A house has gone up in flames in southeast Melbourne.

The fire began at Mulgrave about 7.30am on Monday but no one was home, the Metropolitan Fire Brigade said.

Firefighters brought the blaze under control within 40 minutes but hoarding issues at the property mean they are expected to take some time extinguishing the fire.

The cause remains unknown.