[Improve][Zeta] Investigate and optimize checkpoint state-store latency variance
This issue aims to investigate and reduce latency variance in checkpoint state-store benchmarks for Apache Seatunnel. The goal is to identify the source of this variance, whether it's in the production code, benchmark setup, or execution environment, and then optimize the production code if a bottleneck is found, while ensuring checkpoint correctness.