30 (+1) Top Professional Social Network Scrapers for 2025 with Pros & Cons
December 3, 2024
43 min read
30+ best Professional Social Network scraping tools in 2025 for your data needs. Unlock Professional Social Network's database with our guide towards your business success.
If you think Professional Social Network scraping is tough, it's because you are not equipped with the right tool. Professional Social Network has their own paid API, but it's not as simple as paying and getting what you need. You have to apply for access, go through an unreasonably long approval process, and even then chances are you might get rejected. If you do manage to secure API access by a miracle, the data you get is limited.
Fortunately, there are plenty of B2B data providers and Professional Social Network scrapers available. But with so many options, it's easy to feel overwhelmed. I mean, where do you even start looking?
I understand the conundrum. What you need is a thoughtfully curated list of Professional Social Network scrapers, categorized to tailor your specific needs, so you can easily pick the right tool for you.
Welcome to the only guide on Professional Social Network Scrapers you will ever need. In this article, I will go through:
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30+1 of the best LikedIn Scraping Tools in 2025; categorized based on their nature.
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Pros and Cons of each scraper.
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How do I find the best Professional Social Network Scraper?
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Is Professional Social Network Scraping Legal?
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My Recommendation (with explanation)
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Final thoughts
I'll start with an overview of all the Professional Social Network scraper categories. This will give you a clear roadmap of what to expect and help you find out which category best suits your needs.
Now, let's look at each of our 31 entrants in the list. Each of these Professional Social Network scrapers are categorized and are weighed based on their price and free version availability.

Full Scale/Enterprise Professional Social Network Scrapers
These scrapers are designed to serve large corporations that require high-scale data extraction. Most of them are focused on detailed analytics, integrations with CRMs, lead generations and much more; everything to be a complete data solution for organizations.
1. Proxycurl
 ` The script returns a scraped and enriched profile, that's fresh, and includes data points like:
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Full name
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Work history
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Salary expectations
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Similar profiles
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Education
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A summary of the individual
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Email
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Phone number
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And more.
In fact, here's a full demo of using a few Proxycurl APIs with real-life use-cases (including one using ChatGPT to build personalized email), by our very own CEO, Steven.
Alternatively, we also hold a publicly scraped Professional Social Network dataset, [LinkDB](https://nubela.co/proxycurl/linkdb? a collection of over 492,805,659 (and increasing) Professional Social Network profiles (however, these profiles will not be as fresh as profiles enriched via our API - see how often is LinkDB updated).
Proxycurl Pros
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A plethora of B2B data, everything you could possibly need.
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API crawls are dispatched on-demand and are made in real-time for the latest data.
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Flexibility in data freshness.
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High scale crawl, scraping about a million pages per day.
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Affordable price plans.
Proxycurl Cons
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The API endpoints can be a bit intimidating for non-developers, and there might be a bit of a learning curve involved.
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Businesses requiring extensive hands-on customization might need additional support.
Proxycurl Pricing
Plans Details
Free 10 credits on sign-up (100 credits on work email)
Basic Paid $49/mo
High-end Paid Starts from $2000/mo
2. PhantomBuster
 is geared toward large-scale businesses that require enriched data for analytics, hiring, or marketing. It scrapes public Professional Social Network data and works with third-party partners to get private data. Then it packages this data into datasets that customers can call using APIs.
People Data Labs Pros
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Large datasets on multiple data points.
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Tier based scalable solutions for different levels of enterprises.
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Plug-and-play model allows for immediate consumption.
People Data Labs Cons
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Even if there are different tiers, it's hardly affordable for small businesses and startups.
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Data freshness is a big issue, as they offer pre-collected data updated monthly by default.
People Data Labs Pricing
Plans Details
Free Up to 100 records
Basic Paid $98/mo
High-end Paid Custom Pricing
Note: You cannot sign up with a personal email. Signups are only validated using work emails, making it tough to get a free trial.*
4. ZoomInfo
 # if email and password isnt given, it'll prompt in terminal
And that's how you do it e advised, you still have to circumvent Professional Social Network's blocking policies. I could tell you how we do it here at Proxycurl but then I'll have to silence you, and I want us to be friends so… good luck on that
Professional Social Network_Scraper Pros
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Absolutely Free.
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Doesn't require a Professional Social Network login or API access.
Professional Social Network_Scraper Cons
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It's not a one time setup. It is continuous work and you'll need to frequently update the scraper if Professional Social Network changes its page structure.
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You have to parse HTML manually and navigate the complexities of DOM trees.
8. Professional Social Network-API by tomquirk
Another feature scraper brought to you by yours truly is the Professional Social Network-API by Tomquirk. A highly favored tool among developers for its flexible, code-based approach to scraping Professional Social Network profiles, job listings, and more.
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`from Professional Social Network_api import Professional Social Network
Authenticate with your Professional Social Network credentials Social Network('your_email@example.com', 'your_password')
` Fetch a person's Professional Social Network profile data using their public profile URL or unique identifier.
`# Example of extracting a profile # Replace with the Professional Social Network username or profile ID print(profile)
` What you get is a clean and structured output in JSON format.
\{ "firstName": "Sese", "lastName": "Limbu", "headline": "Technical Writer at Proxycurl", "location": "Vancouver, BC", "industry": "Information Technology", "summary": "Super cool guy with an innate hunger for personal growth.", "experience": [ \{ "title": "Technical Writer", "company": "XYZ Corp", "duration": "3 years" \}, \{ "title": "Intern", "company": "ABC Inc.", "duration": "6 months" \} ], "education": [ \{ "degree": "Bachelors in Business Administration", "institution": "Kathmandu University School of Management", "year": "2021" \} ] }
By the way, Proxycurl is sponsoring this one too s a developer-focused company, we are just trying to look after the community. Enjoy
Professional Social Network-API Pros
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Clean and structured JSON output.
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No parsing required.
Professional Social Network-API Cons
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Requires Professional Social Network credentials, risking account suspension.
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Limited to what the API endpoints provide access to.
9. LinkScrape by rosstripi
LinkScrape is another open source Professional Social Network scraper, designed to scrape employee names from Professional Social Network using company search results. It operates entirely on the command line, leveraging Python libraries like beautifulsoup4 and lxml to parse Professional Social Network's front-end, without using the official API.

