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When cloud giants neglect resilience



The price of cost optimization

If you trace the decisions of major public cloud players, a clear theme emerges. Competitive pressure from rivals translates to constant cost control, rushing services to market, shaving operational budgets, automating wherever possible, and reducing (or outright eliminating) teams of deeply experienced engineering talent who once ensured continuity and institutional knowledge. The comments from a former Azure engineer clearly illustrate how an exodus of talent, paired with an almost single-minded focus on AI and automation, is having downstream effects on the platform’s stability and support.

The irony is sharp: As cloud providers trumpet their AI prowess and machine-driven automation, the human expertise that built and reliably ran these platforms is no longer considered mission-critical. Automation isn’t a cure-all; companies still need experienced architects and operators who understand system limits, manage dependencies, handle failures, and respond deftly to unpredictable failures. Recent major outages reflect the slow but sure loss of that critically embedded human knowledge. Meanwhile, engineering decisions are increasingly made by those tasked with juggling ever-larger portfolios, new feature launches, and cost-reduction mandates, rather than contributing a methodical focus on resilience and craftsmanship.

Azure faces growing pains at scale, with tens of thousands of AI-generated lines of code created, tested, and deployed daily—sometimes by other AI agents —creating a self-reinforcing cycle of complexity and opacity. The resulting “compute crunch” puts even more strain on infrastructure, which, despite its sophistication, now handles heavier loads with fewer people providing oversight.

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