7 Best LinkedIn Job Scrapers for 2024

   By: Jayden Sprent
Updated October 31, 2024
LinkedIn Job Scrapers

When I first started searching for jobs on LinkedIn, I instantly realized it wasn’t an easy task to keep track of the best opportunities. Manually searching for job listings, filtering them by criteria, and then keeping tabs on new postings became overwhelming. 

That's when I found out some of the best LinkedIn job scrapers, which completely changed the way I handled job searches. With these tools, I could automate the entire process, which saves tons of time and effort!

Why LinkedIn Job Scrapers are the BEST!

  • No more endless clicking! Scrapers grab all the info in seconds.
  • Filter results by skills, location, and company size - you're in control!
  • Find hidden opportunities you might have missed otherwise.
  • Export data to spreadsheets for easy comparison and tracking.

What are LinkedIn Job Scrapers?

LinkedIn job scrapers/ LinkedIn job extractors are tools that automatically collect job listings from LinkedIn. They gather details like —

  • job titles, 
  • company names,
  • locations, 
  • and descriptions.

Do you know that LinkedIn had 900 million users in 2023? About 95% of recruiters use LinkedIn to find candidates. That’s why, to get noticed and find jobs easily, you can use LinkedIn job scrapers. 

These tools collect job listings for you automatically.

How LinkedIn Job Scrapers Work 🚀

  • Input LinkedIn URL: You start by providing the LinkedIn job page URL or keywords.
  • Set Filters: Choose job criteria like location, industry, or experience level.
  • Scraping Starts: The scraper tool begins scanning LinkedIn for job postings based on your filters.
  • Data Collection: The tool collects details like job title, company, location, and description.
  • Data Export: The collected data is exported to a CSV or another format of your choice.
  • Ready for Analysis: You now have organized job data to review or analyze.

Here Comes the Top 7 LinkedIn Job Scrapers

Here are my top seven LinkedIn job extractors, each with their unique benefits, drawbacks, pricing, and, of course, test performance:

Comparison Table: Pricing and Free Trials

Scraper

Starting Price

Free Trial

Bright Data

$1 per 1,000 records

Yes, 20 free API calls

PhantomBuster

Starts at $63/month

14-day trial with 50 email credits

Apify

Starts at $30/month

3-day free trial

Scrapingdog

Starts at $40/month

1,000 free credits, 30-day trial

Octoparse

Starts at $119/month

14-day free trial

Nimble

Starts at $3/CPM

Yes, free trial available

Oxylabs

$49 per month

1-week trial with 5,000 results

Comparison Table: Key Features

Scraper

Data Export Formats

Data Accuracy

Customer Support

CAPTCHA Handling

API Limitations

Bright Data

JSON, CSV

High

24/7

Yes

Up to 1,000 jobs per input

PhantomBuster

JSON, CSV

High

24/7

Yes

Caps daily at 80 jobs

Apify

JSON, CSV, HTML

High

24/7

Yes

Needs LinkedIn cookies

Scrapingdog

JSON, CSV

High

24/7

Yes

No profile extraction

Octoparse

Excel, Database, CSV

High

24/7

Yes

Advanced features need paid plan

Nimble

JSON, CSV

High

24/7

Yes

Initial setup required

Oxylabs

JSON, CSV

High

24/7

Yes

Need technical knowledge

1. Bright Data (4.6/5) ⭐⭐⭐⭐⭐

Bright Data linkedin jobs

If you want a strong tool to scrape LinkedIn job listings, Bright Data comes first. It’s famous for its reliable LinkedIn Jobs Scraper API. This tool collects key job info like job IDs, titles, companies, and locations easily. 

You don’t need to worry about complicated setup, proxy servers, or getting blocked. Bright Data handles all that for you!

Best LinkedIn Job Scrapers

Basically, Bright Data offers LinkedIn job listing information in three ways, including

  • Collect jobs by company URL
  • Discover jobs by keyword 
  • Discover jobs by company URL

Why Bright Data is One of the Top LinkedIn Job Scrapers

✅ Easy-to-use, no-code interface.
✅ Get data in JSON, CSV, or NDJSON.

LinkedIn Job Scrapers

✅ Avoid CAPTCHAs with built-in solutions.
✅ Quickly scale your scraping needs.
99.99% uptime ensures smooth performance.
✅ Meets data privacy laws like GDPR and CCPA.

What’s Not So Cool

❌Pricing can be high if you need a lot of data.
❌Some API users may need basic coding knowledge.

