Pretty much every PHP app in the world shares a database. So you've shifted your scaling problems from an area that programmers understand and control to a 1-MLOC mystery.
I bring this up because I have a few friends who make their living saving the asses of PHP programmers who buy the notion that PHP is magically easy to scale. I hear a lot of horror stories from them about the absurd sums of money spent cleaning up the messes.
I do agree that PHP is fine for doing basic web apps. But I don't know anybody doing anything serious with PHP that only uses PHP, because serious web apps eventually need more than you can do in that language. PHP's "shared-nothing" scaling just means that when the going gets tough, some language other than PHP will be doing the work.