Challenges
Despite active campaigns and sustained investment, Shopping performance remained volatile and difficult to diagnose.
The brand experienced:
- No reliable way to confirm whether Shopping Ads appeared when eligible, by market and by day
- Performance swings that could not be confidently attributed to demand, budget, or competition
- Missed Shopping opportunities discovered only after revenue impact occurred
Traditional metrics explained what happened, but not where execution failed.
