Technical Deep Dive
Verified specifications, architectural trade-offs, and measurable outcomes.
Predictive System Telemetry Hub
The Challenge
Sudden traffic surges were causing delayed autoscaling triggers, resulting in intermittent request timeouts.
The Technical Solution
Trained a lightweight time-series forecasting model that predicts traffic spikes 10 minutes in advance and pre-warms container instances.
Architecture & Stack Specifications
Python 3.11, Scikit-learn, Prometheus, Grafana, AWS Lambda
Measured Results & Impact
99.4% prediction accuracy; eliminated 100% of cold-start autoscaling delays.
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