Amazon’s cost structure has undergone significant transformation since 2024, with Cost of Sales maintaining its dominance at 51% of revenue but shifting composition underneath. The company’s massive AI infrastructure investments have pushed Technology & Content costs to 18%, while automation has compressed Fulfillment costs to 12%. Amazon’s deployment of AI-powered logistics optimization and robotic fulfillment centers has created operational leverage, even as cloud computing and advertising revenue streams have grown to represent 45% of total revenue, fundamentally altering the cost dynamics.
Key Metrics
Cost Category
2026 % of Revenue
2024 Comparison
Cost of Sales
51%
Unchanged
Technology & Content
18%
+4% (AI investments)
Fulfillment
12%
-3% (automation gains)
Marketing
8%
-1% (AI optimization)
General & Administrative
4%
Unchanged
AWS Infrastructure
7%
New category (AI compute)
Why This Matters in the AI Era
Amazon’s cost structure evolution reflects the broader AI transformation reshaping enterprise operations. The 4% increase in Technology & Content spending signals how AI infrastructure has become table stakes for competitive advantage. Meanwhile, fulfillment cost reductions demonstrate AI’s operational leverage potential. For businesses analyzing Amazon’s model, the key insight is how strategic AI investments can simultaneously drive cost efficiencies in traditional operations while creating new high-margin revenue streams through cloud and advertising services.
Both the North American and International segment of Amazon are running at negative margins. Indeed, in 2022, for the North American segments, of almost $316 billion in revenue, Amazon spent almost $319 billion in operating costs to run it, thus it generated $2 billion in operating losses in 2022.
For its International segment, of $118 billion in revenue, Amazon spent almost $126 billion to operate it. Thus, it reported a $7.7 billion operating loss.
Amazon turns $201B of sales into $27.5B of operating profit, and AWS earns most of it. Source: Amazon Q2 2026 earnings release (Form 8-K, SEC). Segment net sales and operating income as reported; costs calculated. Analysis by The Business Engineer.
Company explainer · Amazon, explained
A 3-minute explainer of Amazon's business model and latest numbers, built from its SEC filings. Analysis by The Business Engineer.
How we source: figures on this page come from the company’s own filings (SEC 10-K, 10-Q and earnings releases, or its annual report), with the period stated next to each number. Last refreshed October 2026. Our methodology.
While for AWS, with $80 billion in revenue, Amazon spent $57 billion to operate it, thus generating almost $23 billion in operating income.
The high operating costs are primarily due to the high cost of running Amazon’s inventory and fulfillment infrastructure โ as explored in the economics of AI compute infrastructure โ behind its e-commerce operations. Indeed, Amazon is as much a physical player as a digital one.
Online stores are still Amazon's biggest line, but ads grew 22% to $69B in 2025. Source: Amazonquarterly earnings releases (Form 8-K, SEC EDGAR); full-year = sum of four quarters (ties to Form 10-K). Growth calculated. Analysis by The Business Engineer.
Amazon's revenue reached $717B in 2025, 5.3x its 2016 level. Source: AmazonForm 10-K filings via SEC EDGAR XBRL company facts. Analysis by The Business Engineer.
AWS made 18% of Amazon's 2025 sales but 57% of its operating income. Source: Amazonquarterly earnings releases (Form 8-K, SEC EDGAR); full-year 2025 = sum of four quarters (ties to Form 10-K net sales). Shares calculated. Analysis by The Business Engineer.
In 2021, Amazon generated almost $470 billion in revenue, vs. eBay’s over $10.4 billion. In comparison, looking at revenues, Amazon was 45x times larger than eBay.
Amazon's mission in one loop: selection, low prices and convenience, all aimed at the customer. Source: Framework: FourWeekMBA / The Business Engineer, based on Amazon's shareholder letters. Analysis by The Business Engineer.
Working backwards: Amazon writes the press release before it builds the product. Source: Framework: FourWeekMBA / The Business Engineer, based on Amazon's described PR/FAQ process. Analysis by The Business Engineer.
Amazon's flywheel: lower prices bring traffic, traffic brings sellers, sellers bring selection. Source: Concept framework: Amazon's flywheel as described by Jeff Bezos; FourWeekMBA / The Business Engineer. Figures: Amazon Q2 2026 earnings release (SEC). Analysis by The Business Engineer.
Gennaro Cuofano is a CRO and tech executive who has worked in AI since late 2015, starting with bringing NLP, natural-language generation, voice and chatbot products to the marketing industry. His background is in law and finance: he holds a Master's degree in Law and an International MBA with an emphasis on corporate finance (LUISS Business School and the University of San Diego, 2012), and worked as a financial analyst at a real-estate investment firm in San Diego and as an assistant controller. His work focuses on business model strategy, business engineering and, more broadly, structural analysis: how companies make money, read from their own filings. He created FourWeekMBA and leads research there and at The Business Engineer, his newsletter on AI and business strategy, with over 95,000 subscribers and more than 1,000 published analyses. His writing has also appeared on Entrepreneur, HackerNoon and Search Engine People. Find him on LinkedIn and Substack. See how we source.
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