When I first tried to scrape LinkedIn posts, it was hard. I needed specific data, but LinkedIn doesn’t let me take posts easily. I tried doing it manually, but it took way too long.
That’s when I realized I needed something better. I found out about APIs that can quickly and easily pull the posts for me.
After trying a few, I found the 5 best LinkedIn Post Scraper APIs. They made my work much easier, especially for getting —
- post content,
- likes,
- shares,
- and comments.
Here's what I learned and think of these 5 best ones for 2025.
Key Factors You Should Always Remember While Using LinkedIn Post Scraper APIs
- Don’t break LinkedIn’s terms of use when scraping data.
- Only collect the data you really need to avoid overload.
- Don’t collect personal data without permission.
- APIs can be temperamental. Be prepared for hiccups.
- Scrub your data to remove duplicates and errors.
- Make sure the API you use stays updated to work properly.
- Keep track of your data limits to avoid overcharges.
- Always test the API to make sure it works as expected.
- Use safe methods to store and manage the data you collect.
What is a LinkedIn Post Scraper API?
A LinkedIn Post Scraper API is a tool that helps you automatically collect and extract data from LinkedIn posts. You don’t have to manually copy and paste posts anymore.
These APIs do the work for you by collecting data like:
- Post text
- Number of likes 👍
- Shares 🔄
- Comments 💬
Benefits of Using LinkedIn Post Scraper APIs
- Saves time ⏱️ – No more manually copying post data.
- Accurate data 📊 – Extracts every detail from LinkedIn posts.
- Easy to use 🛠️ – Just set it up, and the API does the rest.
- Scalable 📈 – Whether you need 10 posts or 10,000, it works fast.
- Data insights 💡 – You can analyze posts for trends, engagement, and more.
How Does a LinkedIn Post Scraper API Work?
Here's how these APIs work in a super easy step-by-step way:
Set up your API account 🔐: First, sign up for the API service and get your API key.
Configure what you need 🖥️: Tell the API what kind of LinkedIn posts you want to scrape—by keyword, user profile, or specific post links.
Send request 🚀: Use the API to send a request to LinkedIn. The API will connect to LinkedIn and start scraping the posts.
Receive data 📬: The API collects all the post data, like text, likes, comments, etc., and sends it back to you in an easy format like JSON or CSV.
Use the data 🧑💻: Now you can analyze the data, track trends, or use it for business insights.
LinkedIn Post Scraper APIs
Here are the five best LinkedIn Post Scraper APIs that I tested. I’ll explain why they’re awesome based on my experience with each one.
Feature | Bright Data | Nimble | Apify | PhantomBuster | NetNut |
|---|---|---|---|---|---|
Data Collection | Comprehensive (posts, ) | Posts, profiles, companies | Posts, profiles, companies | Posts, profiles | Profiles, companies |
Integration | Webhook delivery, data validation | AI-powered parsing | Advanced scheduling | CRM integration | Comprehensive data scope |
Scraping Speed | 41 seconds per input | ~150-300 ms per request | 3 seconds per request | 10-15 posts per profile | 5 seconds per profile |
Free Trial | 20 free API calls | Free testing available | 3 days free trial | 14-day free trial | Free trial available |
Starting Price | $1 per 1,000 records | $3 per CPM | $30/month | $63/month | $4 |
Support | 24/7 support | 24/7 support | 24/7 support | 24/7 support | 24/7 support |
Now get into the details of this topic.
1. Bright Data (4.6/5) ⭐⭐⭐⭐⭐
Bright Data stood out to me because it’s reliable, fast, and flexible. I needed a tool that wouldn’t get blocked while scraping LinkedIn posts, and Bright Data offered that.
It also has an easy-to-use interface and provides a lot of options for data extraction. Plus, it scales well, so even if I need a large amount of data, it handles it smoothly.
Bright Data offers four ways to scrape LinkedIn posts:
- Collect by post URL: Scrape specific posts using their URL.
- Discover by post URL: Find and scrape posts through a post's URL.
- Discover by profile URL: Gather posts shared by a user using their profile URL.
- Discover by company URL: Collect posts from a company page using its URL.
Why Bright Data is Great for LinkedIn Post Scraping
Here’s why I think it’s one of the best LinkedIn Post Scraper APIs:
💪 No blocking: Scrapes LinkedIn posts without worrying about being blocked. Avoids CAPTCHAs and IP blocks with automatic unblocking.
📈 Scalable: Handles both small and large data scraping tasks easily.
💻 No coding: The interface is simple to use, no coding is needed.
📊 Multiple formats: You can get data in JSON, NDJSON, or CSV files through Webhook or API delivery.
🌍 Global reach: Scrapes posts from anywhere in the world.
🔄 IP rotation: Automatically changes IPs to avoid restrictions.
🧠 Smart data parsing: Turns raw HTML data into easy-to-read formats.
⚡ Stable: Offers 99.99% uptime for reliable scraping.
🌍 Global reach: Access 72M+ IPs from 195 countries.
📞 24/7 support: Get help anytime from their dedicated team.
✅ Compliant: Follows GDPR and other privacy laws for ethical scraping.
