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This is one of the most frequently asked question by most of the developers.
Can I install Windows Phone 8 SDK on 32 bit Windows 8 machine?
The simple answer is no.
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The Windows Phone 8 SDK is supported on Windows 8 64 bit (x64) client versions.
Know more about the Windows Phone 8 SDK prerequisites here