With over 900 million users, LinkedIn is the world’s largest professional social network. Whether you’re in marketing, sales, recruiting, or a job seeker, LinkedIn has the data you’re looking for. Unfortunately, exporting data off the platform to use in a larger context is not straightforward.
This is where Bardeen comes in! This AI tool scrapes the data for you, organizes it in your preferred spreadsheet, database, or CRM, and provides many export options. In this article, we’ll show you how to scrape data from LinkedIn using Bardeen safely and reliably, and we’ll also introduce you to many other exciting LinkedIn automations!
What is LinkedIn Data Scraping?
LinkedIn data scraping involves gathering publicly available data from LinkedIn posts and pages. For example, you can scrape LinkedIn followers for a specific company or individual, giving you a list of potential leads for sales prospecting campaigns.
To web scrape LinkedIn data, you usually require an AI automation tool. This allows you to quickly retrieve information from desired sites without manually scouring the pages yourself.
One of the best tools we’ve found for scraping LinkedIn data is Bardeen. Bardeen’s AI features make it easy to scrape LinkedIn for the data you need. You can build automated workflows or use our pre-built automations like our Scraper to find the data you need online.
Why Scrape LinkedIn Data?
So, why should you perform a LinkedIn data scrape? Here are the benefits of extracting data from LinkedIn:
- Sales Prospecting: By collecting LinkedIn data from followers or profiles in a search result, you can compile lists of potential customers for your company. This helps with sales prospecting strategies and automatically brings the candidates to you.
- Lead Generation: LinkedIn scraping is valuable for generating leads. You can enrich your prospect data with information from their company or profile page to create personalized follow-up messages. Generative AI tools like Bardeen are especially suited for lead generation as they can automatically handle outreach.
- Enhanced Outreach: You’ll be able to reach a lot more people when you scrape LinkedIn for information. Rather than manually compiling data lists and emails yourself, simply use Bardeen’s workflows to automatically scrape data from LinkedIn and write outreach messages for you.
- Personalize Your Emails: With Bardeen, you can automate your LinkedIn workflows with AI-written personalized emails. This takes the valuable data you collected to create customized outreach emails, helping you connect with people in your industry and develop professional relationships.
- Market Research: By collecting data from LinkedIn, you can analyze the current and future trends in your industry. Gather information on what the leading figures are saying in their posts to help you stay on top of the market and outperform your competitors.
Use the Bardeen LinkedIn Data Scraper to Scrape LinkedIn
Bardeen is a free AI workflow automation Chrome extension integrated with LinkedIn. It provides ready-to-use LinkedIn data scrapers that can be activated with a single click.
Using natural language inputs, you can scrape data from a webpage and export it in an organized format like a CSV file. This means you can collect contact information and company data for market research by scraping LinkedIn profiles.
You don’t need to know how to code to use Bardeen. Simply create your workflows using natural language or choose from hundreds of pre-made automations. For instance, the following pre-built automation will scrape data from a LinkedIn profile (name, location, headline, about, current position, current company, and more) and save it to a Google Sheets spreadsheet.
This automation is also available for other integrations such as Pipedrive, Airtable, ClickUp, Notion, and Coda. Here’s how you use this automation to scrape LinkedIn data:
- Download and install Bardeen.
- Set up the Google Sheets integration.
- Create a spreadsheet in Google Sheets to save the data.
- Open the LinkedIn profile you want to scrape data from and press Option + B on Mac or ALT + B on PC
- This wakes up Bardeen and activates the automation.
Want to learn more about the Bardeen LinkedIn scraper tool and web data scraping? There are several workflows that you can create to extract data from LinkedIn. Here are some examples of time-saving automations that let you scrape valuable data from LinkedIn, such as profile data, company data, groups, and job posts.
1. How to Scrape LinkedIn Profiles
Bardeen's ready-to-use automation playbooks make it easy to scrape LinkedIn profile data. You can also connect your favorite data apps with the LinkedIn profile scraper to further streamline your workflow. No need to copy and paste data.
Using the automation above, you can scrape LinkedIn profiles easily and find all the information you need. This will help you personalize your outreach messages or find the right contact information to get hold of a potential sales lead.
There are also other pre-built automations for scraping LinkedIn profiles with Bardeen. For example, you can use the tool to enrich LinkedIn data from a scraped profile. You can also copy data from all profiles in a search rather than scrape data from a sole profile.
