Refund rates by category (the data)
**Apparel (Bella + Canvas t-shirts, sweatshirts, leggings):** 14–22% refund rate. Dominant cause: sizing mismatches. Bella 3001's published size chart has ±0.5 inch tolerance which buyers don't account for; the actual range buyers receive is wider than the chart suggests.
**Footwear (custom shoes, branded sneakers via POD):** 18–28% refund rate. Sizing variance even worse than apparel; cross-brand sizing inconsistency adds confusion.
**Jewelry (rings specifically):** 8–14% refund rate. Ring sizing is the issue. Necklaces, earrings, bracelets run lower at 3–7%.
**Candles (soy, beeswax, scented):** 2–5% refund rate. Most refunds are for scent disappointment or shipping damage (wax cracks).
**Home decor (prints, signs, wall art):** 4–8% refund rate. Color mismatches between screen and physical product are the main driver.
**Ceramics (mugs, planters, vases):** 6–11% refund rate. Shipping damage drives most refunds; color variance secondary.
**Stickers, sticker sheets, vinyl decals:** 0.5–2% refund rate. Smallest category for refunds — usually only happens for shipping issues or design defects.
**Digital downloads (printables, planners, SVGs):** 1–3% refund rate. Etsy's digital download policy is no-refund by default; the refunds that do happen are usually 'didn't realize it was digital' or file-format issues.
**Pet products (collars, beds, toys):** 5–10% refund rate. Sizing for pet apparel and beds; quality concerns for chew toys.
**Wedding stationery:** 3–6% refund rate. Spelling errors and customization mismatches dominate.
**Custom orders (any category, requires buyer input):** 8–18% refund rate. Higher than the underlying category because customization adds error surface area.
These ranges are observation, not benchmark. Your shop's specific rate depends on quality, packaging, listing description accuracy, and customer-service responsiveness. Use these as starting ranges to compare your actual data against.