How do You pronounce the word 'niche'

[Arlo]

I think I used to say neesh but started to unintentionally say nitch because that's the way I always hear it. I've never looked it up, but I was always under the impression that people only say nitch because that's how it's phonetically spelled, but that it's really neesh.