Can you give me tips on optimizing Google Shopping ad costs during the holiday shopping season when conversion rates fluctuate wildly for boutique sellers
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you give me tips on optimizing Google Shopping ad costs during the holiday shopping season when conversion rates fluctuate wildly for boutique sellers
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Google Ads holiday season Shopping campaigns Smart Bidding conversion delay seasonality adjustments budget recommendations 2026 Google ↗
Google Merchant Center promotions product data shipping returns holiday best practices official Google ↗
- About seasonality adjustments · support.google.com
- Create a seasonality adjustment · support.google.com
- Promotions best practices · support.google.com
- Holiday marketing strategy & insights · business.google.com
- Effectively use Smart Bidding with Shopping and Performance Max campaigns · support.google.com
- New | --- | --- | p | New | --- | --- · services.google.com
- 2026 holiday bidding guidance · support.google.com
- Merchant Center promotions guide · support.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Ads holiday season Shopping campaigns Smart Bidding conversion delay seasonality adjustments budget recommendations 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Merchant Center promotions product data shipping returns holiday best practices official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |