Hi, Ros!
I was at the Tate Britain myself only the other week. I think the café has been revamped- I don't remember its being like that on previous visits? And they provide hot food too.
The restaurant there looks very 'swish', but the prices unfortunately correspond to that!
We went to the café as the cheaper option!