We unify various constructions and contribute to the theory of singular symmetric functionals on Marcinkiewicz function/operator spaces. This affords a new approach to the non-normal Dixmier and Connes–Dixmier traces (introduced by Dixmier and adapted to non-commutative geometry by Connes) living on a general Marcinkiewicz space associated with an arbitrary semifinite von Neumann algebra. The corollaries to our approach, stated in terms of the operator ideal L ( 1 , ∞ ) (which is a special example of an operator Marcinkiewicz space), are: (i) a new characterization of the set of all positive measurable operators from L ( 1 , ∞ ) , i.e. those on which an arbitrary Connes–Dixmier trace yields the same value. In the special case, when the operator ideal L ( 1 , ∞ ) is considered on a type I infinite factor, a bounded operator x belongs to L ( 1 , ∞ ) if and only if the sequence of singular numbers { s n ( x ) } n ⩾ 1 (in the descending order and counting the multiplicities) satisfies ∥ x ∥ ( 1 , ∞ ) ≔ sup N ⩾ 1 1 Log ( 1 + N ) ∑ n = 1 N s n ( x ) < ∞ . In this case, our characterization amounts to saying that a positive element x ∈ L ( 1 , ∞ ) is measurable if and only if lim N → ∞ 1 Log N ∑ n = 1 N s n ( x ) exists; (ii) the set of Dixmier traces and the set of Connes–Dixmier traces are norming sets (up to equivalence) for the space L ( 1 , ∞ ) / L 0 ( 1 ∞ ) , where the space L 0 ( 1 , ∞ ) is the closure of all finite rank operators in L ( 1 , ∞ ) in the norm ∥ . ∥ ( 1 , ∞ ) .