Kernel architecture vs OS architecture

What is the difference between the kernel architecture and the OS architecture? Which of these is relevant when trying to figure out which architecture to compile binaries for? From what I have read, it is possible to install a 64 bit kernel despite using a 32 bit OS in some distributions. What does uname -i print, the kernel architecture or the OS architecture? What about dpkg --print-architecture and arch?