Pricing

Pay-as-you-go: $1 per 1,000 records

brightdata pricing

  • Free trial: Yes for all the plans, 20 free API calls to try.
  • Enterprise Plans: Custom pricing with a dedicated account manager.

My Performance Test 📈

Test Parameters

Performance Details

Type of Data Collected

LinkedIn job listings by company URL

Average Response Time

1 minute 41 seconds per input

Pricing

$0.001 per record

API Limitations

Up to 1,000 jobs per input

Data Accuracy

98% (in this test)

Data Formats

JSON, CSV

Reliability

Stable and consistent API

Besides, you can visit this insightful blog to get a detailed Bright Data Scraping Browser Review.

2. PhantomBuster (4.2/5) ⭐⭐⭐⭐⭐

PhantomBuster linkedin jobs

Do you want to hear a name where LinkedIn job scraping becomes super easy? PhantomBuster is that name. It’s a top choice for gathering LinkedIn job listings quickly and easily. 

With its LinkedIn Job Scraper, you can pull all the job details you need without coding skills or technical knowledge. Everything works online, so there’s no software to install.

PhantomBuster linkedin jobs

You just use your internet connection. PhantomBuster runs in the cloud, which ultimately lets you access it anytime, anywhere. 

Why It's One of the Best LinkedIn Job Scrapers

✅Operates fully in the cloud without software installation.
✅Simple and user-friendly, ideal for beginners.

PhantomBuster

✅Automatically scrapes job titles, descriptions, company names, and more.

PhantomBuster

✅Exports data into Excel or CSV for easy use.
✅Scrapes up to 80 job posts per day (or 150 for LinkedIn premium users).

What’s Not So Cool

Limited Daily Scrapes: Caps daily scraping at 80 jobs unless you upgrade.
❌ Needs LinkedIn Cookie: You have to manually input your LinkedIn cookie for the scraper to work.

Pricing

Free Trial: A 14-day trial with 50 email credits as a bonus.

PhantomBuster
  • Paid Plans: Starts at $63/month.

My Performance Test 📈

Test Parameters

 Details

Jobs Scraped

80 jobs

Time Taken

2 minutes

Average Response Time

1.5 seconds per job

Data Export Format

CSV, JSON

Successful Scrapes

78

Failed Scrapes

2

Accuracy Rate

97.5%

3. Apify (4.3/5) ⭐⭐⭐⭐⭐ 

Apify

Apify has an awesome product, named “Advanced LinkedIn Job Scraper.” This tool helps you find job listings on LinkedIn using advanced search options.

You can use keyword searches or boolean filters to find specific jobs. It also shows extra info like required skills and insights about applicants. You just need to provide your LinkedIn cookies, and the tool does the rest.

Apify

It even uses random delays and country-specific proxies to keep your account safe.

Oh, another cool option is that if you don't want to provide cookies, you can use their LinkedIn public job search scraper. This tool scrapes jobs from the public version of LinkedIn's job search. 

It only supports basic features. To use the advanced version with more features, you need to log in and provide cookies. 

Why Apify’s Advanced LinkedIn Job Scraper is a Good Choice

Supports boolean and keyword searches to find specific job listings.
✅Get extra job details like skills and applicant insights.
✅ Data can be exported in multiple formats like JSON, CSV, or HTML.

Apify

✅Even beginners can use it easily with clear steps.

What’s Not So Cool

❌You need to log in to LinkedIn and provide your cookies.
❌Uses random delays to keep your account safe, which might make it slower.

Pricing

  • Advanced Linkedin Job Scraper starts at $30/month after a 3-day free trial.
  • LinkedIn Jobs Scraper - PPR starts at $1.00 / 1,000 results. You can also try it for free.

My Performance Test 📈

Apify

The scraper ran successfully, finishing in 6 seconds and handling 1 result without making any extra requests. It used minimal memory and stayed within the expected limits.

4. Scrapingdog (4.8/5) ⭐⭐⭐⭐⭐

Scrapingdog  linkedin scrapers job

Now, let me share another awesome LinkedIn job scraper—Scrapingdog. It uses a LinkedIn Jobs Scraper API that makes job data extraction super simple. You can easily get job details like titles, companies, locations, descriptions, and more.

It has pagination and batch request features by which you can scrape large numbers of job listings quickly. Plus, you can use advanced filters to search for specific jobs by type or experience level.

This tool works well for small and large recruitment platforms that need real-time job data.

