Shopify coffee & tea stores converted at a median of 3.0% in the most recent benchmark cohort, against an overall Shopify median of 1.4%. That's roughly 114% above the platform median — but the niche median is a floor, not a target.
The top 20% of coffee & tea stores hit approximately 5.1%. The gap between median and top 20% is where the revenue leak actually lives: a store at niche median is leaving roughly 40% of conversion-attributable revenue on the table compared to its own niche ceiling. Most of that gap is execution, not strategy — the categories LeakAudit scores below routinely separate top-quintile stores from the rest.
Subscription, sample-pack, and refill mechanics most coffee brands skip. The 8-category audit framework (first impression, copy, UX, SEO, trust, performance, mobile, conversion architecture) consistently shows that coffee & tea stores below niche median fail the same 2–3 categories — typically trust signals on mobile, slow Largest Contentful Paint, and a checkout flow that lacks Shop Pay or surprises shoppers with shipping costs at the final step.