TopN AnalyticsIndustry
Electric Vehicles
Fleet telemetry, charging, and battery data that arrives fast and needs to inform decisions faster.
Pain Points
What usually goes wrong
- Vehicle telemetry arrives as high-volume streaming data that legacy reporting tools can't keep up with.
- Battery health and charging data lives in siloed vendor systems, disconnected from operations.
- Engineering and business teams work from different, disagreeing versions of the same metrics.
Common Data Sources
Where the data usually lives
Vehicle telemetry / IoT streamsCharging network APIsBattery management systemsERP and service records
Recommended Architecture
A starting pattern for this industry
Adapted to your specific systems and scale.
- 1Streaming ingestion
- 2Time-series-optimized warehouse
- 3Unified operations dashboard