This Power BI solution delivers a robust and scalable semantic model paired with a powerful dashboard suite to monitor, analyze, and optimize vehicle performance, health, usage, and safety. Leveraging both real-time and historical telemetry data, this model is suitable for automotive manufacturers, fleet managers, telematics providers, and mobility platforms.
The foundation of this solution is a production-grade star schema, ensuring high performance and extensibility for enterprise-level analytics.
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Real-Time Telemetry Streaming
Monitor G-force, speed, RPM, fuel level, tire pressure, battery voltage, and more in real time. -
Driver Behavior Insights
Analyze driver actions including acceleration, braking, idling, safety alert events, and satisfaction scoring. -
Vehicle Health Monitoring
Track key metrics such as engine temperature, oil pressure, diagnostic trouble codes (DTCs), and historical maintenance events. -
Trip & Performance Analytics
Generate trip summaries, geolocation tracking, route optimization, and fuel efficiency metrics. -
Service & Maintenance Tracking
Record and evaluate both scheduled and unscheduled service visits, including technician performance and resolution time. -
Geospatial Visualization
Visualize routes with interactive maps and playback features for historical trip data. -
Compliance & Alerting
Categorize alerts by severity, provide diagnostic insights, and flag predictive indicators for preemptive action.
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Star Schema Foundation
Built using dimensional modeling best practices for performance and clarity. -
Real-Time Compatibility
Supports both DirectQuery and streaming datasets for instant updates. -
Unified Time Intelligence
UtilizesDimDateandDimTimeconformed dimensions to enable accurate time-based analytics. -
Advanced Analytical Logic
Includes calculated measures and KPIs via DAX, supporting complex analytical scenarios. -
Extensibility & Integration
Designed to integrate easily with diverse data sources, including vehicle data lakes and telematics APIs for a plug-and-play experience.
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Power BI Analytics Platform
Fully compatible with the Power BI ecosystem, supporting real-time dashboards, paginated reports, and embedded analytics. The semantic model allows seamless exploration through Power BI service or Desktop, with drill-down, drill-through, and custom visuals for advanced telemetry insights. -
Streaming Synthetic Data Generator
A synthetic data pipeline is provided to simulate realistic vehicle telemetry and geospatial (GPS) data in real time. This includes:- Configurable vehicle profiles and telemetry signal ranges
- Route simulation using live or pre-defined geospatial paths
- Ideal for testing dashboards, training models, or validating alert logic
- Vision and engineering by Hans Esquivel
- Powered by VS Professional, Python, and SQL Server
This solution empowers automotive data teams and business stakeholders to transform raw telemetry signals into actionable intelligence - enhancing safety, performance, and operational efficiency at scale. Its extensibility and simulation capabilities make it perfect for both development and production environments.