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Researchers and industry experts have identified several critical impacts of buying Instagram views and followers:

Research into the infrastructure of fake engagement reveals a sophisticated underground market:

(2026) – An economic and technical analysis of underground forums selling fake engagement ScienceDirect Research .

– Provides a deep dive into the "click farm" industry and its effect on brand budgets IIM Bangalore Working Paper .