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Benchmarking a Sensor Billing Application using GridDB and MariaDB

13x faster ingest. Half the query time. A fraction of the memory. This benchmark pits GridDB against MariaDB on a real-world IoT billing workload: one year of sensor data, monthly aggregations, five client nodes. See where the relational model buckles as device counts climb, and why GridDB's Key-Container architecture holds steady. Full results and schemas inside.

What's Inside

  1. Executive Summary
  2. Introduction
  3. Environment: Azure Configuration & Software Setup
  4. Test Methodology: Design, Schemas & Approach
  5. Ingest Benchmarks: GridDB vs. MariaDB
  6. Extract Benchmarks: Billing Aggregation at Scale
  7. Resource Usage: Load Average & Memory
  8. Tabular Results
  9. Conclusion
  10. Appendices: SQL & GridDB Schemas

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