The verdict in three sentences
A poorly structured catalog in Accra loses sales upstream and inflates returns downstream, with 34% of returns caused by wrong variant info. The right data model depends on your stock: simple product, variant product or configurable product. Done well, it adds 12% conversion through per-variant photos and prevents 8% of phantom stock-outs via real-time sync.
Three product data models, based on your stock
The trap is modeling everything as a "variant product" by reflex. A t-shirt in 5 sizes and 4 colors = 20 SKUs to track in stock; a service or a one-off product needs none of that complexity. Pick the simplest model that faithfully describes your real stock.
| Model | When to use | Stock complexity | Accra example |
|---|---|---|---|
| Simple product | Single version | Low (1 SKU) | Unique handmade bag |
| Variant product | Size/color with distinct stock | Medium (N SKUs) | T-shirt 5 sizes x 4 colors |
| Configurable product | Custom combinable options | High | Made-to-order furniture |
What good structure costs (and returns)
The figures below are 2026 orders of magnitude for a Ghanaian store. The key point: stock must be tracked at variant (SKU) level, not product level, otherwise you sell red in size M when it's sold out.
| Metric | 2026 value (estimate) |
|---|---|
| Returns due to wrong variant info | 34% |
| Conversion lift with per-variant photo | +12% |
| Average entry time per product | 3 min |
| Phantom stock-outs avoided (real-time sync) | 8% |
| Starter plan catalog limit | 50 SKUs |
| Growth plan catalog limit | Unlimited |
| Catalog rebuild fee | 150,000 to 400,000 FCFA |
Mini case study
Efua sells print outfits in Accra with 40 models in 4 sizes, i.e. 160 SKUs, but she tracked them at product level (40 lines). Result: 34% returns for "size actually unavailable" and repeated refunds. After a 250,000 FCFA catalog rebuild moving to per-variant tracking with dedicated photos, her returns fall to 12% and conversion gains 12%. On a 22,000 FCFA average basket and 300 orders/month, that conversion lift is worth roughly 790,000 FCFA in extra sales per month.
FAQ
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How many products can I manage on the Starter plan?
Up to 50 SKUs on Starter, enough for a small store. Beyond that, the Growth plan offers an unlimited catalog with advanced variants and stock synchronization.
Why does a per-variant photo raise conversion?
Customers buy what they see: showing red and blue separately removes doubt and adds about 12% conversion. A single generic photo forces the customer to imagine, which raises abandonment and returns.
What is a phantom stock-out?
It's when the site shows "available" while the variant is sold out, because stock isn't tracked at SKU level. Real-time sync prevents about 8% of these sales you then have to cancel and refund.
How long does it take to enter a catalog?
Budget roughly 3 minutes per product with a well-designed back office. For 200 items, that's about ten hours, an investment repaid by fewer returns.
How much does a catalog rebuild cost?
Between 150,000 and 400,000 FCFA depending on the number of items and variant complexity. It pays off quickly when returns drop from 34% to 12%.
Let's talk about your project. We structure your product catalog and variants so you sell more and refund less. WhatsApp +221 77 596 93 33.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.