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Whoops, I thought the question was about Compute Engine. Yes, you can sign up for PHP on App Engine at the link you provided.

It was about Compute Engine actually. For those who are interested, the GCE page says registration opens at 6PM PST on May 15th, 2013.

You can sign up now!