| Online vs In-Store Attribution | Retail ads drive both online conversions and in-store footfall. Standard tracking only captures online revenue. | Store visit conversion tracking and offline sales import to measure the full impact of paid campaigns. |
| Product Feed Management at Scale | Large retail catalogues with thousands of SKUs require constant feed maintenance to keep products approved and performing. | Automated feed management with rules-based optimisation and daily quality audits for large retail catalogues. |
| Margin-Based Bidding Complexity | Not all products have equal margins. Bidding the same for high and low-margin items wastes profitability. | Custom label strategy segmenting products by margin tier with differentiated target ROAS per tier. |
| Dubai Retail Competition | Dubai's retail market features intense competition from international brands, mall anchors and online marketplaces simultaneously. | Category-specific differentiation strategy highlighting unique brand advantages, service levels and local availability. |