People feel it, but usually not general consumers like they do when AWS goes down.
If Azure goes down, it's mostly affecting internal stuff at big old enterprises. Jane in accounting might notice, but the customers don't. Contrast with AWS which runs most of the world's SaaS products.
People not being able to do their jobs internally for a day tends not to make headlines like "100 popular internet services down for everyone" does.