I’m wondering if I can use SQL Server CE instead of SQL Server Express+ as my database for my membership? Is this possible? If so, how can I do it?
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You can use SQL CE with ASP.net Membership, Role and Profile provider.
Check this codeplex site for providers and config sample.
http://sqlcemembership.codeplex.com/
EDIT:
Microsoft supplied Universal Provider has been released.
http://www.hanselman.com/blog/IntroducingSystemWebProvidersASPNETUniversalProvidersForSessionMembershipRolesAndUserProfileOnSQLCompactAndSQLAzure.aspx