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Personally, I would use Apache and Nginx as a reverse proxy. I don’t get as much traffic as you do but it has been working great for me. Also I have varnish as my cache system.
Checkout this Article/Tutorial. They talk about optimizing a wordpress heavy content site with varnish.
hope this helps