  Weingarten calculus is a completely general and explicit method to compute
the moments of the Haar measure on compact subgroups of matrix algebras.
Particular cases of this calculus were initiated by theoretical physicists --
including Weingarten, after whom this calculus was coined by the first author,
after investigating it systematically. Substantial progress was achieved
subsequently by the second author and coworkers, based on representation
theoretic and combinatorial techniques. All formulas of `Weingarten calculus'
are in the spirit of Weingarten's seminal paper [W78]. However, modern proofs
are very different from Weingarten's initial ideas. In this paper, we revisit
Weingarten's initial proof and we illustrate its power by uncovering two new
important applications: (i) a uniform bound on the Weingarten function, that
subsumes existing uniform bounds, and is optimal up to a polynomial factor, and
(ii) an extension of Weingarten calculus to symmetric spaces and conceptual
proofs of identities established by the second author.
