---
title: "High-Performance Mobile Telemetry Data Processing System | T10 Case Study"
url: "https://t10.net/projects/high-performance-mobile-telemetry-data-processing-system/"
description: "This project delivered a high performance data processing system capable of handling 200 million rows of mobile telemetry data daily, enabling real time…"
lastmod: "2025-12-12"
---

# High-Performance Mobile Telemetry Data Processing System

This project delivered a high-performance data processing system capable of handling 200 million rows of mobile telemetry data daily, enabling real-time analytics with geolocation functions and dynamic reporting. By leveraging a robust stack of distributed technologies—**MinIO**, **Trino**, and **ClickHouse**—the system ensures scalable ingestion, storage, and querying, providing a reliable, low-latency platform for actionable insights through advanced geolocation-based analytics. We worked with [Quantrail Data](https://quantrail-data.com/) as they have extensive experience with ClickHouse.

## System Architecture

### Data Ingestion and Storage

-   **MinIO**: Deployed as a high-performance object storage solution to manage the massive influx of telemetry data.
    -   Optimized for high throughput and fault tolerance.
    -   Scalable architecture ensures efficient data ingestion and retrieval.

### Query Processing

-   **Trino**: Integrated as the distributed SQL query engine for low-latency federated queries.
    -   Supports complex geolocation functions, enabling real-time spatial analysis (e.g., proximity calculations, geospatial aggregations).
    -   Optimized query execution plans to meet performance demands.

### Analytical Workloads

-   **ClickHouse**: Utilized for its columnar storage and exceptional performance in analytical tasks.
    -   Powers real-time report generation.
    -   Fine-tuned with indexing strategies and resource allocation for high throughput.

## Implementation Details

-   **Performance Optimization**:
    
    -   Meticulous tuning of resource allocation, query execution plans, and indexing strategies to handle 200 million rows daily with sub-second query response times.
    -   System rigorously tested under simulated loads to validate scalability and performance.
-   **Administration and Maintenance**:
    
    -   Automated monitoring, backup, and recovery processes ensure data integrity and system uptime.
    -   Containerized deployments with orchestration tools streamline cluster installations for consistency across environments.
-   **Security**:
    
    -   Robust access controls and encryption safeguard sensitive telemetry data.

## Outcomes

This project successfully delivered a scalable, real-time telemetry processing pipeline, empowering stakeholders with actionable insights through geolocation-driven analytics and dynamic reporting. The system’s high-performance architecture and reliable operations support advanced analytics while maintaining efficiency and security.

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