Scraping Google Scholar for Literature Reviews (Python + Apify, 2026)

Scraping Google Scholar for Literature Reviews (Python + Apify, 2026) Every grad student hits the wall around week three of a lit review: you have 400 open tabs, 60% of which are duplicates, and Zotero crashed again. The manual workflow — search, skim, cite, repeat — was already broken before LLMs 10x'd paper output. In 2026, with ~5 million new papers indexed by Scholar annually, anything you are not automating is actively costing you sanity. To put some real numbers on the problem: a 2025 S...

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