LinkedIn is the richest source of public professional data on the web. It powers lead generation, recruiting, market research, and AI training. This guide ranks the best LinkedIn scrapers in 2026, with verified pricing for each. We focus on compliant, reliable ways to collect public data at scale.
TL;DR: Best LinkedIn Scrapers
Bottom line: Bright Data is the best LinkedIn scraper in 2026. Its LinkedIn Scraper API returns structured public data with no LinkedIn login. The table below compares the top options at a glance.
| Tool | Best for | Type | Free tier / trial | Starting price |
|---|---|---|---|---|
| Bright Data | Best overall, compliant data at scale | Scraper API + datasets | 5,000 records/month | From $1.5/1K records |
| Apify | Ready-made scraper actors | Scraper marketplace | Free tier | From $29/month |
| Oxylabs | Custom pay-per-result jobs | Web Scraper API | 2K results | From $0.25/1K results |
| Coresignal | B2B employee and firm data | Data API + datasets | 7-day trial | From $49/month |
| Scrapingdog | Budget profile scraping | Scraping API | 200 free credits | From $40/month |
| Nimble | Higher-volume web scraping | Web API | 5,000 pages | From $3/1K pages |
What Is a LinkedIn Scraper?
A LinkedIn scraper collects public data from LinkedIn pages automatically. The best tools return it as clean, structured JSON. You can pull data from several page types:
- Profiles: name, headline, experience, skills, and education
- Companies: size, industry, locations, and follower counts
- Jobs: titles, descriptions, locations, and posting dates
- Posts: content, reactions, and comment activity
There are two main approaches. Scraper APIs and datasets collect public data without your LinkedIn login. Automation tools act from your own account, which carries a higher ban risk.
How We Evaluated These Scrapers
We scored each tool on what matters for LinkedIn data:
- Compliance and ban risk: does it require your LinkedIn login
- Data coverage: profiles, companies, jobs, and posts
- Scale and reliability: success rate and volume limits
- Output quality: clean structured JSON versus raw HTML
- Pricing: free tier, entry price, and cost per record
1. Bright Data
Bright Data is the best LinkedIn scraper for most teams. It collects public LinkedIn data through APIs, so you never share LinkedIn credentials. That keeps your accounts safe and your pipeline compliant.
The lineup covers every need. The LinkedIn Scraper API returns profiles, companies, jobs, and posts as structured JSON. The LinkedIn Profile Scraper targets people data specifically. For bulk or historical needs, ready-made LinkedIn datasets skip scraping entirely. Compliance is a real edge here. Bright Data has won landmark court cases on public data access.
- Type: LinkedIn Scraper API, profile and company scrapers, and datasets
- Output: structured JSON, CSV, or NDJSON, with no parsing
- Credentials: none, since it scrapes only public data
- Free tier: 5,000 records per month, no credit card
- Pricing: from $1.5 per 1,000 records, with volume discounts
Pros: no login required, full page-type coverage, strong compliance, generous free tier. Cons: the breadth of products takes a moment to navigate.
Best for: teams that need reliable, compliant LinkedIn data at any scale.
2. Apify
Apify is a marketplace of ready-made scrapers called actors. Several actors target LinkedIn profiles, companies, and jobs. It suits developers who want a quick start without building from scratch.
- Type: marketplace of prebuilt scraper actors
- Free tier: free plan with monthly usage credit
- Pricing: platform from $29/month, plus per-result actor costs
Pros: fast setup, many actors, flexible. Cons: actor quality varies, and some need your LinkedIn cookie.
Best for: developers who want prebuilt scrapers they can tweak.
3. Oxylabs
Oxylabs offers a Web Scraper API that handles LinkedIn pages. You pay only for successful results, which suits custom jobs. It targets developers building their own parsing logic.
- Type: general Web Scraper API
- Free trial: yes, up to 2,000 results
- Pricing: from $0.25 per 1,000 results, pay per success
Pros: pay-per-result model, reliable infrastructure. Cons: less LinkedIn-specific structure than a dedicated API.
Best for: developers who want custom control with usage-based pricing.
4. Coresignal
Coresignal focuses on B2B employee and company data. It offers both an API and large prebuilt datasets. It suits teams enriching CRMs or building data products.
