Young detectives are asking for the public's help to identify a maroon sedan reportedly seen at the back of furniture One just before it was destroyed by fire.
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Police have released images taken from CCTV footage in the Young CBD around the time of the fire.
A witness reported seeing a vehicle similar to the one pictured near the scene of the fire.
Detective Sergeant Damian Nott asked for anyone who may have seen the vehicle to come forward.
"We always rely on the support of the community but this is a particularly poignant case," he said.
"It's a significant loss to the town and had a massive impact on all those involved, particularly the family operating the business."
Turner's Furniture One and two adjoining units were destroyed by a fire on September 27 that is being treated as deliberately lit.
A woman who was inside the building had to jump from the first floor of the building to a van on the street.
Anyone with information is asked to call Young Police on 6382 8199.