Real ChatGPT answer · index seedD79f97ND0JQcompleteRetail and ecommerce · online marketplacesinformational

What factors influence Google Shopping ad costs the most during the holiday shopping season for small apparel retailers?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What factors influence Google Shopping ad costs the most during the holiday shopping season for small apparel retailers?
2 real searches · 1 real-search pass
Google Shopping ads auction factors bids competition seasonality product feed quality ad rank official Google AdsGoogle ↗
OBSERVED
holiday shopping season ecommerce apparel Google Shopping CPC competition small retailers benchmarks 2025Google ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Google Shopping ads auction factors bids competition seasonality product feed quality ad rank official Google Ads Google ↗
holiday shopping season ecommerce apparel Google Shopping CPC competition small retailers benchmarks 2025 Google ↗
  1. How the Google Ads auction works · support.google.com
  2. How much does Google Ads cost? · business.google.com
  3. About Smart Bidding · www--sportybet.syntheticsec.io
  4. Get ready for peak season with the ‘Shopping Success Equation’ · shoppingsolutions.withgoogle.com
  5. Shape Up Your · services.google.com
  6. 4.6 Monitor and optimize your Shopping campaigns · storage.googleapis.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Shopping ads auction factors bids competition seasonality product feed quality ad rank official Google Ads
OBSERVED
Google ↗
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holiday shopping season ecommerce apparel Google Shopping CPC competition small retailers benchmarks 2025
OBSERVED
Google ↗
AI Mode ↗
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of 1