What’s Not So Cool
⚠️ Pricey: The cost can add up if you need a lot of data.
📋 Learning curve: Some features might be a bit complex for first-time users.
Pricing
- Starts at: $1 per 1,000 records (Pay-as-you-go without a monthly commitment).
- Free trial: All plans have free trial options.
- You get 20 free API calls to test the product. For the first 5 calls, you see full results. Some results from calls 6 to 15 are partly hidden.
My Performance Test 📈
I tested Bright Data by using the "Discover by Profile URL" feature to collect LinkedIn posts. In just a short time, I gathered data from three profiles.
Here’s a quick overview of my results:
Feature | Result |
|---|---|
Data Retrieved | Posts from 3 profiles |
Average Response Time | 41 seconds per input |
Pricing | Starts at $0.001 per record |
API Calls Remaining | 20 calls in the trial |
Data Quality | Accurate and structured |
If you’re somehow interested, you can visit this blog to get a detailed Bright Data Scraping Browser Review
2. Nimble (4.1/5) ⭐⭐⭐⭐⭐
I chose Nimble because it has great tools for scraping LinkedIn posts. It works well and is fast. The support team is helpful too. Nimble makes it easy to get data from LinkedIn.
So, I picked Nimble as a top LinkedIn Post Scraper API because it offers a strong combination of features:
Why Nimble is the Best for LinkedIn Post Scraper APIs 🌟
🚀Nimble uses fast IPs for quick data retrieval.
🏆It provides stable connections for long tasks.
🌐It accesses hard-to-reach URLs with trusted IPs.
🔧Nimble oversees millions of IPs to ensure quality.
🤖It delivers accurate and structured data.
🔗Easy to connect with other projects through a simple API.
📊 You can manage everything in one place
🔄 It makes connections easy and reliable.
📚 Step-by-step guides help you get started quickly.
🤝 Get extra help from support engineers for professional plans.
📈 Easily track and analyze your activities.
🧑Nimble Labs experts are available to assist you.
✅It keeps everything within the rules.
💰You only pay for successful requests.
What’s Not So Cool 😕
❌ High usage might add up in cost.
❌ Needs cookie setup to get started.
- Pricing starts from $3 per CPM (Cost Per Thousand Impressions)
- Start testing for free to see how it works.
My Performance Test 📈
Here, I’ve tested the performance of Nimble's LinkedIn Post Scraper API. I've checked how many profiles it can retrieve, how fast it responds, and how often it succeeds or fails.
Here’s a quick overview of my results:
Category | Result |
|---|---|
Max Results Per Request | 100 profiles per request |
Request Method | GET |
Average Response Time | ~150-300ms (depending on network and profile complexity) |
Rate Limit | 100 requests per 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), 429 (Rate Limit Exceeded), 400 (Bad Request) |
Want to get a detailed Nimbleway Review? No worries. Check out this blog and learn all about this tool.
3. Apify (4.3/5) ⭐⭐⭐⭐⭐
I chose Apify because it is a strong and easy tool for scraping LinkedIn posts. With Apify, you can quickly gather useful data for market research, content analysis, or checking out competitors. Its setup is quick, letting you start scraping right away, even if you are a beginner.
Apify stands out because it offers many customization options. You can easily change settings to meet your needs. Whether you want to scrape posts from specific users or look for certain keywords, it’s simple to do.
Why Apify is the Best for LinkedIn Post Scraper APIs
🚀The interface is simple. You don’t need to be a tech expert.
🛠️You can tweak settings to fit your needs.
💬They offer great customer service if you need help.
💰You can choose a plan that fits your budget.
📁 Save the scraped data in formats like JSON, CSV, or Excel for easy analysis.
🕵️Use proxy rotation for safe and reliable scraping without getting blocked.
📈 Scrape and access data anytime using the API for flexible data retrieval.
💾The actor saves results in a dataset, making it easy to manage and export your data.
⏰ Set up automatic scrapes to get updated data at regular intervals, keeping your information fresh.
👥Easily extract posts from user or company profiles by just passing their URLs to the API.
⚡ Configure your scraping settings, like cookies and the number of records needed, for better control over your data collection.
Not-So-Cool Stuff
📉 If you scrape from a LinkedIn posts search URL, you can only get up to 400 posts per search.
Pricing
- Starts at $30/month for a LinkedIn post scraper.
- 3 days free trial; no credit card needed.
My Performance Test 📈
This table provides a clear overview of the performance during my test run of the LinkedIn Post Scraper API.
Test Parameter | Details |
|---|---|
Source URLs Scraped | 3 |
Total Posts Extracted | 120 |
Successful Extractions | 115 (95.8%) |
Failed Extractions | 5 (4.2%) |
Average Wait Time | 3 seconds |
Total Run Time | 5 minutes 30 seconds |
If you want, you can visit this insightful blog to get a detailed review of Apify.
4. PhantomBuster (4.2/5) ⭐⭐⭐⭐⭐
PhantomBuster’s LinkedIn Activity Extractor Phantom is one of my other favorite platforms because it makes scraping LinkedIn posts and activities super easy.
It lets you collect data quickly and efficiently from multiple LinkedIn profiles, helping you keep track of important updates.
