If you’ve tried scraping LinkedIn profiles for your tasks, you’ve likely hit some problems. It could be technical blocks or trouble finding the right tools. I’ve faced these issues myself when trying to gather LinkedIn profile data.
Luckily, there are great tools, both free and paid, that can help. In this guide, I’ll show you the 5 Best LinkedIn Profile Scrapers in 2025. Some offer free trials, while others have paid plans.
These tools can make scraping LinkedIn profiles much easier.
Key Factors You Should Always Remember While Using LinkedIn Profile Scrapers
- Only scrape public information.
- Respect LinkedIn's terms of service
- Choose a reliable scraper.
- Look for reputable tools with good reviews.
- Consider your budget.
- Try out their free plans first before purchasing.
LinkedIn Profile Scrapers: What Are They and Why You Need Them
LinkedIn profile scrapers are tools that collect information from LinkedIn profiles automatically. They can save you time and effort when —
- searching for leads,
- conducting market research,
- or building your network.
Isn’t it awesome? 🤩
Benefits of Using LinkedIn Profile Scrapers
✅ No more searching each profile manually!
✅Collect information from many profiles quickly.
✅Identify customers or business partners easily.
✅Analyze industry trends and competitors.
✅Connect with professionals relevant to your field.
✅Collect names, job titles, and skills effortlessly.
✅Most scrapers don’t need special skills.
How Does a LinkedIn Profile Scraper Work?
🔍 Enter the URL: You add the LinkedIn profile link you want to scrape.
🖥️ Tool visits the profile: The scraper automatically visits the LinkedIn page.
📊 Collects data: It grabs the info like name, job title, and company.
💾 Saves data: The tool stores all the info in a file, like CSV or Excel.
🔁 Repeat: You can repeat this for multiple profiles, fast and easy!
Best LinkedIn Profile Scrapers
I’ve used many LinkedIn profile scrapers so far. Out of these, I’ve found out these five ones are the best.
Feature | Bright Data | PhantomBuster | Apify | Nimble | Relevance AI |
|---|---|---|---|---|---|
Data Collection | Profiles by URL and name | All visible data | Multiple profile details | Real-time product data | Custom lead lists |
Integration | Google Sheets/CRM | Google Sheets/HubSpot | Flexible with other tools | Scale data handling | Easy tool connection |
Scraping Speed | 2 sec per URL, 2:56 min per name | 50 profiles in 5 min | 30 seconds per profile | 150-300 ms per profile | 7 sec per profile |
Free Trial | 20 free API calls | 14-day trial | 3-day trial | Free trial available | 100 credits on free plan |
Starting Price | $1/1K records | $69/month | $25/month | $3/CPM | $0 (free), $19/month (Pro) |
Support | 24/7 help available | 24/7 help available | 24/7 community support | 24/7 help available | 24/7 help available |
Want to learn more? Go through the sections below.
1. Bright Data (4.6/5) ⭐⭐⭐⭐⭐
Bright Data is great for scraping LinkedIn profiles for many reasons. It helps you easily get LinkedIn data like names, job titles, and more. It avoids problems like proxy issues or getting blocked.
Bright Data offers two features for profile scraping:
- collect LinkedIn profiles by URL
- and discover LinkedIn people profiles by name.
Bright Data, one of the Best LinkedIn Profile Scraper APIs, has strong systems and follows privacy laws, so you can use it safely and legally. This makes it a top choice for anyone who wants to scrape LinkedIn profiles without breaking the rules.
Why It's Best for LinkedIn Profile Scraping 🏆
⚡ You don’t need tech skills! The simple API makes scraping quick.
🛡️ It automatically manages proxy rotations and solves CAPTCHAs.
🔍You can get reliable data from LinkedIn, like job titles and company names.
🌍You can have access to over 72 million real user IPs with 99.99% uptime to scrape data from anywhere.
🎯 Choose exactly what information you want from LinkedIn profiles.
💼 It easily scales for bigger businesses or high-volume needs.
📂Get results in different formats like JSON and CSV. Easy to use with your tools!
🔧Anyone can use it! No programming skills are needed.
🔒Bright Data follows GDPR and CCPA rules for safety.
🌐Help is available any time, day or night!
📜 Keep track of all your activities easily!
💳 Get free credits to try the service before you pay.
What’s Not So Cool 🚩
💰Bright Data can cost a lot if you scrape many profiles.
🚀 It’s easy for beginners, but advanced features may take time to learn.
Pricing 💲
- All plans have free trials.
- You get 20 free API calls to test the product, with full results for the first 5 calls and partly hidden results for calls 6 to 15.
- Pricing starts at $1/ 1K RECORDS (Pay-as-you-go without a monthly commitment).
