How a $350K Affiliate Site Survived a Traffic Drop by Cleaning Risky Backlinks

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The Spam Pattern Problem: Why Simple Filters Missed Risky Domains Quick version: an affiliate site making $350,000 a year lost 28% of organic traffic over two months. Revenue dipped roughly $8,200/month