Etsy doesn't publish seller data. No sales figures, no revenue, nothing. So when I looked at the research tools sellers actually use — EverBee, eRank, and others — I noticed they all show "estimated" monthly sales and revenue for other people's shops anyway. Presented in dashboards, with charts, looking completely authoritative. But if Etsy doesn't publish that data, those numbers are always a model's guess dressed up to look precise. That bugged me enough to build the opposite: NicheScope, a free Chrome extension that only shows what's actually on the page. Listing counts, review counts, ad density, price spread — real numbers you can verify yourself by just looking, with nothing invented or modelled. It's for two kinds of Etsy sellers: people validating a product idea before committing to it, and existing sellers trying to actually understand their competition and pricing in a niche they're already in. No account, no subscription, runs entirely on-device. Free: [nichescope.uk link] Genuinely curious what people think — especially if you've been burned by trusting an "estimated revenue" number that turned out to be way off.

NicheScope — Free Etsy Competitor Data

Real Etsy data — prices, reviews, ad density. No guesswork.

Real Etsy data — prices, reviews, ad density. No guesswork.