Why Is It Blinking ?

IoT Sensor Data Pipeline & Motorsport Telemetry Analytics Dashboard

Have you ever looked at a vehicle dashboard full of blinking warning lights and wondered exactly why?

Why Is It Blinking? is an end-to-end data engineering and analytics platform. It ingests high-fidelity physical telemetry data (such as throttle input, sequential gearing, braking pressure, and engine RPM curves), processes it through a local relational database, and streams it into an interactive web interface for real-time diagnostics and anomaly tracking.

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System Architecture

• Data Source: High-fidelity motorsport data stream mimicking real-world vehicle telemetry profiles (coherent acceleration curves, sequential downshifts, and braking pressure spikes).
• Ingestion Backend: Built using FastAPI to handle asynchronous concurrent telemetry payloads with low latency.
• Storage Layer: Relational MySQL storage designed to cache historical laps, manage indices, and serve time-series tracking data.
• Analytics Layer: A lightweight interactive analytics engine displaying live time-series tracking, mechanical status operational gauges, and sequential rev-matching indicators.
• CI/CD Pipeline: Automated GitHub Actions workflows that run pytest suites to validate schema conformity and verify endpoints before deployment.

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Prerequisites

• Python 3.10+
• requirements.txt
• MySQL Server

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VISIT - WhyisitBlinking to checkout