An online retailer specializing in construction materials managed to increase its monthly revenue from 4.2 million to 23 million rubles over the course of 13 months. At the same time, the share of advertising expenses dropped from 41% down to just 14%. This case study illustrates several powerful strategies that made this transformation possible.
The Starting Point
Before optimization began in April 2023, the store was struggling. An earlier attempt to simply raise the advertising budget to 5 million rubles backfired, generating losses rather than profits. It became clear that throwing money at ads without proper optimization was a losing strategy.
Smart Product Feed Optimization
The first major step was rebuilding the product feed. The team removed foreign-language terms and internal SKU codes, replacing them with clear material specifications that customers actually search for. This seemingly simple change dramatically improved ad quality scores and click-through rates, laying the groundwork for everything that followed.
Behavioral Micro-Conversions
Rather than optimizing ads solely for cart additions, the team developed a sophisticated behavioral model. They targeted users who spent more than 10 minutes on the site across at least 3 visits, viewed 10 or more pages, and added products to their cart. Crucially, they also built exclusion segments to filter out window shoppers who exhibited similar browsing patterns but never converted. This approach outperformed traditional cart-based optimization by a significant margin.
Website Enhancements
The store itself received substantial improvements. Advanced category filters were added for products like tiles, wallpaper, and parquet flooring. Area-based calculators helped customers determine exactly how much material they needed. A dedicated section for professional buyers was created, complete with loyalty programs. Free delivery within Moscow and discounted shipping to other regions further reduced friction.
The Tripwire Strategy
The team chose fasteners (metal connectors) as a loss-leader product, offering them at a discount when customers placed orders exceeding 100,000 rubles. This clever tripwire approach successfully boosted average order values while giving customers a tangible incentive to consolidate their purchases.
Dynamic Retargeting
Fifty carefully selected high-value product segments — including tiles and wallpaper — were used in retargeting campaigns. Users who had previously viewed these items were shown special discounted prices, creating a personalized shopping experience that drove conversions.
Unified Performance Campaigns
After several failed attempts with standard product campaigns, the team segmented inventory by profitability and launched a unified campaign optimized for a 15% advertising cost ratio. This approach eventually generated around 420 purchases per week.
Results
The numbers speak for themselves. Monthly revenue grew from 4.2 million to 23 million rubles, representing a 446% increase. The advertising cost ratio fell from 41% to 14%. Site conversion rates jumped from 0.28% to 0.72%. Even in the first two months, feed optimization and micro-conversion modeling reduced the ad spend ratio from 26% to 19% while nearly doubling the conversion rate.
Key Takeaways
This case demonstrates that sustainable e-commerce growth comes not from bigger budgets but from smarter strategies. Proper audience segmentation prevents AI algorithms from promoting low-margin products. Behavioral targeting captures high-intent buyers more effectively than simple event-based optimization. And dedicated landing pages with tailored incentives for professional buyer segments can unlock entirely new revenue streams.
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