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Cloud Native Autoscaling

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Tencent Cloud Developer
Tencent Cloud Developer
Nov 21, 2022 · Operations

DSP Algorithm Principles and Application in Crane Predictive Autoscaling

The article details how Tencent Cloud’s Crane predictive autoscaling leverages a digital signal processing pipeline—transforming Prometheus time‑series data via Fourier analysis, using DFT/FFT to identify periodic patterns, predict load with IFFT, and configure margins, thresholds, and spectrum parameters to overcome HPA’s reactive limits.

Cloud Native AutoscalingCraneFast Fourier Transform
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DSP Algorithm Principles and Application in Crane Predictive Autoscaling