(https://www.cnbc.com/2026/07/15/amazon-dave-brown-treadwell-aws.html) after building compute and machine learning infrastructure for 18 years is a data point that contradicts the 'cloud arms race efficiency' narrative. AWS margins have expanded because utilization and pricing held firm despite AI capex wars.

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