightData Data Collector
  • Cost: $500 for 151K page loads
  • Free Trials: Yes
  • Format of the Data Output: Excel
  • Platforms Supported: Web-based

If you are looking for the best tool that can help you scrape data from the Indeed website, you need not look any further than Bright Data’s Data Collector.

With the help of this tool, you will not even have to do anything to scrape the data.

You will be provided with the entire job listing available on Indeed; alternatively, you can also opt for a subset of the database either by time, position, location, and even company.

One of the best aspects about Bright Data’s Data Collector is that the service is available online and is quite easy to understand and use, even if you are not tech-savvy.

Of course, there is one drawback that you should be aware of –the pricing. You will have to shell out a minimum of $2,500 if you want to access the Indeed databases.

As compared to other available options, this service is quite expensive.

Apify Indeed Scraper

Apify Indeed Scraper
  • Cost: $49 for 100 Actor compute units monthly
  • Free Trials: The starter plan provides 10 Actor compute units
  • Format of the Data Output: JSON
  • Platforms Supported: Cloud-based, accessed via API

Because of its target audience, Apify Indeed Scrapper has very limited usage.

As mentioned above, this is the one that works for developers; unlike most other tools that we will be discussing in this section, you will have to learn how to code if you want to use this service.

Apify is a Node.JS platform that is often used for web automation.

Hence, it means that it can only be used by Node.JS developers that do not want to start coding from scratch to develop an Indeed scraper.

You can use this tool to scrape jobs that are posted on the platform, which also includes important information about each job.

This particular Indeed scraper is developed on top of the Apify SDK; you can use this service locally as well as from the Apify platform.

OctoParse

Octoparse Scraper
  • Cost: $75 per month
  • Free Trials: Free trial of 14 days available with limitations
  • Format of the Data Output: SQLServer, MySQL, JSON, Excel, and CSV
  • Platforms Supported: Desktop, Cloud

OctoParse is a very easy-to-understand and use parsing tool that any person who knows how to operate a computer can use.

You will be able to convert Indeed job listings and export them into a spreadsheet quickly and easily. Additionally, you do not have to learn coding with the help of this tool.

You simply need to provide the URL of the page where the data of interest is available.

You simply need to provide the URL once the page that contains the target data loads completely; next, the scraping tool will start the scraping task and export the data to an Excel or spreadsheet file.

You can also use the OctoParse tool for various types of other websites apart from Indeed, which also includes modern websites that make use of login, drop-down, infinite scrolling, and AJAX.

ParseHub

Parsehub
  • Cost: Free and paid plans available
  • Free Trials: Free; paid versions offer more features
  • Format of the Data Output: JSON, Excel
  • Platforms Supported: Desktop, Cloud

ParseHub is another great choice that you can opt for if you want to scrape data from the Indeed website. This is one of the few scraping tools that have been developed for the modern web.

As mentioned above, Indeed is quite a lightweight on JavaScript, which makes it even better for scraping. Additionally, you do not have to be a coding expert to use this tool for job listing scraping.

All you need to do is provide a point and click interface where some data of interest and similar elements get identified quickly.

Another interesting aspect of ParseHub is that you will have access to various advanced features like scheduling scraping tasks and cloud scraping if you opt to pay for a premium membership.

However, you can still continue with the free membership if you do not want to use the premium features.

ScrapeStorm

ScrapeStorm
  • Cost: $49.99 per month
  • Free Trials: Free membership available with some limitations
  • Format of the Data Output: Google Sheets, MySQL, JSON, Excel, CSV, and TXT
  • Platforms Supported: Desktop, Cloud

While ScrapeStorm may be the last entry to this list, it is definitely not the least. This is a web scraper that can be used on a wide range of websites.

This means that it will help you scrape job listings on Indeed; it is fitted with various features that can help bypass all sorts of anti-scraping systems placed by the websites.

It is quite interesting to know that ScrapeStorm is powered by an AI; this means that this tool is capable of identifying data of interest in a provided page without any manual effort from your side.

Even if the data of interest has not been highlighted, you can easily make use of the point and click interface to identify the data you want to scrape.

Final Thoughts

With the help of the best already-made scrapers, scraping any page has become a piece of cake. These scrapers are fitted with almost every feature one would require to scrape data from Indeed or any other website.

If you are looking for the best already-made scrapers in the market, you can choose any one of the above-mentioned tools.

However, if you want to develop your own web scraper, it is important that you know how to code. If you do, you can easily start the process of creating your own web scraper from scratch.

Written by Jason

Hi! I’m the editor at EarthWeb. I have a deep interest in technology and business. I also enjoy testing products out. Contact me to be featured!