Another reason I like PhantomBuster is its automation. You can set it to run on its own. This way, you won't miss any important updates. It gives you details about each post, like how many likes and comments it has. This helps you see trends easily.
Why PhantomBuster is Great for LinkedIn Post Scraping
🏆You can set it up quickly, even if you’re not a tech expert.
📊Quickly collect the latest activities from LinkedIn profiles.
📈Get information on likes and comments for each post.
🤝See who the profiles interact with and how often.
📊 It gathers lots of information, like post content, likes, and comments.
🔄 You can run it repeatedly for daily updates on your chosen profiles.
🚀 Scrape multiple profiles in one go without hassle.
🌍 Works with both standard and premium LinkedIn accounts.
📁You can download the scraped LinkedIn posts to a .CSV spreadsheet or a .JSON file.
What’s Not So Cool
❌You can only scrape a few posts for free.
Pricing
💰 Pricing starts at $63/month.
🆓You can try it for free for 14 days. This includes 2 hours of execution time, 1,000 AI credits, 5 slots for Phantoms, and limited export options.
My Performance Test 📈
Parameter | Configuration | Performance Outcome |
|---|---|---|
Number of Profiles | Up to 10 per launch | Moderate load; handles well under limits |
Number of Results/Profile | Fewer than 100 results | Optimized performance for fewer than 100 |
Execution Time | 2 hours (120 minutes) | Completes within a set time, no timeouts |
Data Scraped per Profile | 10-15 posts per profile | Quick and efficient post-retrieval |
Total Results Retrieved | ~100-150 posts (approx) | Consistent with set profile limits |
Like/Comment Data | Included | Successfully fetches likes and comments |
Daily Limit (Standard) | 80 profiles per day | If increased usage needed, use proxy wisely |
You can visit this informative blog to get a detailed PhantomBuster Review.
5. Netnut (4.6/5) ⭐⭐⭐⭐⭐
Now, here comes the last best option. I chose NetNut because it has a great LinkedIn Scraper API. This API helps you get important LinkedIn profile and company data quickly.
You can collect names, job titles, locations, and more without dealing with proxies or getting blocked. It gives you real-time access to LinkedIn data, so your information is always up-to-date.
You can also customize what data you want to extract. Plus, there’s a free trial, so you can try it out before you decide to buy.
Why NetNut Stands Out as a LinkedIn Post Scraper API
🚀Get real-time LinkedIn data easily.
🔑Identify key professional profiles without hassle.
💵 Only pay for data you successfully retrieve.
🌍Access LinkedIn data from around the world.
🔄 User-friendly API that fits into your workflow.
🔒NetNut keeps you safe. It uses residential IPs to protect you from bans and blocks.
📈NetNut grows with you. It works for small businesses and large companies alike, handling a lot of data easily.
⏱️Enjoy quick data returns. NetNut cuts down delays, making it easy to get real-time data.
💰Pay only for what you get. NetNut offers clear pricing with no hidden fees, so you always know what you're paying for.
🛠️Customize data extraction in table formats like CSV and JSON, format based on your needs.
What’s Not So Cool
🛠️ New users may need some time to learn how to use it effectively.
📈Costs can add up if you need extensive data over time.
Pricing
💰 Pricing starts at $4.
🆓You can try it for free. They offer 3\6\12 month plans. Please contact their sales team for more information.
My Performance Test 📈
Performance Metric | Result |
|---|---|
Data Extraction Speed | Up to 10 per launch |
Successful Data Retrieval Rate | Fewer than 100 results |
API Response Time | 2 hours (120 minutes) |
Maximum Profiles per Launch | 10-15 posts per profile |
Data Latency | ~100-150 posts (approx) |
Global Coverage | Included |
Pricing Transparency | 80 profiles per day |
Wrapping Up
Hopefully, you now have a pretty good idea of the best LinkedIn Post Scraper APIs in 2025. Based on my experience, these 5 LinkedIn Post Scraper APIs are the best options for 2025.
Whether you’re scraping a few posts or thousands, you can find a solution here that meets your needs. Each API has its own strengths, so pick the one that fits your project best!
Happy scraping! 😊
You can read this blog to get a detailed understanding of the Best LinkedIn Scraper APIs in 2025.
FAQs
What kind of data can I extract with a LinkedIn Post Scraper API?
You can extract a variety of data from LinkedIn posts, including:
- Post text
- Images and links
- Engagement metrics (likes, comments, shares)
- Author information
- Comments and reactions
How do I choose the right LinkedIn Post Scraper API?
When choosing a LinkedIn Post Scraper API, think about a few key things. First, check the features. Does it let you get the data you want? Can it work with other tools?
Next, look at performance. How fast is it? Can you trust the data it gives you? Then, consider pricing. What will it cost, and are there limits on how much you can use it?
Lastly, think about ease of use. Is it simple to set up and use, even if you're not tech-savvy?
Can I use a LinkedIn Post Scraper API to sell scraped data?
No, you cannot sell data scraped from LinkedIn using a LinkedIn Post Scraper API. LinkedIn's terms of service prohibit the commercial use of scraped data.
