This is Pulse. It's not included anymore. Think ComiXology got pulled too (it was included in 1st gens FYI).
Oh your KF, the Appstore is within the Apps tab. Here is the website:
Always hit the Sync button when you download something and it doesn't show up instantly, shouldn't be taking hours.
Have you read the manual that's pre-loaded? That might help a bit.