Performance Bottleneck Caused by Resource Constraints

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I've noticed that as the load increases, the response time of my application has significantly lengthened. Monitoring shows that the CPU utilization is approaching 100%, yet I've already allocated the maximum available resources to this instance. How can I optimize my deployment strategy to address this situation?

2 Answers

Implement an auto - scaling strategy to dynamically adjust the number of computing resources according to actual demand.

Optimize the code logic to reduce unnecessary compute - intensive operations, or utilize a caching mechanism to lower the frequency of database queries.