Does this effectively mean that I will not be able to use java application on newer OS X at all (in case of java runtime support removal), or I will have to install some third party java package?
It seems like you will do what you do on Windows and some Linux distributions, you will go to Oracle's site and download the JDK / JRE from them. I am really wondering if this is totally and Apple thing or partially a suggestion from Oracle.