Yes the water needs to be as cold as possible. Wind will make some difference too. Shop windows are cleaned using the 1/4 method. Clean a quater of the window at a time. Top right first, then bottom right second, top left then bottom left, if you see what I mean. A shot of fairy or GG3/4 or whatever you use needs to be in there too. Not too much though as suds freeze faster than water.