Quick take
AWS bill spikes are almost never random. They follow four predictable signals: a service line that grew faster than your traffic, a region that was not in the plan, a usage type that was unused last month, and a percentage delta that crosses the 30% threshold. Catch all four early, and the next budget incident becomes a Slack notification, not a Monday-morning fire.
If you only have 60 seconds, this is the shape:
AWS Cost Anomaly Detection is free and a fine baseline, but it lags by 24 to 48 hours.
Real-time anomaly detection is the 2026 standard, and several tools now ship with auto-remediation.
The four signals to set up alerts on are service spike, region drift, usage-type creep, and percentage delta.
Why cost anomalies hit harder in 2026
I get pulled into post-incident reviews where a single weekend cost the team $14,000 in surprise spend. The shape of these incidents has shifted twice in the last year.
AI workloads create spiky bills. A
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