Also, though it's hardly authoritative, my kids' school taught English through immersion from grade 1 too, and both German and English teachers said "same alphabet".
As bmicraft pointed out, even in that wikipedia chart those inflected letters are spaced apart from the others. Yes, they are letterforms, but not part of the "alphabet" -- they don't even have a sorting like the Swedish Ä or W do.
And you can switch in running text from using the marker for umlaut (dots or bar, not semantically dieresis) or a normal "e" without anyone blinking. There's no problem reading a Swiss book even though ß refuses to cross the border. Though I personally prefer to read Äpfel and Bär rather than Aepfel and Baer, really, they are the same.
On a somehow related side note, I read that "&", which is derived from a ligature of the Latin conjunction "Et" (meaning "and"), was named "ampersand" in English as a mondegreen for "and per se and" as it used to be placed at the end of the English alphabet recitation.
By contrast, my French dictionary has énorme nestled between enorgueillir and enquiérir. (Looking for an example does underscore some of the patterns in the language: page after page of ét~ with only a few et~ and one êt~ among them; pages of ex~ with no éx~ at all.)