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Ensuring Optimal Performance of a Microservices-Based Data Platform

Client: Cloud-native data resilience platform provider | Solution: Integrated performance testing with CI/CD

Challenge: Sales faced slow query resolutions

With performance bottlenecks during peak load, the client needed a scalable solution to simulate real-world usage and validate system response times under high traffic scenarios. The existing testing methods lacked consistency, scalability, and real-time insights. Moreover, there were no established benchmarks to gauge performance and pinpoint weak points. 

Solution 

Calsoft delivered a comprehensive performance testing framework tailored to meet the dynamic needs of microservices-based data platforms. The setup integrated seamlessly with CI/CD, enabling continuous, automated testing with real-time metrics and visual dashboards. 

  • Tailored user behavior scenarios mimicking actual system use to ensure accurate performance data. 
  • Performance tests embedded in the CI pipeline for automatic execution with each build. 
  • Monitored latency, throughput, and error rates with lightweight agents for continuous visibility. 
  • Centralized visual analytics enabled fast troubleshooting and efficient decision-making. 

By aligning with the client’s CI/CD processes, Calsoft empowered proactive monitoring and faster resolution of performance issues. 

Business Value

Background
Test automation coverage
Test automation coverage
CI pipeline integration allowed automatic performance checks without manual intervention.
Release quality assurance
Release quality assurance
Early regression detection improved release confidence and reduced production issues.
Resource usage visibility
Resource usage visibility
Real-time insights highlighted system bottlenecks and guided infrastructure optimizations.
Developer-debug loop
Developer-debug loop
Dashboards linked failures to specific commits, reducing debugging efforts and accelerating fixes.
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Performance testing for microservices-based platforms