2. How to Scrape LinkedIn Post Data
You can also scrape data from LinkedIn posts using Bardeen. All you have to do is open the post you want to extract data from and run the relevant Bardeen automated workflow. You can collect information from a specific post, find listed job posts from the currently opened LinkedIn Jobs page, and save everything to external integrations like Notion and Google Sheets.
These workflows are beneficial for collecting data on a specific topic. By automatically extracting data from LinkedIn posts, you can gather insights into industry trends and thought leaders and use the information to get ahead of your competition.
3. How to Scrape LinkedIn Job Data
Looking to find out information on a job through LinkedIn? You can scrape LinkedIn job data using Bardeen and export it into Google Sheets, Notion, Coda, and Airtable. These automations are great for marketers and recruiters looking to perform market research on their competitors. It’s also ideal if you’re looking for a new job and want to find LinkedIn recruiters to collect as much data about what’s out there as possible.
4. How to Scrape LinkedIn Company Data
Are you building a profile on a business? Perhaps you’re gathering information on competitors to optimize your marketing campaigns? With Bardeen, you can scrape companies and company pages on LinkedIn and copy the data directly to Google Sheets, Notion, Pipedrive, Airtable, and other apps.
You can also scale your operations by scraping LinkedIn company data in large volumes. You’ll be able to enrich your information on individual prospects and leads by extracting data scraped from LinkedIn company pages. Bardeen’s automations make it easy to scrape and save the data you want from LinkedIn and export it further to other platforms.
9 Other LinkedIn Scraping Tools You Can Use
1. Evaboot
Evaboot is a LinkedIn Sales Navigator data scraper that works as a Google Chrome extension. It’s easy to use and relatively cheap, making it one of the most accessible LinkedIn scrapers out there. You can easily collect information like company details, roles, names, and profile URLs and export all the data back into Evaboot.
Key Features:
- Export lists and searches from LinkedIn Sales Navigator.
- Clean and filter your data for added enrichment.
- Demo videos for guides and explanations.
Pricing:
The tool’s pricing varies depending on how many credits you require. Here are some examples:
- 100 Credits/Month: $9/month
- 1500 Credits/Month: $49/month.
- 20,000 Credits/Month: $299/month.
Pros
- Can target both public and private profiles.
- Tutorials and guides are available for ease of use.
Cons
- Requires a LinkedIn Sales Navigator subscription.
- Operates using a credits-based system.
- Can be expensive for larger companies.
2. Waalaxy
Waalaxy is similar to Evaboot in that both offer accessible LinkedIn scraping features via a Google Chrome extension. After a simple LinkedIn search, we could export the data to the Waalaxy dashboard in seconds. It’s a no-nonsense yet simplistic tool ideal for newcomers to the LinkedIn scraping game.
Key Features:
- Send LinkedIn invitations and messages automatically.
- Build pipelines within your own CRM.
- Additional email finder feature for obtaining email addresses.
Pricing:
- Freemium: 80 invitations per month for free.
- Pro: 300 invitations per month for $21/month.
- Advanced: 800 invitations per month for $44/month.
- Business: 800 invitations plus extra features for $66/month.
Pros
- Easy to use and ideal for beginners.
- Great for outreach campaigns.
- Accessible Google Chrome extension.
Cons
- Not very extensive.
- Not for data enrichment.
3. PhantomBuster
Using different “Phantoms” (actionable automations), PhantomBuster offers a comprehensive lead generation and LinkedIn data scraping tool. You can collect company data, job listings, and more with the tool’s AI-powered LinkedIn scraper. We found the best way to do this was to connect your LinkedIn profile with their Google Chrome extension.
Key Features:
- Automatic data collection and enrichment.
- AI-powered lead generation.
- Automated outreach with no coding required.
Pricing:
- Free Trial: 14 days.
- Starter: $56/month.
- Pro: $128/month.
- Team: $352/month.
Pros
- Great for a variety of use cases, including lead generation, outreach, and recruitment.
- Powerful tool with a range of capabilities.
Cons
- Must use a separate automation to get email addresses.
- More expensive than most tools.
- Steep learning curve for first-time users.
4. Proxycurl
Proxycurl is a versatile API that allows you to scrape LinkedIn data through simple code inputs. While we enjoyed its broad scope of features and comprehensive data collection functionalities, we can certainly say that it’s not the easiest tool to use. You must write code to scrape the data you need, and the price point isn’t accessible for smaller businesses.
Key Features:
- Can scrape contact information like emails and phone numbers for B2B purposes.