Extract employee data
company_ employee_
Print results
for employee in employee_data: print(f"Name: {employee['name']}, Position: {employee['position']}") ` What you get is a structured output in JSON format.
[ \{ "name": "Claire Spencer", "position": "Marketing Manager" \}, \{ "name": "Ahmed Mansoor", "position": "Software Engineer" \}, \{ "name": "Carla Jensen", "position": "HR Specialist" \} ]
LinkScrape Pros
- Targeted scraping; Designed for company-based scraping rather than broad profile searches.
LinkScrape Cons
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Targeted scraping yes, so it makes the tool limited.
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LinkScrape lacks the extensive session handling of other tools, which might result in faster session expirations.
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With fewer users and contributors, troubleshooting and enhancements may take longer compared to more established open-source projects like Professional Social NetworkScraper.
10. [Professional Social Network-Scraper by TufayelLUS](https://github.com/TufayelLUS/Professional Social Network-Scraper)
The last entry for this category is Professional Social Network-Scraper by TufayelLUS. A scraper designed for extracting detailed Professional Social Network profile data. Unlike tools like LinkScrape or Professional Social Network-API by TomQuirk, TufayelLUS Scraper excels at extracting specific skill details and endorsements. This makes it ideal for talent acquisition or workforce skill analysis.

Scrape a specific profile
profile_ print(profile_data) ` The output generated is in JSON and containing fields like
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Full name
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Job title and company
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Education history
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Skills and endorsements
Professional Social Network-Scraper Pros
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Supports scraping jobs and company pages in addition to individual profiles, offering more functionality than narrower tools like LinkScrape.
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Robust HTML parsing techniques, minimizing errors in capturing structured data.
Professional Social Network-Scraper Cons
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Depends heavily on the li_at cookie; frequent session expirations can be expected.
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TufayelLUS Scraper has a smaller community resulting in slow troubleshooting or enhancement requests.
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No built-in rotation for proxies or accounts; scraping larger volumes of data may lead to faster bans.
Browser Extension Professional Social Network Scrapers
Browser extension Professional Social Network scrapers are an ideal option if you're working alone or in a small team. They're lightweight, easy to set up, require no advanced technical skills, and deliver quick results.
11. Evaboot
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Meet Alfred Pricing
Plans Details
Free 14 Days Free Trial âś…
Basic Paid $59/person/mo
High-end Paid $99/person/mo
13. Octopus CRM

Basic paid $59/mo
High-end paid $179/mo
15. Dux-Soup

Basic Paid $49/person/mo
High-end paid Customizable usage and price
Note: You cannot sign up with a personal email. Signups are only validated using work emails.*
18. Apollo.io

