The Approach
One Portfolio. A Multi-Layer Strategy Built Across Five Dimensions of Conversion Intelligence:
The approach was built around one governing principle: within a catalogue of this scale, the products that deserve visibility are not the ones with the highest brand equity. They are the ones the data says will convert, placed precisely where the right shopper will find them. Five strategic dimensions gave the campaign its structure.
01. SOH-Led Product Selection: From One Lakh Units to a Working Ad Catalogue
The team began by segregating approximately one lakh units of live Stock on Hand by cut sizes and the past month’s conversion performance. From that universe, approximately 8,000 to 10,000 products were identified as active candidates for advertising. Starting with inventory reality, not assumptions, meant every subsequent decision was grounded in what was actually available and convertible.
02. Ad Group Architecture: Precision Targeting Within a Massive Catalogue
Separate ad groups were created for similar products, enabling the team to efficiently target different placement slots and manage budget distribution at the product cluster level. That structural decision is what made individual product accountability possible at a catalogue scale that would otherwise make precision impossible.
03. Performance-Led Prioritisation: High CTR and High CVR at the Front
Products demonstrating both high CTR and high CVR were prioritised for brand protection campaigns and top-of-search placements to secure early revenue wins. Leading with proven performers meant the campaign built momentum from the first week, not just the final stretch.
04. Four-Tier Budget Intelligence: Every Placement Earning Its Allocation
Budget was allocated across four distinct performance tiers based on what each segment of the catalogue needed to achieve:
- 39% directed to top-performing products for branded search queries
- 20% allocated to high CTR but low CVR products via recommendation slots
- 30% directed to high CVR but low CTR products through homepage and category page placements
- 11% reserved for lower-performing products across PDP slot zero and cross-sell placements
Each tier reflected a different conversion reality within the same catalogue. That differentiation is what kept the overall budget efficient and every allocation individually accountable.
05. Display Retargeting and Timing Intelligence
Products with high CVR but low prior traffic were elevated through category page and homepage display banners, using a six-month lookback audience for retargeting precision. Low-discount products were pushed during regular BAU days and standard weekends, deliberately sidestepping discount-heavy peaks when platform dynamics would work against them. Recommendation page visibility was maintained continuously through event periods to capture traffic patterns that extend beyond discount-driven search behaviour.