GTBuy QC Photos Guide: How to Spot Bad Batches Before They Ship
GTBuy Team
GTBuy Spreadsheet Editorial
A batch can look perfect in the seller's studio photos and fall apart in real life. The only way to protect your money is to read QC photos like a forensic inspector. This guide teaches you the exact checklist that experienced community members use when evaluating sneakers, clothing, and accessories. By the end, you will know which flaws are acceptable, which are instant returns, and how to communicate clearly with your agent when something is wrong.
The Universal QC Checklist
How to Inspect Any QC Photo Set
Check the Overall Shape
Look at the silhouette from the side profile. Is the toe box too chunky? Is the heel too flat? Compare against retail photos from StockX or GOAT. Shape errors are the hardest to fix and the most obvious on foot.
Zoom into the Logo and Text
Font weight, spacing, and alignment must match retail. Even a 1mm shift in a letter is visible to anyone who knows the brand. Use a retail reference image at the same zoom level.
Inspect Stitching and Panels
Count the stitches per inch if you can. Uneven spacing, loose threads, or misaligned panel edges are common budget-batch flaws. Premium batches should have tight, consistent stitching.
Evaluate Materials and Color
Lighting in warehouse photos is poor, but you can still judge texture. Leather should look grainy, not plastic. Suede should move when brushed. Colors that look neon or washed out are usually wrong.
Check the Sole and Interior
Outsole texture, insole print, and size label details matter for 1:1 accuracy. These are the areas most buyers skip, yet they are the easiest tell if someone checks your shoes at a sneaker event.
Category-Specific Red Flags
Sneakers: the most common batch flaws are misplaced swooshes, thick toe boxes, and off-white midsole shades. Hoodies: watch for crooked drawstrings, incorrect wash tags, and puffy embroidery that should be flat. T-shirts: neck hole size and tag placement are the easiest tells. Jackets: zipper brand, pocket alignment, and interior lining quality separate good batches from trash. Accessories: hardware weight, engraving depth, and stitching color matter most.
Acceptable vs. Unacceptable Flaws by Category
| Category | Acceptable | Unacceptable (Return) |
|---|---|---|
| Sneakers | Minor glue marks, slight color variance | Wrong shape, crooked logo, wrong sole |
| Hoodies | Loose thread, minor pilling | Crooked print, wrong tags, thin fabric |
| T-Shirts | Slight neck stretch, minor shrinkage | Wrong fit, misaligned graphic, see-through |
| Jackets | Hardware close to retail | Wrong pockets, thin lining, bad zipper |
| Accessories | Weight close to retail | Wrong metal, shallow engraving, plastic feel |
Save retail reference photos on your phone before you even place the order. When QC arrives, you will have the exact comparison ready in under 30 seconds.
How to Request a Return Like a Pro
Agents are not your enemy, but they process hundreds of returns daily. Be specific. Instead of 'shoes look bad,' write 'Logo on left shoe is 3mm higher than retail reference. Batch is unacceptable. Request return to seller.' Attach a side-by-side screenshot if the agent platform allows it. Most agents give you 24-48 hours to approve or reject QC. Set phone reminders so you do not miss the window. One free exchange is standard; after that, you may pay a small return shipping fee of $2-4.
6photos
Average QC photo count
89%
Return approval rate
1
Free exchanges per order
24-48hours
Return window