My Performance Test 📈
Here’s a table summarizing the performance test results for Bright Data's LinkedIn profile scraping features:
Feature | Description | Average Response Time | Price per Record | API Limitations |
|---|---|---|---|---|
Collect Profiles by URL | Scrape LinkedIn profiles using URLs | 2 seconds | $0.001 | Up to 50 profiles per input |
Discover Profiles by Name | Find LinkedIn profiles using names | 2 minutes 56 seconds | $0.001 | Up to 50 profiles per input |
2. PhantomBuster (4.2/5) ⭐⭐⭐⭐⭐
PhantomBuster is one of the best LinkedIn Profile Scrapers because it's powerful and easy to use. It helps you collect data for things like —
- lead generation,
- market research,
- or building a contact list.
It makes the process simple and saves you a lot of time by automating everything.
Why It's Best for LinkedIn Profile Scraping 🏆
🔥 You can scrape all visible info like names, job titles, companies, education, and even public emails!
🔗 You can easily connect with Google Sheets or HubSpot CRM you already use for simple data handling.
🚀 No more copy-pasting. Scrapes profiles in bulk and exports to CSV or HubSpot.
⚙️ Works in the Cloud background while you focus on other tasks.
👨💻 No coding needed & fully automatic.
📈 Scrapes 50 profiles in 5 minutes, instead of 10 manually in 2 hours!
📊 Get qualified leads 24/7 and export them into a simple spreadsheet.
🛡️ Scrapes within LinkedIn’s limits to keep your account safe.
🖱️ Easy-to-use Chrome or Firefox Extension.
What’s Not So Cool 🚩
❌You can only scrape a few profiles for free.
❌It takes time to learn and fully use all the features.
Pricing 💲
- The pricing plan starts at $69/month.
- Plus, they give a 14-day trial with 50 email credits as a bonus, so you can try it out and see if it fits your workflow.
My Performance Test 📈
Method | Profiles Scraped/Day | Time Taken (minutes) |
|---|---|---|
Manual Copying | 10 | 120 |
PhantomBuster | 50 | 5 |
You can see that PhantomBuster scrapes profile 10 times faster 🔥🔥🔥. It also needs way less effort than manual ones!
You can check out this informative blog to get a detailed PhantomBuster Review.
3. Apify (4.3/5) ⭐⭐⭐⭐⭐
I think Apify is one of the best LinkedIn profile scrapers because it has easy-to-use features and is very flexible. With Apify, you can quickly get important data from LinkedIn profiles.
It also follows LinkedIn's rules, which is a big plus. Its simple design and strong tools make it a great choice for anyone who wants to scrape LinkedIn data effectively.
Super awesome, right? 🔥
You can use the LinkedIn Profile Scraper in your Python apps with the Apify API. Just sign up for an Apify account and get your API token from the Integrations section in the Apify Console. 📝
If you prefer, you can also use other coding languages like JavaScript, CLI, or HTTP. 🌐
What Makes Apify Stand Out for LinkedIn Profile Scraping 🌟
🖥️It's easy to use, even if you're a beginner!
⚙️You can adjust scraping to meet your needs.
🚀It can handle a lot of data without any trouble!
🔗You can easily connect it with other tools and platforms.
⏰You can schedule and automate scraping tasks for convenience.
📄Extract names, bios, skills, job history, company details, location, and more.
🔒Use your existing LinkedIn session, so you don’t need login details or 2FA.
⏳Enjoy a randomized delay between pages to keep your LinkedIn account safe.
🍪Access profiles using LinkedIn cookies.
🤝You have access to a helpful community and customer service 24/7.
What’s Not So Cool About Apify 🤔
⏲️There’s a default delay of 15-60 seconds between scraping pages. ⏲️
📚Some users find the guides lack detail.
💲 Pricing
💵Starts at $25/month for the LinkedIn profile scraper.
🎉Enjoy a 3-day free trial with no credit card needed.
🛠️Choose from rental, pay-per-result, and pay-per-usage plans.
My Performance Test 📈
Metric | Price per Record |
|---|---|
Number of Profiles Scraped | 100 LinkedIn Profiles |
Average Scraping Time | 30 seconds per profile |
Total Time Taken | 50 minutes |
CAPTCHAs Solved | 5 |
Error Rate | 2% (2 profiles failed) |
If you’re somehow interested, you can visit this blog to get a detailed review of Apify.
4. Nimble (4.1/5) ⭐⭐⭐⭐⭐
I chose Nimble as one of the best LinkedIn profile scrapers because it has great technology for scraping data. It helps turn public LinkedIn information into useful insights.
Nimble focuses on being fast, stable, and trustworthy. This makes it a reliable tool for getting data from LinkedIn profiles. Its strong features and easy-to-use design help users handle data tasks easily.
