Not sure if Stack Overflow uses caching to enhance the loading speed of its pages, but if it has, it has done a great job. There are many components to be updated. I this picture you see every single second there are many components to be updated. How Stack Overflow does it so perfectly?
This is answered much more comprehensively on Meta.SE in this answer. The highlights, however, are:
There are even more details on High Scalability , though this is nearly 5 years old at this point. There is a newer article (from 2014) that mentions that there are two additional levels of caching involved as well:
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