High latency, yet ping shows low latency

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http://serverfault.com – We're seeing latencies of ~100-300ms for services accessing a remote resource within the same subnet, yet when we use ping (ping size was of a similar size as of packets sent normally), we see responses of 5ms or less. Anything else we should check? (HowTos)