- Shopping spend leaked through weak product-feed structure
- High-ticket carts were abandoned without enough recovery
- ROAS swung too hard for confident scaling
- Product-feed structure improved Shopping efficiency
- Lifecycle flows recovered browse and cart intent
- Attribution gave a steadier view of profitable scale