For some reason the taps upstairs have black mould accumulating (only the
cold water ones), the same for the showerhead whilst downstairs we do not
have this problem.

Would anyone have an idea to what this could cause, I was thinking cold
water tank in loft, pipes etc.

Any advise will be helpful. If the water tank, what can be done to clean
this?

Thanks