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Best Education Data Tools on Apify (2026)

· 4 min read
Yassine El Haddad
Software Developer & Automation Specialist

I build production AI agents, web scrapers, and automation pipelines. Most of what I publish here comes from the actual problems they run into: proxies that get banned, anti-bot stacks that fingerprint your client, RAG that drifts when the underlying data moves. Stack: Python, TypeScript, Go, FastAPI, LangChain, Crawlee, Playwright, deployed on AWS, GCP, and Cloudflare.

This education-oriented set spans competitive software research, job market analysis, institutional data scraping, and business intelligence.

Education researchers, career services teams, and EdTech companies use the Apify Store to collect structured data from job platforms, review sites, and business directories. Here are the top actors for education-related use cases.

Top Actors in This Category

1. Google Ads Scraper10K users · 4.3 ⭐ · $2/1,000 ads

Track how EdTech companies and universities advertise in Google search — monitor enrollment campaign creatives, keyword targeting, and landing page strategies. Try Google Ads Scraper on Apify →

2. G2 Product Reviews Scraper8K users · 4.5 ⭐ · $2/1,000 reviews

Extract G2.com product reviews for EdTech platforms with star ratings, feature ratings, reviewer role, institution size, and submission date. Useful for competitive product analysis. Try G2 Product Reviews Scraper on Apify →

3. 💬 Instagram Comments Scraper (No Login)15K users · 4.6 ⭐ · $1.50/1,000 comments

No-login Instagram comments scraper. Extract comments from educational content creators, online educators, and institutional accounts without requiring an Instagram session. Try 💬 Instagram Comments Scraper on Apify →

4. Similarweb Scraper

Extract Similarweb traffic estimates for online learning platforms — monthly visits, traffic sources, engagement metrics, and top referrers. Compare platforms like Coursera, Udemy, and Khan Academy. Try Similarweb Scraper on Apify →

5. DexScreener Scraper

Real-time DEX token pair data including price, volume, and liquidity. Used in financial literacy courses and blockchain education programs for live market demonstrations. Try DexScreener Scraper on Apify →

6. LinkedIn Ads Scraper

Scrape LinkedIn Ad Library to track university and certification program advertising campaigns — ad copy, creative formats, and targeting patterns for institutional marketing research. Try LinkedIn Ads Scraper on Apify →

7. BizBuySell Scraper

Scrape BizBuySell business listings — useful for entrepreneurship education programs that teach business valuation, acquisition analysis, and startup ecosystem research. Try BizBuySell Scraper on Apify →

8. LinkedIn Open Profile Status

Check LinkedIn Open Profile status for a list of professionals. Used by career counselors and placement teams to identify which alumni profiles accept direct outreach without premium accounts. Try LinkedIn Open Profile Status on Apify →

9. Wer Liefert Was B2B Marketplace Scraper

Scrape Germany's leading B2B supplier directory for European business education research. Returns structured supplier data: company name, categories, description, and contact info. Try Wer Liefert Was B2B Marketplace Scraper on Apify →

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Why These Tools Stand Out

Every actor in this category runs on Apify's managed cloud with automatic proxy rotation and scheduling. No server management or infrastructure overhead — just configure inputs and receive structured data.

Free Credits

Apify offers $5 in free monthly credits, so you can start using these tools on the free tier.


Start scraping for free →

Frequently Asked Questions

For job market research, use the LinkedIn Jobs Scraper or Indeed scrapers. For EdTech competitive analysis, the G2 Product Reviews Scraper (8K users, 4.5 ⭐) gives detailed product comparisons. For market sizing, the Similarweb Scraper provides traffic estimates for education platforms.

Yes, for publicly available data — social media posts, job listings, product reviews, and public web content. Always adhere to platform Terms of Service and applicable privacy regulations when collecting data for research. Many social platforms also have official API programs for academic researchers.

Yes, every Apify actor comes with an auto-generated REST API. Trigger runs and fetch results via webhook, or use the official Apify clients for Python and JavaScript.