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ScrapeLinkedInLinkedInprofiles by search term
Scrape LinkedIn profiles by search term. Extract Google Maps business listings and reviews. Collect Facebook pages, groups and posts. Scrape Instagram profiles, reels and comments. Extract TikTok posts and creator profiles. Collect YouTube channels and video data. Scrape X / Twitter profiles and posts. Extract Indeed job listings and salaries. Collect Yelp business reviews and ratings.
HomeBlogBest Web Scraping Tools in 2026
March 13, 2026

Best Web Scraping Tools in 2026

The right scraping tool depends entirely on what you're trying to extract. A Chrome extension is fine for one-off tasks. A headless browser works if you control the infrastructure. But if you need structured data from LinkedIn, Instagram, TikTok, or other platforms at scale — you need an API built for it. Here's how the main categories compare.

The 4 types of scraping tools

Most scraping tools fall into one of four buckets. Understanding the trade-offs helps you pick the right one without over-engineering.

TypeBest forLimitations
Browser extensionsOne-off data collection, no codeManual, slow, breaks easily
Desktop apps (Octoparse, ParseHub)Visual rule building, non-technical usersNo API, no automation, desktop only
Headless browsers (Playwright, Puppeteer)Custom scraping, developersYou manage proxies, anti-bot, maintenance
Scraping APIs (Scrapernode, Apify)Scale, automation, structured outputCost per request (usually worth it)

What to look for in a scraping tool

Before picking a tool, be clear about your requirements. The wrong choice costs you weeks of engineering time.

  1. 1Structured output — does it return clean JSON/CSV or raw HTML you have to parse yourself?
  2. 2Platform coverage — if you need LinkedIn or Instagram data, most tools simply don't work.
  3. 3Anti-bot handling — social platforms actively block scrapers. Look for tools that handle this automatically.
  4. 4Pricing model — per-seat SaaS subscriptions get expensive fast. Pay-per-result models scale better.
  5. 5API + automation support — REST API, webhooks, and n8n/Make/Zapier integrations matter for production use.

Top scraping tools compared

ToolOutputSocial PlatformsAPIPricing
ScrapernodeStructured JSON11+ (LinkedIn, Instagram, TikTok...)YesCredits (pay per result)
ApifyVaries by actorSome actorsYesPer compute unit
WebScraper.ioCSV/JSONNoneNoSubscription
OctoparseCSV/ExcelNoneNoSubscription
ScraperAPIRaw HTMLNoneYesPer request
PhantomBusterCSV/JSONLinkedIn, InstagramLimitedPer phantom slot

When to use Scrapernode

Scrapernode is built specifically for social and B2B platform data — LinkedIn, Instagram, TikTok, Twitter/X, YouTube, Facebook, Glassdoor, Indeed, Yelp, GitHub, and Crunchbase. Instead of returning raw HTML you have to parse, it returns structured JSON with clean field names. You don't manage proxies, rotate user agents, or deal with CAPTCHAs — that's handled automatically. Pricing is credits-based: buy once, use when needed. No monthly minimums.

Scraping LinkedIn profiles in 3 lines

example.sh
curl -X POST https://actions.scrapernode.com/api/jobs/create \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"scraperId": "linkedin-profiles", "inputs": [{"url": "https://linkedin.com/in/example"}]}'

Frequently asked questions

Start scraping in 5 minutes

Get structured data from LinkedIn, Instagram, TikTok, YouTube, and 8 more platforms. No proxies, no code, no maintenance.

Get your first 100 credits freeMore articles
No credit card required11+ platformsREST API + webhooks