- Type: B2B data API and datasets
- Coverage: 650M+ employee records
- Free trial: 7-day trial, no credit card
- Pricing: API from $49/month, datasets custom-priced
Pros: deep B2B coverage, clean records, dataset options. Cons: dataset access gets expensive fast.
Best for: sales and data teams enriching firmographic and people data.
5. Scrapingdog
Scrapingdog is a budget LinkedIn scraping API. It returns profile and company data through simple endpoints. It is a popular Proxycurl replacement for cost-sensitive teams.
- Type: profile and company scraping API
- Free tier: 200 free credits to test
- Pricing: Lite plan from $40/month, credit-based
Pros: low cost, simple API, easy migration. Cons: narrower coverage and smaller scale than the leaders.
Best for: small teams that need affordable profile data.
6. Nimble
Nimble provides a web API for general scraping, including LinkedIn pages. Pay-as-you-go pricing keeps small tests cheap. Its committed monthly plans target larger operations.
- Type: general web scraping API
- Free tier: 5,000 free pages to start
- Pricing: pay-as-you-go from $3 per 1,000 pages
Pros: flexible PAYG entry, solid infrastructure. Cons: committed plans start high, less LinkedIn-specific output.
Best for: teams that want usage-based scraping across many sites.
LinkedIn Automation and Outreach Tools
These tools automate actions from your own LinkedIn account. They scrape leads and run outreach sequences. They carry a higher ban risk, because they use your login and act like you. Use a secondary account and conservative limits.
- PhantomBuster: cloud automations and lead exports, from about $69/month
- Dripify: outreach sequences and lead scraping, from $39/month
- Linked Helper: desktop automation app, from $15/month
- Meet Alfred: multi-channel outreach, from $59/month
For pure data collection, a scraper API is safer than account automation. It never touches your login.
Is It Legal to Scrape LinkedIn?
Scraping public data is generally legal in the United States. Courts have repeatedly protected access to public web pages. The landmark hiQ Labs v. LinkedIn case affirmed that scraping public profiles is not hacking.
Method still matters for risk and compliance. Collecting public data through an API avoids logging into accounts. Proxycurl’s shutdown shows the danger of fake accounts and bulk private access. See our guide to compliant Proxycurl alternatives for safer options. Stick to public data, respect personal data laws, and avoid credential-based scraping.
How to Choose a LinkedIn Scraper
Match the tool to your goal:
- Structured data at scale: use a scraper API like Bright Data
- Bulk or historical data: use a ready-made dataset
- Quick prebuilt scrapers: use Apify actors
- Outreach plus light scraping: use an automation tool carefully
Whatever you pick, test it on a free tier first. Confirm the data quality and coverage before you commit.
Want to buy data instead of scraping it? Compare the best LinkedIn data providers. Scraping sites beyond LinkedIn? See the best web scraping APIs.
Conclusion
The best LinkedIn scraper depends on your goal and risk tolerance. Automation tools fit outreach but risk your account. For clean, compliant data at scale, a scraper API wins.
Bright Data is the most complete choice for LinkedIn data. It returns structured public data with no login, strong compliance, and a free tier. Start with 5,000 free records a month and scale when ready.
Start your free trial today and pull your first LinkedIn records in minutes.
Frequently Asked Questions
What is the best LinkedIn scraper in 2026?
Bright Data is the best LinkedIn scraper in 2026. Its LinkedIn Scraper API and datasets return structured public data with no login required. Apify and Oxylabs are strong alternatives for developers.
Is it legal to scrape LinkedIn?
Scraping public LinkedIn data is generally legal in the United States. The hiQ Labs v. LinkedIn case affirmed it. Use public data only and avoid credential-based scraping to stay compliant.
What happened to Proxycurl?
Proxycurl shut down in July 2025 after LinkedIn litigation. It had reached $10M in annual recurring revenue. Compliant alternatives include Bright Data, Scrapingdog, and Nimble.
Can I scrape LinkedIn without getting my account banned?
Yes. Use a scraper API that collects public data without your login, such as Bright Data. Account-based automation tools carry a higher ban risk because they act from your profile.
How much does LinkedIn scraping cost?
Scraper APIs start around $1.5 per 1,000 records, and many offer free tiers. Bright Data includes 5,000 free records per month. Automation tools are subscription-based, often $15 to $69 per month.
Technical Writer
5.5 years experience
Antonello Zanini is a technical writer, editor, and software engineer with 5M+ views. Expert in technical content strategy, web development, and project management.
