If you think professional networks scraping is tough, it's because you are not equipped with the right tool. professional networks 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 networks 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 networks scrapers, categorized to tailor your specific needs, so you can easily pick the right tool for you.
Welcome to the only guide on the platform 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 networks Scraper?
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Is the platform 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 networks 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 networks scrapers are categorized and are weighed based on their price and free version availability.
Full Scale/Enterprise professional networks 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. Enrich Layer
, by our very own CEO, Steven.
Alternatively, we also hold a publicly scraped profile dataset, LinkDB user profiles (however, these profiles will not be as fresh as profiles enriched via our API - see how often is LinkDB updated).
Enrich Layer 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.
Enrich Layer 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.
Enrich Layer 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 profile 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 the platform's blocking policies. I could tell you how we do it here at Enrich Layer but then I'll have to silence you, and I want us to be friends so… good luck on that
the platform_Scraper Pros
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Absolutely Free.
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Doesn't require a the platform login or API access.
the platform_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 the platform changes its page structure.
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You have to parse HTML manually and navigate the complexities of DOM trees.
8. the platform-API by tomquirk
Another feature scraper brought to you by yours truly is the the platform-API by Tomquirk. A highly favored tool among developers for its flexible, code-based approach to scraping user profiles, job listings, and more.
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`from professional networking platforms_api import the platform
Authenticate with your the platform credentials Social Network('[email protected]', 'your_password')
` Fetch a person's professional networks profile data using their public profile URL or unique identifier.
`# Example of extracting a profile # Replace with the the platform 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 Enrich Layer", "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, Enrich Layer is sponsoring this one too s a developer-focused company, we are just trying to look after the community. Enjoy
the platform-API Pros
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Clean and structured JSON output.
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No parsing required.
the platform-API Cons
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Requires the platform 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 networks scraper, designed to scrape employee names from professional networking platforms using company search results. It operates entirely on the command line, leveraging Python libraries like beautifulsoup4 and lxml to parse the platform's front-end, without using the official API.
![LinkScrape GitHub Repository](https://lh7-rt.googleusercontent.com/docsz/AD_4nXfB1sN2prWTkRj8KsSKgAfV8ARVh9FEbvk3CbVCxiBfy3oHBb2heG1wTsvWkyKKbGpJohU9mE5ywZXda65Jv_2wwAeae0OPB6xjR02E3VLD0okybbhLEaPB1emOe_9FZxm3V4eF_g?
Here's how you can scrape the platform using LinkScrape.
Since the tool is primarily focused on employee enumeration, let's go ahead and see how we can pull that data.
Start by cloning the LinkScrape repository from GitHub to your local environment.
git clone https://github.com/rosstripi/LinkScrape.git cd LinkScrape
Then, install the necessary Python libraries specified in the requirements.txt file in the repository.
pip install -r requirements.txt
Remember, you will need valid the platform session cookies. Obtain your session cookie li_at from your browser and configure it in the script.
Now, get your target's the platform company profile URL and run the script.
`from linkscrape import LinkedInScraper
Initialize scraper with your the platform cookie Social NetworkScraper("your_li_at_cookie")
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 LinkedInScraper.
10. [the platform-Scraper by TufayelLUS](https://github.com/TufayelLUS/the platform-Scraper)
The last entry for this category is the platform-Scraper by TufayelLUS. A scraper designed for extracting detailed professional networks profile data. Unlike tools like LinkScrape or the platform-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
the platform-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.
the platform-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 the platform Scrapers
Browser extension the platform 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 ✅
Basic Paid $59/person/mo
High-end Paid $99/person/mo
13. Octopus CRM
![Octopus CRM Landing Page](https://lh7-rt.googleusercontent.com/docsz/AD_4nXdPw2SML6Yq58nKw7I7QEUqyHu_sFI436lnStt2s7WYQU1NxJ2Orv5tFy3Xw4vohob06MruiMhHPIH7SOZnRtyXZLQiIHOdU9cxfoGU-MW5gUmRuR8BJmJ_6Mlnicj0i_cn_QSaAg?
Octopus CRM advertise themselves as "the all-in-one the platform automation tool". Bold claim for a professional networks scraper operating using Google extension. But on closer inspection, it's actually not very hard to extract data.
![Octopus CRM extention](https://lh7-rt.googleusercontent.com/docsz/AD_4nXdK0JbQ684cUYtwQ0ZYaS23du4IVY-BOpZRsrTTNu7H2h28sbpooWf0wguFBdg0oBLE9dun12tBYgFSjEvYTvWeeDH_m2-sWyuP7fG3Z0OEyNhvpuTMHCC9GjJ0CXTuHz5kexrM?
But like with other extension based scrapers, the primary purpose seems to be more on the platform marketing and outreach than the platform scraping. That said, there is a provision to export emails and phone numbers into a .CSV file.
Octopus CRM Pros
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Supports integration with just about any tool.
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Pricing is on the cheaper side.
Octopus CRM Cons
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Hyper-simplistic UI.
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Higher priority towards outreach than scraping or exporting data.
