Best No-code LinkedIn Post Scraper in 2025

Is it worth trying a LinkedIn post scraper? LinkedIn posts can deliver a wealth of information. You can find out what people's interests are, and see what they're engaging with the most.

But manually extracting data from every single post takes time! Here's how to use a LinkedIn post scraper to collect data on autopilot.

TL;DR

• You can scrape publicly available data from LinkedIn if you do so ethically and responsibly.

• Step 1: Choose your LinkedIn post scraper tool.

• Step 2: Share which LinkedIn profile(s) you want to scrape data from.

• Step 3: Connect your LinkedIn account.

• Step 4: Choose how many user profiles to process and what LinkedIn data you want to extract.

• Step 5: Decide how often to scrape data, and then launch the LinkedIn post scraper.

• Ready to start scraping data from LinkedIn? PhantomBuster is a great LinkedIn scraping tool for building a multifaceted lead-generation strategy.

Try PhantomBuster free for 14 days!

Is scraping LinkedIn data allowed?

Data scraping on LinkedIn goes against their policies.

But in reality, you can scrape LinkedIn data as long as it's publicly available. Why? By automatically accessing public data from LinkedIn, you're just replicating something you can do manually.

However, you should never scrape LinkedIn data for unethical or illegal reasons, such as to scam someone or to steal their user password.

Methods of scraping LinkedIn data

Data scraping is when you export information from a website or social media platform.

And when it comes to prospecting, LinkedIn profile data can be a goldmine. Knowing your leads better allows you to run market research and gain insights into the best lead-generation strategy.

Lead list

But how does LinkedIn data scraping actually work?

There are two main approaches to LinkedIn scraping.

1. No-code LinkedIn automation tools: These are user-friendly LinkedIn scraper tools that can extract public data on your behalf, such as PhantomBuster. They can be set up in a matter of minutes.

2. Custom-written scripts: If you're more technical, you can build a custom script. However, you must understand Python and API systems to export scraped data from LinkedIn.

Unless you're a confident tech insider, it's best to stick with a no-code web scraping solution.

How to scrape LinkedIn posts data step by step (No-code)

Here's how to scrape LinkedIn public data using a no-code tool. In this example, we'll showcase how to scrape LinkedIn posts with PhantomBuster, but you can use other tools too.

PhantomBuster's automation tool can deliver detailed information for prospect or competitor analysis. You can follow market trends, boost your sales development process, and get to know your leads.

Step 1: Choose a LinkedIn automation tool

First off, choose a LinkedIn scraper tool to extract data on autopilot.

In this instance, you can try PhantomBuster's LinkedIn Activity Extractor Phantom.

This tool will:

• Analyze a list of LinkedIn profiles

• Export their posts and other activity

Try PhantomBuster free for 14 days!

Step 2: Choose profiles to scrape data from

Copy the URL of the LinkedIn profile(s) you're interested in. These might be competitors, for example, or potential customers who you want to know better.

In the 'Profiles to scrape' section of the LinkedIn Activity Scraper Phantom, you can either:

• Paste a single LinkedIn profile URL in the setup

• Paste multiple LinkedIn profiles into a public Google Sheet, then add the spreadsheet URL to the setup

You can also connect this LinkedIn post scraper with the results of a previous Phantom.

For example, if you've already scraped a list of profiles from LinkedIn search results, you can connect them by clicking 'My Phantoms.'

And finally, you can also connect your LinkedIn leads database from your PhantomBuster account. You can create sublists using custom filters to analyze the right LinkedIn users.

Step 3: Connect your LinkedIn account session cookie

Next, it's time to connect your LinkedIn account via your session cookie.

This allows PhantomBuster to scrape data from LinkedIn on your behalf. It will only scrape existing public data and cannot access your login details.

To connect your session cookie, all you have to do is:

Download the Chrome extension

Download the Firefox extension

Then click the 'Connect to LinkedIn' button, and your session cookie will appear automatically.

Step 4: Choose LinkedIn scraper behavior

Select how many profiles you want to process per launch.

Remember that when you're using tools like PhantomBuster for the first time, you should start slowly.

Rate limits exist to control how many actions you can run, and if you overdo it, then it could affect your LinkedIn account. Instead, respect the recommended LinkedIn limits to avoid any restrictions.

You can also choose what profile data you want to gather.

Data export options include:

• LinkedIn posts

• Articles

• Comments

• Reactions

• Documents

• Newsletters

• Events

Step 5: Set your LinkedIn scraper launch frequency

Decide how often you want to extract data from LinkedIn posts.

Remember, rate limits exist for a reason! Rather than scraping LinkedIn posts in bulk, having multiple launches throughout the working day is best.

Then, you can save your progress and launch the Phantom.

The LinkedIn post data will appear beneath the launch panel, ready for you to export or visualize in your PhantomBuster account.

Best LinkedIn post scraper tool without coding

Now that you understand the scraping process let's explore which tools could be a good fit for you.

You can read our detailed guide on different LinkedIn scrapers and the data they can export, but in the meantime, here's a quick overview of our favorite tools for scraping LinkedIn posts.

PhantomBuster

PhantomBuster is a lead generation automation platform that lets you run 100+ actions across LinkedIn, Sales Navigator, and more.

With PhantomBuster, you can:

1. Get the data you're looking for: Whether it's from Sales Navigator search results, LinkedIn job listings, Google Maps, and more, you can get a fresh list of leads from any webpage.

2. Create a comprehensive database: Scrape emails, company phone numbers, job titles, and other web data to learn more about your leads.

3. Plug the results into your CRM: With easy export options and CRM integrations, you can quickly plug your web data into the next step of your sales or marketing workflow.

4. Run outreach campaigns: From personalized connection requests to automated messages on LinkedIn, you can automatically engage with your prospects.

After a 14-day free trial, pricing starts at $56 for an annual plan. This includes 20 hours of execution time, 10 Phantom slots, 10,000 AI credits, and 500 email finder credits.

Start your 14-day free trial now!

Octoparse

If you're looking for a web scraper with a free plan, then Octoparse could also be a match. Octoparse is a scraping tool for websites and social media networks, and it lets you save your data in any format.

While it doesn't have the same outreach functionality as PhantomBuster, Octoparse lets you:

1. Build no-code workflows: Octoparse's built-in workflow designer allows you to visualize everything straight from your browser.

2. Get AI-powered insights: Use AI analysis and 'Auto detect' to fuel your web scraping process.

3. Schedule scraping: Use Octoparse's cloud-based software to run scraping campaigns at any time.

Pricing starts with a free plan, and this includes 10 tasks and up to 10,000 data rows per export.

Conclusion

LinkedIn posts can deliver crucial insights into your target audience and competitors. And with the right LinkedIn post scraper, you can run your data collection workflows in record time.

If you're new to scraping, why not take PhantomBuster for a free trial? It could make all the difference to your lead generation campaigns.

Try PhantomBuster free for 14 days!