I ran out of oil once. They explained that as the last ounces are used, it can suck the accumulated silt and debris from the bottom of the tank into the filter, which needs to be removed and flushed before service can be restored.

You may also be able sign a contract to have them regularly top the tank off so you never have to worry about catching it before you run out again.