You need qualified leads from LinkedIn, but manual data collection is slow and tedious.
Worse, running cheap, unreliable tools puts your entire account at risk of being restricted.
You are constantly worried that your main lead source will vanish. That fear is real.
Fragile scraping tools break easily, forcing you to waste time on cleanup and risking a painful account ban.
Why risk your whole lead generation strategy for a bad tool?
This article reveals the 7 best LinkedIn scraper tools for 2025. We tested them for safety, data quality, and powerful AI features.
By reading this, you will find the reliable tool that keeps your account protected while delivering the clean, high-volume data you need.
Ready to switch on your lead engine?
What is the Best LinkedIn Scraper?
It’s tough to pick the right scraping tool.
You need something powerful that handles complex anti-bot protection.
You also need a tool that delivers clean, structured data every time.
Stop wasting time testing different options.
We’ve ranked the top 7 platforms to help you choose the best fit for your large-scale, professional data needs.
1. Apify (⭐️4.6)
Apify is a full-stack platform for building and running web scrapers.
It offers thousands of pre-built “Actors” to handle scraping tasks and can turn any website into a live, ready-to-use API.
私たちの見解
Apifyのパワーを実際に体験してみませんか？当社のプラットフォームは、250万以上のウェブページをスクレイピングし、1ヶ月で500TB以上のデータを処理するために活用されています。さあ、始めましょう！
主なメリット
- 大規模なマーケットプレイス: Apify ストアには、すぐに使用できるスクレーパーと、Actor と呼ばれる自動化ツールが 5,000 個以上あります。
- 究極のスケーラビリティ: エンタープライズ レベルのタスク向けに構築されており、数百万ページの大規模なクロールを処理できます。
- 開発者向け: オープンソース SDK を提供し、Python および JavaScript のカスタム コードをサポートします。
- 高度なスケジュール設定: スクレイピング タスクを自動化し、手作業なしで特定の時間または間隔で実行します。
価格
すべての計画は 年払い.
- Free: 月額 0 ドル + 従量制支払い。
- Starter: 月額 35 ドル + 従量課金制。
- 規模： 月額 179 ドル + Pay As You Go。
- 仕事： 月額 899 ドル + Pay As You Go。
長所
短所
2. ScrapingBee (⭐️4.4)
ScrapingBee is a web scraping API that handles the hard parts for you.
It handles proxy rotation, headless browsing, and dealing with blockers so you can focus on getting the data you need.
私たちの見解
Get the データ you need from over 98% of web pages. ScrapingBee’s powerful web scraping API offers JavaScript rendering, Google Search API, and the ability to extract structured data with up to 99.5% accuracy on dynamic sites.
主なメリット
- Handles Everything for You: It manages proxy rotation and JavaScript rendering automatically.
- Simple API: You get clean data back with a single, straightforward API call.
- 99.9% Uptime: The platform is known for its high reliability and consistent performance.
- Extensive Documentation: Provides clear and comprehensive documentation with code examples for multiple languages, making it easy to get started.
価格
すべての計画は 年払い.
- Freelance: 月額49ドル。
- 起動する： 月額99ドル。
- 仕事： 月額249ドル。
- Business+: $599/month.
長所
短所
3. Browse AI (⭐️4.2)
This is a no-code tool that lets you turn any website into a data source.
You can use it to monitor websites for changes and extract specific information with just a click.
私たちの見解
Ready to save time and get the data you need? Browse AI can handle millions of websites. See how easy web scraping can be.
主なメリット
- コードは不要です: Its point-and-click interface lets anyone build a data scraper in minutes.
- AI-Powered Adaptability: The tool automatically adjusts to changes in a website’s layout, ensuring your data is always consistent.
- 7,000+ Integrations: Easily connect your scraped data to apps like Google Sheets, Airtable, and Zapier.
- Pre-built Robots: Access a library of pre-built robots for common tasks on popular websites, saving you even more time.
価格
すべての計画は 年払い.
- Free: $0.
- 個人的： $19/month .
- プロ： 月額69ドル。
- プレミアム: Starting at $500/month.
長所
短所
4. ScrapeGraphAI (⭐️3.8)
This tool uses AI to understand web pages and scrape data from a simple 제니 vs 라이트소닉: 2025년 최고의 AI 작가 7 command.
It’s a great choice if you want to get data without any coding.
It’s fast and smart.
