Five tenders were pressed into service to bring the blaze under control, which broke out at 11.05 am, the sources said.
No one was injured in the incident that occurred in a coffee shop at upmarket Park Street, they said.
Cause of the blaze, which was brought under control within an hour, was yet to be ascertained.