Linux backend services handling large volumes of string data – performance is slow.
In the history of C++ development projects, we utilized a custom protocol for communication, which employed a two-dimensional array pattern. When processing large volumes of data, the protocol required iterating through the arrays and performing serialization operations to generate logs. Due to its low efficiency, this resulted in noticeable lag or stuttering within the system under heavy load, as reported by the business departments.
Problem Identification
When troubleshooting the issue, we first performed a performance analysis of the system and discovered that CPU utilization increased significantly when processing large amounts of data, and system response times became longer. By analyzing the system logs, we identified numerous serialization operations, which were inefficient when handling two-dimensional arrays, leading to a decline in system performance.