私たちの見解
ScrapeGraphAIは、350名以上のトッププロフェッショナルから、堅牢なAI駆動型Webスクレイピング機能で高い評価を受けています。今後48時間、20%の効率向上をお約束します。
主なメリット
- 自然言語スクレイピング: 人間のようなシンプルなプロンプトを使用して、何を抽出するかを指示できます。
- オープンソースライブラリ: 開発者は強力なオープンソース ライブラリを使用して最大限の制御を行うことができます。
- Markdownify 機能: Web ページ全体を、クリーンで読みやすい Markdown ドキュメントに変換できます。
- エージェントスクレーパー: AI は、Web サイトを自律的にナビゲートして対話し、複雑な複数ステップのタスクを完了できます。
価格
すべての計画は 年払い.
- Free: 月額0ドル。
- Starter: 月額17ドル。
- Growth: 月額85ドル。
- Pro: 月額425ドル。
- 企業： カスタム価格設定。
長所
短所
5. Scrape Creators (⭐️3.6)
This is a powerful API-first tool.
It is designed to get real-time, structured data from complex websites.
It handles the anti-bot measures and rotating proxies for you.
You do not need to worry about coding a separate scraper for every site change.
You send an API request, and it sends back clean data.
It is a flexible, pay-as-you-go option for developers and technical users.
私たちの見解
Stop struggling to collect social media data. With Scrape Creators, get real-time data from platforms like Twitch and Pinterest. Join hundreds of users who have scraped over 6 million requests and gain the insights you need.
主なメリット
- Specialized APIs: Offers pre-built solutions specifically for social media platforms.
- No API Keys Needed: You can bypass the need for official API keys from sites like Twitch.
- 従量課金制: You only pay for what you use, and your credits never expire.
- Rich JSON Data: The APIs provide clean, structured JSON data, saving you from having to do any extra parsing.
価格
- 無料トライアル: 0ドル、100クレジット無料。
- 開発者専用: $10 – Pay As You Go、5,000 クレジット。
- Freelance: $47 – Pay As You Go、25,000 クレジット。
- 仕事： 497 ドル – 従量課金制、50 万クレジット。
- 企業： $カスタム価格、100 万クレジット以上。
長所
短所
6. ThorData (⭐️3.2)
This tool is a large, all-in-one platform for web data.
It is much more than just a LinkedIn scraper.
ThorData offers a massive network of over 60 million residential proxies.
This is key for staying undetected. They provide specialized APIs and even a no-code scraper ビルダー.
Developers and businesses use it to automate large-scale data collection.
They handle all the infrastructure so you just get the clean data.
私たちの見解
ThorDataで比類のないセキュリティを体験してください。 データ 検証プロセスにより、99.7%の成功率を保証します。24時間365日対応のライブサポートと平均3分以内の応答時間により、接続品質を信頼していただけます。6,000万以上のIPアドレスをご利用いただき、データを保護してください。
主なメリット
- 大規模な IP プール: 倫理的に調達された住宅用 IP を 6,000 万以上提供します。
- 高い匿名性: 高品質のプロキシにより、スクレイピング活動が検出されないことを保証します。
- 従量課金制: 課金は透明です。失敗したリクエストに対してではなく、使用したトラフィックに対してのみ支払います。
- 内蔵スクレーパー: コード不要の Web スクレーパーとユニバーサル API が含まれているため、単純なプロジェクトには別のツールは必要ありません。
価格
- 無料トライアル: 月額 0 ドル、30 日間の試用期間。
- 基本: 月額13ドル。
- 標準： 月額60ドル。
- プレミアム: 月額110ドル。
- 企業： 月額200ドル。
長所
短所
7. Zyte (⭐️3.0)
Zyte is an all-in-one scraping suite.
It features the Smart Proxy Manager, which uses AI to automatically handle bans, CAPTCHA, and proxy rotation.
This lets you focus on the data, not the technical management.
It is a robust solution suitable for companies with high data demands.
私たちの見解
最も信頼できるウェブを入手 データ Zyte APIをご利用ください。この高品質なWebスクレイピングAPIを使えば、プロジェクトのデータ精度は99.99%に達し、データ抽出プロセスを効率化できます。
主なメリット
- 自動ブロック解除: プロキシの使い回しはやめましょう。Zyte API は禁止を処理するための強力な自動化ツールです。
- シームレスなScrapy統合: Scrapy フレームワークを使用する開発者であれば、Zyte は最適です。
- AIを活用したデータ抽出: このツールはデータを自動的に識別して解析できるため、手動による解析ルールの必要性が軽減されます。
- 統合されたヘッドレスブラウザ: Zyte は大規模な Web スクレイピングに最適化されたヘッドレス ブラウザを提供するため、サードパーティのヘッドレス ブラウザは必要ありません。
価格
- Zyte は、Web サイトの階層とリクエストの数に基づいて 2 種類の料金プランを提供しています。
長所
短所
What to Look For When Buying a LinkedIn Scraper?