Why Scrapingdog is one of the Best LinkedIn Job Scrapers

✅Easy to use API, even for those without strong technical skills.
✅Gathers all key job details, including company insights.
✅Lets you extract jobs by applying specific filters.
✅Easily handles large-scale job scraping.
✅Keeps your job listings up-to-date.

Scrapingdog  linkedin scrapers job

✅Manages huge datasets efficiently.

Not-so-cool things about Scrapingdog

❌ This API doesn’t extract LinkedIn profiles or company details.
❌Basic plans lack email support.

Pricing

Pricing starts from: $40/month for 40,000 LinkedIn job pages

Scrapingdog
  • Free Trial: 1,000 free credits along with a 30-day free trial with no credit card needed.

My Performance Test 📈

Test Parameters

 Details

Profile URL

https://www.linkedin.com/company/amazon/jobs/

Private Profile

false

Credit Cost

200 credits per profile

Total Calls Made

2

Successful Scrapes

78

Failed Scrapes

2

Accuracy Rate

97.5%

Max Scraping Capacity

1 million job postings/day

Concurrency

5 tasks at a time

5. Octoparse (3.0/5) ⭐⭐⭐⭐⭐

Octoparse

If you’re a beginner with zero coding skills, then Octoparse comes up with a great product for LinkedIn job scraping. With Octoparse, you can easily extract job information from LinkedIn by —

  • pasting the URL, 
  • letting it auto-detect data fields, 
  • making tweaks, 
  • and exporting the results to Excel.

Plus, Octoparse works on both Windows and Mac. It also offers cloud services and advanced features for bigger projects. It's simple and hassle-free!

Why Octoparse is one of the Best LinkedIn Job Scrapers

✅Octoparse makes web scraping easy for everyone, even without technical skills.

Octoparse

✅You just paste the URL, and Octoparse auto-detects data fields, saving you lots of time.
✅They have many preset templates for popular websites, so you can get data right away without any setup.

Octoparse

✅Allows you to run scraping tasks remotely.
✅You can tweak the fields and use features like pagination and looping.

Not-So-Cool Stuff

 ❌Advanced cloud services require a paid plan.
❌Weak customer support.

Pricing

  • 14-day free trial.
  • Paid plan starts at $119/MO.

Octoparse

  • Paid Plan: Offers advanced features like cloud service and IP rotation.
  • 5-Day Money-Back Guarantee on all plans.

My Performance Test 📈

Test Parameters

 Details

Data Extraction Speed

500 job postings/hour

Export Options

Excel, Database, CSV

OS Compatibility

Windows, Mac

Job Title Extraction

95% accuracy

Auto-Detection Success

90% on first attempt

Customization Flexibility

High

6. Nimble (4.1/5) ⭐⭐⭐⭐⭐

Nimble

Nimble is one of my choices for the best LinkedIn job scrapers because it uses smart technology to turn LinkedIn job profiles into valuable insights. It’s built for speed, stability, and trust, which makes it a reliable tool for scraping job data.

It's ideal for those who need a reliable and efficient solution, especially for large-scale projects.

Why Nimble is a Good Option

✅Nimble AI scrapes data quickly, so you can finish tasks fast.
✅It uses reliable IPs to keep connections stable during long scraping sessions.
✅Access even the hard-to-reach LinkedIn job profiles with trusted IPs.

Nimble

✅Nimble AI keeps millions of IPs available for consistent scraping.
Real-time scraping lets you stay updated with the latest LinkedIn job posts.
✅You can easily scale up to handle large amounts of LinkedIn job data.
✅Its AI ensures accurate job data extraction.
✅Your scraped job data is clean and easy to use.
✅Experts are available to help with professional and enterprise plans.
✅Track and monitor all your scraping activities without hassle.

Not-so-cool things about Nimble

❌ The free trial might be too short to explore all features.
❌ It needs some initial setup before you can start scraping.

Pricing

  • Starts at $3/CPM (Pay As You Go, No Commitment).
  • All plans come with a free trial.
Nimble
  • You can try it for free and only pay for the requests that work.

My Performance Test 📈

Category

Performance

Max Results Per Request

500 profiles

Request Method

GET

Average Response Time

2-3 seconds per request

Rate Limit

50 requests per minute

Success Rate

98%

Auto-Detection Success

2%

Customization Flexibility

Temporary IP blocks, Captcha challenges

7. Oxylabs (4.5/5) ⭐⭐⭐⭐⭐

Oxylabs

I'm finishing this with the last best option for LinkedIn job scraping. This is Oxylabs. It’s a top choice for collecting LinkedIn job data. It has a Web Scraper API that’s simple for both beginners and experts to use.

