There's a lot of discussion about this if you do some searching.
But yeah, it's safe. Even if you live in a big city, where the water isn't exactly the cleanest, there's no ill effects to the spiders.
I've always done it and I've never had any problems. I'm so confident it's safe that I'm also giving it to more expensive species like P. metallica and P. subfusca.