Google Scholar scraper that exports research papers and metadata
Built for academic researchers collecting literature reviews.
“Fiverr freelancer will provide Data Scraping services and scrape google scholar data for your research within 1 day. ... I will scrape google scholar data for .…”
The receipts — real demand
“Fiverr freelancer will provide Data Scraping services and scrape google scholar data for your research within 1 day. ... I will scrape google scholar data for ... Read more”
Full dossier
Unlock the full dossier — free
Every corroborating quote, the source receipts, and the community echo. One email, no payment.
Why this is a gap
Surfaced from a high-intensity complaint with clear willingness to pay and a specific, reachable audience.
The market
Academic researchers conducting literature reviews. Zero search volume for buyer keywords; demand surfaced via Fiverr freelancer listings, indicating researchers solve this ad-hoc or outsource rather than search for packaged tools.
Competition & the opening
SerpApi, Publish or Perish, ScraperAPI, Apify, Octoparse, and Browse AI all address Google Scholar scraping. Crowded market (9/10). Publish or Perish is free and established. Gap is workflow-specific (e.g., deduplication, citation formatting, integration with Zotero/Mendeley) not scraping itself.
What's hard to build
Google Scholar actively blocks scrapers and changes DOM frequently, requiring constant maintenance. Legal risk around ToS violations is real. Export formats (BibTeX, RIS, etc.) require domain expertise. Competing against a free, feature-rich desktop tool (Publish or Perish) requires clear differentiation.
Why now
Google Scholar lacks a public API; Publish or Perish (free, desktop-only) and Fiverr demand show unmet need for cloud-based scholar data export.
How you'd monetize
freemium (50 papers/mo) + $29–79/mo usage-based or per-export tier