How a platform with 850,000+ products cut search time dramatically, reduced zero-result queries, and boosted order processing by 70% with smart search and two-way API integration.
The Starting Point
One of Ukraine's largest dropshipping platforms (over 850,000 products in its catalog) faced a common but painful problem: dropshipping partners were spending a disproportionate amount of time searching for the right items.
Inaccurate Search for Descriptive Queries
Partners rarely searched by SKU. Instead, they used natural-language queries like:
- "clear silicone case for iPhone 14"
- "men's black sneakers size 42"
The standard search engine couldn't handle these phrases properly — it returned irrelevant products or lists too broad to navigate manually.
Search "Hallucinations"
From time to time, the search failed to find items even by their exact name or SKU. To the partner, it looked as if the product was out of stock — even though it was actually in the catalog. The result: lost sales and eroded trust in the platform's tools.
Wasted Time and Productivity
According to the platform's internal estimates:
| Metric | Value |
|---|---|
| Time to find a single product | 5–10 minutes |
| Orders per day per partner | 40–80 |
| Time spent on search alone | 3–6 hours per day |
This dragged down overall productivity and created a perception that the platform was "slow" and getting in the way of making money.
The Spefix Solution
Stage 1. Smart Search Integration
Spefix was integrated into the platform's internal system as the primary catalog search tool.
Understanding synonyms and varied phrasing. The system learned that "phone case" = "smartphone cover" and "iPhone bumper" = "iPhone case".
Attribute extraction from queries. For a query like "red dress size M", the search identifies color, size, and product type — and returns pre-filtered results.
Error tolerance. If a partner typed "iphon" instead of "iPhone" or made other typos, the system still found the right models.
First results: average search time per product dropped from 5–10 minutes to 1–2 minutes. Partners began finding the right items on their first or second query far more often.
Stage 2. Real-Time Stock Availability
After improving search logic, another problem surfaced: the platform's product feed updated roughly once per hour. This meant search sometimes displayed products that were already out of stock.
Although this only happened in 3–5% of cases, for partners it meant:
- Having to call the customer back and suggest a replacement
- A poor experience for the end buyer
- Extra load on the support team
Spefix proposed and built a two-way API integration with stock verification at the moment of search:
- The partner enters a query in Spefix search
- The system generates a list of relevant products
- In parallel, a request is made to the platform's main database for current availability
- Out-of-stock items are automatically hidden or marked as "unavailable"
- New products become searchable almost immediately after feed import
Results
Quantitative metrics based on platform data after several months of operation:
| Metric | Before Spefix | After Spefix | Change |
|---|---|---|---|
| Result relevancy | ~60% | 90–93% | +30 p.p. |
| Zero-result queries | Frequent | — | −70–80% |
| Time to find one product | 5–10 min | 1–2 min | 3–5× faster |
| Orders processed per day | Baseline | — | +40–70% |
Qualitative Improvements
- Fewer distractions — partners no longer waste time on technical issues and "strange search behavior"
- Fewer customer refusals — significantly reduced cases of having to decline orders due to stale stock data
- Increased platform trust — partners less often duplicate searches manually or through third-party tools
- Lower support burden — fewer tickets asking "why can't I find this product when it's in the price list?"
Takeaways
This case demonstrates that smart search isn't just about a polished interface — it's about:
- Saving time for operations teams and partners
- Reducing errors and stuck orders
- Increasing business throughput without growing headcount
Especially relevant for:
- High-SKU e-commerce — dropshipping, marketplaces
- B2B platforms where partners work with large price lists
- Projects with frequently changing inventory, where response speed is critical
Spefix provides API integration not just for search, but for real-time catalog workflows: live stock levels, price updates, and instant availability of new products.
Want a similar solution for your platform? Get in touch — let's discuss an integration tailored to your needs.