Yes, the Sun has a big affect. Hot glass will just drink your water- if you know what I mean- so you need to use more.
You could give the glass a spray first. This will cool the window and also ensure you're not scrubbing too dry, if that makes sense.
Think of using a dried out applicator before blading, when trad.
It won't work, so use some water.