Snov.io Cons
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No refunds.
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For a Professional Social Network scraper, it is weird the email finder doesn't work on Professional Social Network.
Snov.io Pricing
Plans Details
Free Free Plan Available âś… 50 credits & 100 email receipts
Basic Paid $39/mo
High-end Paid Customizable usage and pricing
Data Aggregation and Analytics Professional Social Network Scrapers
Moving away from singular developer solutions, we are now talking large-scale. Data aggregation and analytics scrapers cater to professionals and businesses that need more than just what Professional Social Network has to provide up front. These scrapers go beyond extracting individual data points and provide enriched datasets, trends, and predictive insights for market research, talent analytics, workforce planning, and competitive analysis.
If you are in human resources or market research for a firm, this category of Professional Social Network scrapers might appeal to you.
22. Revelio Labs
. An overview of everything you need to know about the company and their employees. The filters are awesome and have a variety of fields where you can tune your search results.
Revelio Labs Pros
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Comprehensive workforce analytics, tailored for enterprise needs.
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Predictive insights give a competitive edge in talent acquisition.
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Detailed historical data for benchmarking and trend analysis.
Revelio Labs Cons
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No transparent pricing details available.
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Limited to only providing workforce data and lacks broader B2B data.
Revelio Labs Pricing
The pricing is not publicly available. However, they provide a 7 day free trial on signup and their pricing roughly starts from $85,000 a year. That is a tall pricing point, not a number every firm can afford.
23. Xverum
, individual profiles, and other relevant public data.
Not much data is available on Xverum. Customer reviews online are not large enough to hold as reference.
Xverum Pros
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They offer robust API options, enabling smooth integration into marketing and sales tools.
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Extensive targeting options, supporting businesses in building segmented, tailored lists.
Xverum Cons
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Xverum does not publish its pricing structure openly, which can make budgeting and cost comparison challenging.
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Data update periods are not transparent; businesses that rely on highly current data might need a provider with data freshness guarantee.
Xverum Pricing
No free trials and no public pricing available. Their pricing roughly starts from $5,000/year.
24. Coresignal
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Coresignal Cons
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Reports of customers receiving out-dated data. See Proxycurl vs. Coresignal.
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"Real-time" API does not return data immediately.
Coresignal Pricing
Plans Details
Free Free Plan Available âś… 200 Collect credits & 400 Search credits
Basic Paid $49/mo
High-end Paid $1,500/mo
25. TalentNeuron
](https://www.cantorcolburn.com/news-newsletters-330.html#:~: clearly mentions, scraping publicly available data isn't considered hacking. It is LEGAL to scrape publicly available data in Professional Social Network, if you are doing it ethically.
Bottomline: Scraping data is against Professional Social Network's terms of service, but it is NOT illegal.
Just make sure you operate under their policy limitations:
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Free Account: Extract 80 profiles/day.
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Professional Social Network Premium Account: Extract 150 profiles/day
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Sales Navigator Account: Extract 1000 profiles/day
Or better yet, sign up for a third party Professional Social Network scraper (data provider like Proxycurl!, and transfer the liability completely.
My Recommendation
I've opened the playing field up, so everything is out in the open. My personal recommendation is [Proxycurl](https://proxycurl.com/? It stands out (yes out of all these tools) for its versatility, depth of data, and developer-friendly features.
Obviously, I might be a bit biased, but I back my words with facts.
With Proxycurl, you won't need any VPNs, proxies, a rotating index of Professional Social Network accounts, or anything else. Zero Professional Social Network scraping headaches involved ou get access to rich B2B data from more data sources than just Professional Social Network. We always link it back to a Professional Social Network identifier, so it may seem like our API only relies on Professional Social Network, but it doesn't.
That's just a part of the equation and is what often makes our data richer than our competitors.
Proxycurl will provide you with a simple and scalable API that you can build into whatever you need it to be, or into your existing systems. It easily solves the need of having to scrape Professional Social Network profiles, and you gain access to even richer data than you could obtain by scraping Professional Social Network alone.
You start off with 100 free credits upon [signup](https://nubela.co/proxycurl/auth/register? so test it out, have a look around. See if I am truly biased or just talking off of facts.
Final Thoughts
With this list, now you're equipped with the power of identifiable options. Weigh your needs and make an informed decision, because no one wants to change their providers midway. It's just too much hassle, takes too much energy, money and messes up with your datasets.
Your ideal Professional Social Network scraper is there to support your purpose. With so many choices available, don't settle for anything less.
Ready to opt for a scraper without compromises? Sign up with Proxycurl today
FAQs
Is it possible to scrape data from Professional Social Network?
Professional Social Network Scrapers exist for this purpose. The smart thing to do is to opt for a tool that automates the process. You don’t want to be stuck manually pulling or attempting to pull data from Professional Social Network.
How to scrape leads from Professional Social Network for free?
Go with open source Professional Social Network scrapers if you have a coding background. If not, there are a lot of free plans or credits offered by many tools like Octoparse, Import.io, and Proxycurl. You can get to scraping straight away, although the service might be limited and might need a paid subscription to fully unlock all the features.
What is the limit of scraping on Professional Social Network?
Professional Social Network imposes the following scraping limitations:
- 80 profiles/day with a free account
- 150 profiles/day with a Professional Social Network Premium account.
- 1000 profiles/day with a Professional Social Network Sales Navigator account.
How does Professional Social Network detect scrapers?
Activities that don’t seem “human” are flagged by Professional Social Network’s algorithm. Keep in mind that Professional Social Network is against unauthorized scraping, so say an account is browsing loads of profiles in a short amount of time, the activity is flagged by the automation detector.
Can I scrape Professional Social Network data without being detected?
Most tools implement techniques like random delays or IP rotation to reduce detection risk. However, no scraper guarantees 100% undetectability, and Professional Social Network actively works to detect and block scraping.
What should I do if my Professional Social Network account gets banned?
If in case your account is banned, contact Professional Social Network and plead for reinstatement. Be wary of Professional Social Network’s Terms of use and use scrapers with moderation.