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We consider several private database query problems. The starting point of this work is the {\em element rank} problem: the server holds a database of $n$ integers, and the user an integer $q$; the user wishes to find out how many database records are smaller than $q$, without revealing $q$; nothing else about the database should be disclosed. We show a non-interactive communication-efficient solution to this problem. We then use it to solve more complex private database queries: range queries, range queries in plane and higher-dimensional generalizations of element rank. We also show an improved solution to the {\em $k^{th}$ ranked element} problem \cite{AMP04}, and a solution to {\em private keyword search} \cite{FIPR05} using weaker assumptions than those of \cite{FIPR05}. All our solutions assume semi-honest adversarial behaviour.
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