Let ( \(M_{1}\times_{(\lambda_{1},\lambda_{2})}M_{2},F\) ) be a doubly twisted product complex Finsler manifold of two strongly pseudoconvex complex Finsler manifolds (M1, F1) and (M2, F2). Denote by M the product manifold of M1 and M2. In this paper, we first give the characterization for (M, F) to be of constant holomorphic curvature, and prove that (M, F) is of constant holomorphic curvature if and only if (M, F), (M1, F1), and (M2, F2) all have vanishing holomorphic curvature under the condition that ln λ1 and ln λ2 are both pluriharmonic functions. Secondly, we obtain the classification for (M, F) to be a complex Landsberg manifold. Finally, we prove that a strongly convex doubly twisted product complex Finsler manifold (M, F) is projectively flat (resp. dually flat) if and only if λ1F1 and λ2F2 are both complex Minkowski metrics.