I would bet that it is happening during a backup. And that one of the other users is running something like a tube or tgp with hundreds of thousands of thumbnail pics. They kill the input /output for backups.
You might try asking them to move you to another box. With their admin setup it is just a couple of clicks on their part and a minute or two of downtime.
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