GTBuy Spreadsheet Updated Daily: Inside Our Curation Workflow
GTBuy Team
GTBuy Spreadsheet Editorial
Most product directories in the replica space are graveyards. A creator spends a week building a spreadsheet, shares it, and moves on. Within a month, half the links are dead, prices are wrong, and the QC photos are from batches that no longer exist. GTBuy was built specifically to solve this rot. The commitment is simple: the spreadsheet is updated every single day. Not weekly. Not when someone remembers. Daily. This article pulls back the curtain on how that actually happens, from community submissions to final publication.
The Three Sources of New Finds
Every item on GTBuy enters through one of three doors. The first is automated monitoring. We run scrapers on high-volume Weidian stores that historically produce quality batches. When a new listing appears with relevant keywords, it enters a review queue. The second source is community submissions. Users paste a Weidian link, suggest a category, and optionally attach QC photos. Submissions are reviewed by moderators within 4-12 hours. The third source is Reddit and Discord monitoring. When a W2C thread gains traction and multiple users confirm a batch is good, we add it proactively before the submission form even sees it.
From Link to Live Listing
Link Verification
Every submitted link is clicked by a moderator to confirm it loads, the product matches the description, and the seller has a reasonable rating. Dead links are rejected immediately.
Price and Image Capture
We capture the current price, main product image, and any available variation images. If the price is clearly out of market range, we flag it for a second review.
Category Assignment
The item is mapped to one of our eleven fixed categories based on product type, not seller recommendation. This keeps navigation consistent.
QC Photo Attachment
If community QC photos exist for this exact item or seller batch, they are attached. New QC submissions are linked within 24 hours of upload.
Publication
The item goes live with a unique slug, SEO title, and sort priority. It appears in the relevant category and on the front page if editorial priority is high.
How Sorting and Ranking Work
GTBuy does not sort purely by click volume. That would turn the front page into a popularity echo chamber. Instead, we use a hybrid algorithm. Every item gets a base editorial score based on batch quality, seller history, and price competitiveness. Then we add a real-time click and engagement multiplier. Finally, we apply a daily freshness boost so new listings get visibility before sinking to their natural position. This means the front page is a mix of proven hits and fresh discoveries. It also means an item can climb back up if it suddenly gets Reddit attention or a restock.
Curation Metrics by Category (April 2026)
| Category | Items Added/Week | QC Coverage | Dead Link Rate |
|---|---|---|---|
| Shoes | 120 | 62% | 4.1% |
| Hoodies/Sweaters | 85 | 51% | 5.3% |
| T-Shirts | 70 | 38% | 6.2% |
| Jackets | 45 | 44% | 5.8% |
| Accessories | 30 | 22% | 7.1% |
Why Daily Matters
In the replica market, a batch can sell out in three days. A seller might raise prices by 30% overnight. A new and better version of the same item can drop while the old one is still listed everywhere. Weekly updates miss these windows. Daily updates mean you see the current price, the current stock status, and the current best batch. It also means dead links disappear before they frustrate dozens of users. The cost of daily curation is high, but the trust it builds is the entire reason GTBuy exists.
45avg
Daily items reviewed
120/week
Community submissions
18avg/day
Dead links removed
29.4avg
Update days per month