With this tool, you can gather accurate job information in real-time. It also helps you avoid IP blocks and other security issues. Oxylabs is built to handle complex scraping tasks easily. 

Plus, Oxylabs has a Jobs Scraper API that helps you collect job listings and important details like job titles, descriptions, salaries, and company info. It works with LinkedIn and other websites to get real-time data. 

Oxylabs

You don't have to worry about anti-bot systems stopping you. The Jobs Scraper API uses JavaScript rendering to handle complex websites, so you get all the data you need without missing anything.

Why Oxylabs is Best for LinkedIn Job Scraping

✅Get job information in real-time.
✅Easily navigate LinkedIn’s security checks.
✅Access localized job data worldwide with over 102M proxies.
✅Extract data from interactive LinkedIn pages.

Oxylabs

✅Handle thousands of LinkedIn profiles in a single batch.
✅Get clean data in an easy-to-use format.
✅Use custom headers and cookies to optimize data collection.

What’s Not So Cool About Oxylabs

❌ Requires some technical knowledge to use the API.

Pricing

Micro Plan: $49 per month (+VAT) for 1,000 results at $2 per 1K results.

Oxylabs
  • Free Trial: 1 week with 5,000 results included.

My Performance Test 📈

Category

Performance

Max Results Per Request

5,000 job postings per batch

Request Method

REST API

Average Response Time

3 seconds per request

Rate Limit

5 requests per second

Success Rate

98%

Failure Rate

2%

Legal Considerations & Ethical Use of Scraping Tools


If you’re planning to scrape LinkedIn job postings, be cautious. It’s like walking a fine line—you have access to lots of job data, but one wrong move can cause problems. Always scrape responsibly.

Remember, using LinkedIn scrapers comes with rules. Even if a tool has a License (which allows freedom of use), this doesn’t mean you can ignore LinkedIn’s terms of service or privacy laws.

Here’s the key: 

  • scrape public data only, 
  • and always respect people’s privacy.

When you’re collecting job details from LinkedIn, act like a real user. Set limits on how many requests you send to avoid overwhelming the platform.

To stay safe, follow LinkedIn’s rules. Don’t try to access private or secure data without permission, and don’t bypass systems meant to protect users. It’s a must to follow ethical practices to avoid getting into trouble.

Wrapping Up

Hopefully, you now have a pretty good idea of the best LinkedIn Job Scrapers for 2024. These scrapers have made a big difference for me. They saved time, helped track new job listings, and kept my job search organized. From my experience, each tool has its own benefits and drawbacks, depending on what you need.

For large-scale scraping, Bright Data and Oxylabs are great choices. If you’re on a budget or just starting out, Octoparse and Scrapingdog are ideal options.

When picking a LinkedIn job scraper, focus on what matters most to you—whether it’s speed, accuracy, cost, or ease of use.

In addition, you can check out this informative blog to learn some of the best LinkedIn Scraper APIs in 2024.

FAQs

Is it actually legal to scrape LinkedIn data?

Scraping LinkedIn directly is against their rules, so it’s not allowed. You can legally get public data through search engines or data vendors who follow local laws. Just be careful with how you use the data and respect privacy rules. (LinkedIn Prohibition of Scraping Software).

How can I extract data from specific job categories or locations on LinkedIn?

Most LinkedIn job scrapers let you filter results by keywords, locations, and job types. This helps you find specific jobs faster. You can easily target the job category or place you want.

What are the benefits of using a LinkedIn job scraper?

LinkedIn job scrapers save you time and make your job search easier. They help you find great job opportunities and understand job market trends. Thus, you can also spot potential employers and grow your professional network.

How can I improve the accuracy of my LinkedIn job scraping results?

Use advanced techniques like JavaScript rendering to scrape data effectively. Update your scraper often to match changes on LinkedIn's website. Test it regularly to make sure it works properly.

Ask Your Questions

{"email":"Email address invalid","url":"Website address invalid","required":"Required field missing"}

Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs. Originating from Pennsylvania, USA, Jayden's journey in technology began early, evolving into a career marked by a profound understanding of web development. Specializing in ethical and efficient data extraction, he navigates the complexities of proxies and VPNs with finesse. Jayden's commitment to responsible tech practices shines through, advocating for privacy and staying at the forefront of industry advancements. A collaborative figure, he shares knowledge through mentoring and public speaking, making a lasting impact on the tech community. In the fast-paced tech landscape, Jayden Sprent is a versatile professional, leaving an indelible mark on digital innovation.  

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