Intermediate55 minutesStep 9Basic
Ad Budget Scaling: Sample, Profit, and Pacing
Better ROAS does not automatically justify more budget. Check the sample, marginal profit, stock, support, and creative before testing a small step, holding, or rolling back.
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9/12 lessons
Author
Ranfeng WeiLast reviewed
2026-07-29
Review scope
Reviewed against Shopify, Google Search, ads, analytics, and ecommerce operating workflows.
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9/12 lessons
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