It’s nice and complicated but also simple.
VAT is always due, unless you’re buying something that is zero rated for VAT
Pre Brexit anything from the EU was VAT paid at the source country
Post Brexit we are an export from the EU, so technically if you are charged an EU counties VAT you can claim...