This article deals with account opening fraud, defined as any opening of a bank account with intent to defraud, in particular to fraudulently obtain credit-related services. The focus is on the representation of the common statistical preventive mechanisms as well as the limits of their effectiveness. The latter are pointed out based on the descriptive analysis of an extensive real data set, provided by a leading German retail bank. Finally, innovative and promising solutions for fraud prevention are presented.