Not everyone is a believer in shippable increments, but it is a good practice nonetheless. (not necessarily fully working)

Splitting per feature is indeed ok if it is small including effects on dependencies. But in my practice there are rarely small enough features - these map to something akin to user stories which have to be further broken down.