Hi there.
In my view the double 's' kills it.
Also, in the UK we'd always say furniture shop, furniture store, or home furnishings.
However, you just never know. These things can be so subjective. And things seem to be very different in the US, with many subtle but important differences in grammar. They would also be worth asking.
All the best with it.
Steve.