Even transient bottlenecks (very short resource saturations) can significantly degrade the performance of distributed systems due to their complex inter-service dependencies. Through detailed timeline analysis, we investigate system behavior to identify the root causes and cascading effects of these bottlenecks, providing insights into their mitigation and impact on overall system stability.