--- title: "Best LinkedIn Scrapers in 2026: Top Picks Compared" slug: best-linkedin-scraping-tools date: 2024-05-23T11:27:47+00:00 modified: 2026-07-07T08:49:29+00:00 permalink: https://brightdata.com/blog/web-data/best-linkedin-scraping-tools type: blog --- [ Blog ](https://brightdata.com/blog "Blog") / [Web Data](https://brightdata.com/blog/web-data) [Web Data](https://brightdata.com/blog/web-data) # Best LinkedIn Scrapers in 2026: Top Picks Compared Discover the best tools for scraping LinkedIn data and learn how to choose the right one for your needs. 7 min read [ ](https://brightdata.com/blog/authors/antonello-zanini) [Antonello Zanini Technical Writer ](https://brightdata.com/blog/authors/antonello-zanini) ![The Best Linkedin Scrapers blog image](https://media.brightdata.com/2024/05/The-Best-Linkedin-Scrapers-blog-image.svg) 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](/products/web-scraper/linkedin) 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](/products/web-scraper/linkedin)**Best overall, compliant data at scaleScraper API + datasets5,000 records/monthFrom $1.5/1K records**Apify**Ready-made scraper actorsScraper marketplaceFree tierFrom $29/month**Oxylabs**Custom pay-per-result jobsWeb Scraper API2K resultsFrom $0.25/1K results**Coresignal**B2B employee and firm dataData API + datasets7-day trialFrom $49/month**Scrapingdog**Budget profile scrapingScraping API200 free creditsFrom $40/month**Nimble**Higher-volume web scrapingWeb API5,000 pagesFrom $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](/products/web-scraper/linkedin/profiles) targets people data specifically. For bulk or historical needs, ready-made [LinkedIn datasets](/products/datasets/linkedin) 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. Try our Linkedin scraping tools and get 5K records/month for free Start free trial ## **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](https://www.eff.org/cases/hiq-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](/blog/web-data/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](/blog/web-data/best-linkedin-data-providers). Scraping sites beyond LinkedIn? See the [best web scraping APIs](/blog/web-data/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. Contact usStart free trial No credit card required [ ](https://www.linkedin.com/in/antonello-zanini/) Antonello Zanini 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. Expertise Web Development Web Scraping AI Integration [ View all articles ](https://brightdata.com/blog/authors/antonello-zanini) Table of Contents LinkedIn Scrapers Easily scrape LinkedIn with our LinkedIn Scraper API or LinkedIn No-Code Scraper. [See pricing](/pricing/web-scraper "See pricing") LinkedIn Datasets Skip scraping. Purchase our LinkedIn profiles, companies, jobs, or posts datasets. [See pricing](/pricing/datasets "See pricing") [ ](https://news.ycombinator.com/submitlink?t=Best+LinkedIn+Scrapers+in+2026%3A+Top+Picks+Compared&u=https://brightdata.com/blog/web-data/best-linkedin-scraping-tools) [ ](https://www.linkedin.com/shareArticle?mini=true&title=Best+LinkedIn+Scrapers+in+2026%3A+Top+Picks+Compared&url=https://brightdata.com/blog/web-data/best-linkedin-scraping-tools) [ ](http://www.reddit.com/submit?title=Best+LinkedIn+Scrapers+in+2026%3A+Top+Picks+Compared&url=https://brightdata.com/blog/web-data/best-linkedin-scraping-tools) ## You might also be interested in [ ](https://brightdata.com/blog/ai/openhuman-with-bright-data "Production-Ready Web Access in OpenHuman Through the Bright Data CLI") [AI Antonello Zanini Technical Writer ### Production-Ready Web Access in OpenHuman Through the Bright Data CLI Integrate Bright Data CLI with OpenHuman to enable production-ready web access and data collection for AI agents. 09-Sep-2026 12 min read ](https://brightdata.com/blog/ai/openhuman-with-bright-data) [ ](https://brightdata.com/blog/ai/minimax-m3-with-bright-data "Giving self-hosted MiniMax M3 agents live web access with Bright Data") [AI Satyam Tripathi Technical Writer ### Giving self-hosted MiniMax M3 agents live web access with Bright Data Self-hosted MiniMax M3 agents get live web access using Bright Data’s search and scraping tools. 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