Your system needs to jitter to avoid the thundering herd:

If your system doesn’t jitter then you get thundering herds. Distributed applications are really weather systems. Debugging them is as deterministic as predicting the weather. Jitter introduces more randomness because surprisingly, things tend to stack up.