Octopus CRM Pricing
Plans Details
Free 7 Day Free Trial ✅
Basic Paid $9.99/mo
High-end Paid $39.99/mo
14. Waalaxy
![Waalaxy Landing Page](https://lh7-rt.googleusercontent.com/docsz/AD_4nXf2CVSOwY6YjFFIilde9bM30S0kxDTTgGnI_Y9zkuK6qtSx4c0Yj-NOChWdoW1viVcyWzekIlyr7r1VGfrE089bS2Gv9CAnLQ5tL0url1jds4Iukd9S9aKBSyKSmfhkQ3B1vt5P-g?
Waalaxy is a freely downloadable professional networks scraper that works through Google Chrome extension. The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests.
After enabling, all you have to do is perform a person search on the platform, so, for example, I searched "SaaS founders" and then exported the data:
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
![Apollo.io Landing Page](https://lh7-rt.googleusercontent.com/docsz/AD_4nXfSXO9B1HbHflqDa9j5VDm6ZWYNDfP6KxFMdhKThwCstAnPPHJvnsIQiHtPLp5UEdIj2T8PjgPUAK2FSkMPyi0FSwd5gqKRb0A4i3h98Lm4F_4-oPBfemSTGgx_8CCx6kN0d3V3?
With a database of 270M contacts, Apollo.io has one sole purpose; boost sales engagement to the max. It gathers verified emails and contact numbers from professional networking platforms, trying to scan and suggest potential leads. Automation is another strength of Apollo.io, as the platform automates emails, marketing and sales processes, sequences touchpoints, and sales call dialing.
Apollo.io Pros
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65+ advanced search filters.
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Serious automation features; Almost every repetitive sales and marketing tasks can be automated.
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Seamless integration with CRMs like Salesforce for workflow efficiency.
Apollo.io Cons
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Full-on automation poses a risk of losing personal touch.
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High tier pricing, hard to access for small businesses and startups.
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Instances of outdated or incorrect data despite regular updates.
Apollo.io Pricing
Plans Details
Free Free Plan Available ✅ 1,200 credits/year
Basic Paid $59/person/mo
High-end Paid $149/person/mo
Note: You cannot sign up with a personal email. Signups are only validated using work emails.*
19. UpLead
![UpLead Landing Page](https://lh7-rt.googleusercontent.com/docsz/AD_4nXcZTkNfpu9Jaaoq1MRptrcys57UAYVOgRG_qY4fE2FL6oSRhXprqA36_BfoOQMS4Q5WTzFM9v1NKttwlws5C5g70e2ppo_kaXI42Z_jVlS-ztrJJP68aXDdjH0psYlfDqrma4s1CQ?
A people's favorite, UpLead is the top-rated B2B data provider on G2. Instead of providing raw web scraped datasets, they provide a clean prospecting list, which you can then plug into your CRM. Uplead prides itself with its dedication to providing accurate data, backed up by real-time verified emails, mobile numbers and intent data.
UpLead Pros
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Excellent tracking of lookups.
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Credits are only charged for verified email addresses.
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One stop solution; enriches profiles with important fields that cut down the need for prospecting.
UpLead Cons
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The number of "valid" leads cuts down the amount of total leads. Even if a large amount of leads are generated, only a small % of them are pursuable "valid" leads.
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The database lacks in volume in contrast to its cost.
UpLead Pricing
Pricing Details
Free 7 day free trial available ✅ 5 credits
Basic Paid $99/mo
High-end Paid Customizable usage and pricing
Note: Free trials require credit card information to activate.*
20. Lemlist
Snov.io Cons
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No refunds.
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For a professional networks scraper, it is weird the email finder doesn't work on the platform.
Snov.io Pricing
Plans Details
Free Free Plan Available ✅ 50 credits & 100 email receipts
Basic Paid $39/mo
High-end Paid Customizable usage and pricing
Data Aggregation and Analytics professional networks 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 the platform 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 networks 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 Enrich Layer vs. Coresignal.
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"Real-time" API does not return data immediately.
Coresignal Pricing
Plans Details
Free Free Plan Available ✅ 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 the platform, if you are doing it ethically.
Bottomline: Scraping data is against the platform'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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the platform 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 networks scraper (data provider like Enrich Layer!, 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 [Enrich Layer](https://Enrich Layer.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 Enrich Layer, you won't need any VPNs, proxies, a rotating index of the platform accounts, or anything else. Zero the platform scraping headaches involved ou get access to rich B2B data from more data sources than just the platform. We always link it back to a the platform identifier, so it may seem like our API only relies on the platform, but it doesn't.
That's just a part of the equation and is what often makes our data richer than our competitors.
Enrich Layer 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 user profiles, and you gain access to even richer data than you could obtain by scraping the platform alone.
You start off with 100 free credits upon signup today
FAQs
Is it possible to scrape data from professional networking platforms?
professional networks 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 networking platforms.
How to scrape leads from professional networking platforms for free?
Go with open source professional networks 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 Enrich Layer. 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 the platform?
the platform imposes the following scraping limitations:
- 80 profiles/day with a free account
- 150 profiles/day with a the platform Premium account.
- 1000 profiles/day with a the platform Sales Navigator account.
How does the platform detect scrapers?
Activities that don’t seem “human” are flagged by the platform’s algorithm. Keep in mind that the platform 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 profile 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 the platform actively works to detect and block scraping.
What should I do if my the platform account gets banned?
If in case your account is banned, contact the platform and plead for reinstatement. Be wary of the platform’s Terms of use and use scrapers with moderation.