Picking an enterprise-level data tool is serious 仕事.
You are buying an infrastructure, not just a simple extension.
Your choice must ensure safety, speed, and clean data for your AI-powered outreach or market analysis.
Here is what separates the best tools from the rest:
- Anti-Detection & IP Rotation: The tool must have a massive network of rotating Residential Proxies. This is critical. Using a fresh, real-user IP address for every request makes your activity look human. This is the IT Autopilot for anti-ban measures.
- Human Behavior Mimicry: Look for features that go beyond slow timing. The tool should mimic real mouse movements, random scrolling speeds, and complex navigation. Predictable patterns get blocked; human-like behavior is safe.
- Dynamic Content Handling: LinkedIn pages use a lot of JavaScript. A good scraper must successfully render this dynamic content. If it can’t, you will miss out on key data fields like full job history or skills.
- Structured Data Output: The data cannot be in the form of messy text. The best tools automatically parse the raw HTML and output clean, structured JSON or CSV files. This makes the data ready for your CRM or AI Copilot tools instantly.
- Scalability & API Access: You need to reliably run hundreds of thousands of requests. API-first solutions (like our top picks) are built to scale. They let you integrate the data collection directly into your internal systems.
- Data Completeness & Freshness: The tool should guarantee that the data points you ask for (job title, location, company size) are consistently captured and that the data being served is real-time, not from a stale cache.
How Can LinkedIn Scraping Tools Benefit You?
Professional LinkedIn scraping tools let you scrape LinkedIn data like job titles and LinkedIn profile URLs at scale for market research.
These LinkedIn profile scraper tools give sales and marketing teams accurate data and valuable insights from public data.
Export the fresh data into a CSV file for seamless integration with your CRM systems.
This is the safe, automated way to leverage this professional social network.
バイヤーズガイド
When researching the best LinkedIn 自動化ツール, we evaluated these critical factors.
Our methodology focused on safety, functionality, and enterprise-readiness for professional users:
- Safety & Compliance: We checked if the tool operates safely, mimicking a logged-in LinkedIn account without raising flags. A major factor was adherence to data protection laws when gathering publicly available data.
- Targeting Capabilities: We evaluated the ability of the tool to run a focused LinkedIn search and handle complex LinkedIn search results. This included looking at filters for LinkedIn Sales Navigator, LinkedIn group members, and company pages.
- Data Quality & Enrichment: We assessed how the tool aggregates data and delivers high quality data on profile data and employee profiles. Key insights included the ability to find a verified email address and collect firmographic data.
- Advanced Features & Integration: We prioritized tools that offer advanced features such as multi-channel prospecting, job scraping for job listings and job postings, and seamless direct integration with other tools and cloud storage (such as Google Sheets). We also looked for api key access and support for no-code scraper options.
- Scalability & Enterprise Use: We considered platforms built for scale, such as ブライトデータ, that allow you to collect data from multiple profiles and scrape profiles using api access. This determines whether the tool is suitable for software engineers or large sales tools teams.
- Value Assessment (Pricing & Support): We aagainstd thefullrsus thee set of all the features of availability of a free plan and robust customer support.
- Feature Completeness: We ensured the scraper could access all the available data needed for trend analysis and provide complete contact data for personalized outreach. We confirmed the ability to scrape profiles and companies, otherwise known as company scraping.
よくある質問
What kind of data can I get from a LinkedIn scraper?
You can access almost all publicly visible data. This includes job titles, company website details, and aggregated industry trends. All the data is ideal for generating leads and market research.
Is scraping LinkedIn data against the rules?
Yes, automation features that extract all the data violate LinkedIn’s Terms of Service. However, courts have permitted scraping publicly available data. Use a reputable tool like Bright Data to follow best practices and respect data protection laws.
How do I use scraped data for outreach?
You use the scraped contact data and details (like job title) to クラフト highly personalized messages. You can then integrate this clean data into your CRM to run targeted, multi-channel prospecting campaigns through email and LinkedIn.
Can scraping tools find email addresses?
Yes. Many advanced automation tool options integrate with third-party services like People Data Labs to find and verify email addresses. These tools enrich all the data collected from the profile pages.
Why do I need automation features for market research?
Automation features let you collect all the data needed for trend analysis and market research much faster than manual methods. This lets you monitor competitors and track industry trends in real-time, providing immediate, valuable insights.
English 
Spanish 
Chinese 
German 
French 
Arabic 
Russian 
Portuguese 
Japanese 
Korean 
Italian 
Turkish 
Dutch 
Polish