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How To Stop Gambling With Your Ecommerce Ad Budget — Adam Callinan | Why ROAS Lies About Your Profit, How Fixed Expenses Kill Brands, What Drives True Scalability, Why Vanity Metrics Mislead, How More Spend Can Mean More Profit (#466)

Ecommerce Coffee Break · with Adam Callinan · March 2, 2026 · 24 min

Summary

This episode cuts through the vanity metrics in ecommerce advertising, revealing why common KPIs like ROAS can be misleading. Adam Callinan, who scaled BottleKeeper to over $10M, explains how understanding your true financial baseline—variable and fixed costs—is crucial for profitable ad spend. He provides a framework for knowing precisely how much to spend and what performance is needed to drive actual profit, not just revenue.

Key takeaways

Themes

paid acquisitionfinance & fundraisinganalytics & attributionfounder & leadership

Topics covered

profitability in advertisingroas vs profitfixed expensesvariable expensesad budget optimizationfinancial modeling for ecommercevanity metrics in ecommercecontribution profit

Episode description

In this episode, we dive into why many online stores struggle to turn revenue into real profit and how to stop gambling with ad budgets. Adam Callinan, Founder of Pentane, shares how understanding your underlying financial math allows you to scale without fear. He reveals why high ROAS can be misleading and how to structure your business expenses to ensure every ad dollar spent actually grows your bottom line. Topics discussed in this episode: How ROAS can lie about your actual...

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Frequently asked about this episode

What does this episode say about paid acquisition?
Don't rely solely on ROAS; understand its context within your overall financial structure, including variable and fixed expenses.
What does this episode say about finance & fundraising?
Identify and account for all variable expenses (COGS, shipping, payment processing) and fixed expenses to determine true unallocated contribution profit.
What does this episode say about analytics & attribution?
To increase profit, sometimes increasing ad spend, even at a slightly lower ROAS, can be beneficial if it boosts contribution profit above fixed costs.
What does this episode say about founder & leadership?
Utilize tools like Pentain to integrate financial and marketing data, providing actionable insights on ad budget allocation for profitability.
What does this episode say about paid acquisition?
Contextualize ALL KPIs. A high conversion rate or ROAS means little if underlying financial mechanics are flawed or volume is too low.

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