- Write code to scrape all the information you need.
- CRM data enrichment for marketers and recruiters.
Pricing:
- Starter: $49/month.
- Growth: $299/month.
- Pro: $899/month.
- Ultra: $1,899/month.
- Enterprise: Starts from $2,000/month.
Pros
- Can scrape a wide range of data.
- Comprehensive data enrichment features.
- More control over your scraping operations.
Cons
- Steep learning curve for non-developers.
- Requires a knowledge of coding to operate.
- Expensive tool.
5. Apollo.io
Apollo.io is a lead generation scraper for LinkedIn. Its handy Chrome extension helps sales reps and recruiters find data from the LinkedIn pages they’re on in just a few clicks. We enjoyed how accessible Apollo.io was when we tested it out, and the tool’s vast catalog of features made it even more worthwhile to our team.
Key Features:
- Build pipelines by finding leads and enriching data.
- Lead qualification and scoring.
- AI-recommended workflows and sequences.
Pricing:
- Free Plan
- Basic: $49/month.
- Professional: $79/month.
- Organization: $119/month.
Pros
- Multiple features for lead generation and sales.
- Easy to use with a clear interface.
- Improved campaign performance via analytics.
Cons
- Extension only works with Google Chrome.
- Free plan is limited.
6. UpLead
If you’re a B2B marketer or salesperson, you’ll find value in UpLead. Using the tool’s LinkedIn scraping features, you can obtain verified phone numbers and email addresses for warm leads and nurtures. UpLead’s Chrome extension makes it easy to boost your sales processes and increase your company’s revenue.
Key Features:
- Real-time verification of emails and phone numbers.
- High accuracy of contact data for fewer bounces.
- Enrich your lists of potential leads with contact information.
Pricing:
- Free Trial: 7 days.
- Essentials: $99/month.
- Plus: $199/month.
- Professional: Custom pricing available on request.
Pros
- Scrape verified B2B contact information.
- Accurate data to improve your outreach.
- 7-day free trial.
Cons
- Relatively expensive - may not be as suitable for smaller businesses or individuals.
- Less focus on outreach.
- May require a slight learning curve for first-time users.
7. AeroLeads
Another lead generation software on our list, AeroLeads uses a LinkedIn API and extension to scrape data from the platform and retrieve contact information. The tool is ideal for B2B marketing and sales, offering reliable features for prospecting and data enrichment. We enjoyed AeroLeads, but there are several better tools if you’re looking for more comprehensive software.
Key Features:
- Scrape contact information when viewing a profile on LinkedIn.
- Email verification to enrich data.
- LinkedIn API and extension for improved accessibility.
Pricing:
- Take Off: $39/month.
- Climb: $129/month.
- Cruise: $249/month.
- Enterprise: Custom pricing available on request.
Pros
- Greater control and access to LinkedIn scraping features.
- Tutorials and guides available.
- Works with linkedIn Sales Navigator.
Cons
- No free trial available.
- Trickier to use than other tools.
- Cannot automate outreach.
8. Captain Data
We found Captain Data to be one of the most sophisticated and extensive LinkedIn scrapers out there. With it, you can extract and aggregate LinkedIn data to enhance your lead-building and data-enrichment processes with increased precision. You can, for example, find people from domains and companies currently recruiting. However, this depth comes at a great price.
Key Features:
- Catalog of automated actions and templates.
- Sophisticated software with APIs, webhooks, and scraping features.
- Integrated with many tools, such as Indeed and HubSpot.
Pricing:
- Free Trial: 1,000 credits for 7 days.
- Scale: $999/month.
- Enterprise: Custom pricing; Starts at $30,000/year.
Pros
- No-code features.
- AI-powered data extraction and enrichment.
Cons
- Expensive to use and inaccessible for smaller businesses.
9. Meet Alfred
Meet Alfred is a LinkedIn automation tool that can scrape data from the platform to boost your sales and marketing operations. We enjoyed its clear user interface and handy automation capabilities, but it took a bit of time to get started. Plus, if you want a tool to scrape and export LinkedIn data with, you’ll have to pay for one of the more expensive plans.
Key Features:
- Prospect across multiple channels.
- Improve your networking with automated contact data scraping.
- Automated outreach via several channels.
Pricing:
- Basic: $39/month.
- Pro: $59/month.
- Teams: $49/month.
Pros
- Plans come with free trials.
- LinkedIn CRM with automation features.
- Boosted productivity and efficiency.
