We prove that a closed 4-manifold has shadow-complexity zero if and only if
it is a kind of 4-dimensional graph manifold, which decomposes into some
particular blocks along embedded copies of S^2 x S^1, plus some complex
projective spaces. We deduce a classification of all 4-manifolds with finite
fundamental group and shadow-complexity zero.