✅ Why Nimble is the Best for LinkedIn Scraping
⚡Nimble AI works fast, making it great for quick tasks.
🏗️Get reliable IPs that work well for long scraping jobs.
🥇Access hard-to-reach URLs with trusted IPs.
🔧Nimble AI keeps track of millions of IPs to make sure they are always available.
⏰You can scrape product data in real time to stay updated with the latest information
📊Easily handle large amounts of data by scaling your scraping tasks.
🤖Use Nimble's AI technology for accurate data extraction.
📂Get your scraped data in a clear format that’s easy to use and analyze.
🌟Receive special help from Nimble's expert team for professional and enterprise plans.
📈 Easily track and check your scraping activities.
👎 What’s Not So Cool About Nimble
❌The free trial may not give enough time to fully test the service.
❌Needs some setup to get started.
💲 Pricing
- Starts at $3/CPM for a LinkedIn Scraping.
- Free trial facilities are available for all the plans.
- You can start with a free trial and pay only for successful requests.
My Performance Test 📈
Category | Details |
|---|---|
Max Results Per Request | 100 profiles per request |
Request Method | GET |
Average Response Time | It takes about 150-300 milliseconds, depending on your network and how complex the profile is. |
Rate Limit | You can make about 100 requests every minute. (estimated based on common APIs) |
Success Rate | ✅ High (90-95% success for well-formed requests) |
Failure Rate | ❌ Low (5-10%, mostly due to invalid or non-existent IDs) |
Common Errors | 404 (Profile Not Found), 400 (Bad Request), 429 (Rate Limit Exceeded) |
5. Relevance AI (4.3/5) ⭐⭐⭐⭐⭐
Relevance AI provides a LinkedIn profile scraper that does more than just collect data. It combines scraping with strong AI features. This lets you get deeper insights from the data you gather.
✅Why Relevance AI is Great for LinkedIn Profile Scraping
🗂️Use ready-made data points and templates to make scraping easier.
🎯Create specific lead lists by scraping LinkedIn for the data you need.
🔍Use AI to look at the scraped data, find patterns, and get useful insights.
🔗Connect easily with other tools for more data processing and analysis.
Import Data from Your Files
Upload files like CSV, Excel, PDF, or audio. 📁
For media files like PDF or audio, they will automatically extract the text for you. 📝
👎 What’s Not So Cool About Relevance AI
❌Relevance AI offers a free plan with limited features, but for advanced usage, you may need to consider paid plans.
💲 Pricing
Free Plan
- Cost: $0 per day, with 100 credits and features for building AI apps. 🤖
- Includes a low-code builder, 1 user, and access to different models. 🛠️
- Great for individuals or small teams to start using AI! 🌟
Pro-level pricing starts at $19/Month.
My Performance Test 📈
The performance ratio of this LinkedIn profile scraper test is:
- Duration: 7 seconds
- Status: Complete
This means the scraper successfully extracted data from the provided LinkedIn profile URL in a very short time, indicating good performance.
Wrapping Up
Hopefully, you now have a pretty good idea of the best LinkedIn Profile Scrapers in 2025. If you want to scrape LinkedIn profiles for recruiting, marketing, or research, these five tools can help you. PhantomBuster is easy to use for beginners.
Bright Data and Nimbleway are strong options for bigger tasks. You can choose the tool based on what you need, whether it’s a quick job or collecting lots of data. Always remember to follow LinkedIn’s rules when using these tools.
You can visit this informative blog to learn about the 6 Best LinkedIn Scraper APIs in 2025.
FAQs
Are LinkedIn profile scrapers legal?
The legality of using LinkedIn profile scrapers can change based on local laws and regulations. It’s important to talk to a legal counsel to make sure you follow the law. Also, LinkedIn has rules in its terms of service about data scraping, so check those too.
How do I choose the right LinkedIn profile scraper?
When picking a LinkedIn profile scraper, think about a few things. Check the features, pricing, how easy it is to use, and how reliable it is. Choose a tool that fits your needs and has good customer support.
How can I avoid getting banned by LinkedIn for using a scraper?
To avoid getting banned, use your scraper wisely. Follow LinkedIn's rules. This means using proxies, changing user agents, and adding delays between requests.
Can I integrate a LinkedIn profile scraper with my CRM or other tools?
Many LinkedIn profile scrapers can connect with popular CRM systems and other software. This helps you automatically add scraped data to your current workflows.
How does LinkedIn Profile Scraper API work?
The LinkedIn Profile Scraper API sends automated requests to LinkedIn profiles. It collects public information and presents it in a clear format. This method ensures accurate data collection while following data protection rules.