- No Google plugin required.
Cons
- Setup takes a while.
- Less focus on LinkedIn data scraping.
- Basic plan doesn’t allow you to export data.
How to Create Your Own LinkedIn Automations with Bardeen
Alongside pre-built automations, Bardeen also allows you to unleash your creativity with your own automations. Bardeen has integrations with a variety of popular apps and CRMs, including LinkedIn, Instagram, Notion, Coda, Airtable, Pipedrive, Google Sheets, Slack, and ClickUp.
Using the Workflow Builder, you can develop any automation you want. There are endless possibilities for what you can do, whether you want to build simple scraping automations or more complex processes involving email outreach and campaign management. You can even create your own right-click automations.
The video below shows how you can design automated workflows with Bardeen:
Here are some examples of what you can do with Bardeen:
- Create a recruiting email draft from a LinkedIn profile page.
- Create an AI-generated outreach email from scraped profile data.
- Create a job application email draft from the currently opened LinkedIn job post.
- Create an Asana task from a LinkedIn profile and draft a recruiting email.
- Create a Coda entry from a LinkedIn profile and draft a recruiting email.
- Copy a LinkedIn profile to a ClickUp list.
Can You Scrape Data From Any Website Using Bardeen?
Bardeen lets you scrape data from any website, even one that’s not integrated with the tool itself. You just need to create a web data scraper workflow or use our pre-built instant data scraper to extract the data you want and export it in the desired format. This is a visual tool, so there’s no coding required!
For example, you can scrape data from social media platforms like Instagram and Facebook, and it’s just as simple as LinkedIn! Here are a few automations you can perform to scrape data from Instagram and Facebook:
- Save Instagram following or followers to Google Sheets.
- Get data from the currently opened Instagram profile.
- Get data from a Facebook profile.
- Get a Facebook business page summary information.
- Copy an Instagram profile to a ClickUp list.
- Export a job entry to Notion.
The video below explains no-code web scraping with Bardeen in more detail:
Is Bardeen Safe for Scraping LinkedIn Data?
Bardeen is a browser-based scraper, which means it uses your computer’s IP address to scrape data from LinkedIn, not a cloud server. This makes it relatively safe, but you still need to be careful to not set off LinkedIn’s algorithms.
However, please be aware that excessive or abusive use of scraper extensions, bots, or automation tools on some websites can lead to penalties, including temporary or even permanent restrictions on your account. We recommend that you read and adhere to the specific terms of the websites you visit and use to avoid any disruptions or issues.
Is it Legal to Scrape LinkedIn Data?
LinkedIn, like all major social media platforms, discourages data scraping. However, their user agreement essentially states that as long as you scrape data reasonably and be respectful of the privacy of other users, you should be fine.
A recent ruling by the 9th US Circuit Court of Appeals stated that scraping public data from websites is not prohibited by any federal law. This means that, currently, LinkedIn data scraping is legal, provided you keep to safe “rate limits” for scraping data on LinkedIn. Here are the current rate limits that trigger how many profiles you can view:
- Up to 80 profiles a day if you have a free account on LinkedIn.
- Up to 150 profiles a day if you have a premium or LinkedIn Sales Navigator account.
- Up to 100 page or post extractions per day.
Abiding by these rate limits is important to avoid unethical scraping. We recommend never scraping data to invade people's privacy or facilitate malicious activities. Always ensure that the web scraping tools you use are committed to ethical standards.
Remember: While LinkedIn data scraping is legal, it's still not encouraged by the platform. In fact, LinkedIn uses algorithms to detect unauthorized scraping by monitoring activities that don't seem natural. For example, browsing loads of profiles in a short span of time may set off LinkedIn's automation detection alarm bells.
Final Thoughts
Scraping data from LinkedIn is easy with Bardeen. Whether you’re looking to collect company information or scrape LinkedIn posts, you can use Bardeen’s automations to extract LinkedIn data safely and reliably, provided you scrape a reasonable quantity and are respectful of the privacy of other users.
Bardeen is one of the best generative AI tools out there, as it enables you to perform a wide range of tasks automatically. You can improve your sales prospecting, lead generation, outreach, personalization, and even find job opportunities on LinkedIn.
If you haven’t yet, try out one of the Bardeen workflow automations listed in this article for scraping data from LinkedIn. Our automated scraping workflows link with all your favorite integrations, from Clickup to Notion to Google Sheets.
Get started with Bardeen today or book a demo to explore the software for yourself!
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