Key message: This research focused on the interplay between tree structural complexity and drought tolerance, unraveling the crucial role of D_b as an indicator of hydraulic efficiency and vulnerability in several tree species. Abstract: The potential of trees to adapt to drier and hotter climates will determine the future state of forests in the wake of a changing climate. Attributes connected to the hydraulic network are likely to determine a tree’s ability to endure drought. However, how a tree’s architectural attributes related to drought tolerance remains understudied. To fill this gap, we compared the structural complexity of 71 trees of 18 species obtained from terrestrial laser scanning (TLS) with key hydraulic thresholds. We used three measures of xylem safety, i.e., the water potential at 12%, 50%, and 88% loss of hydraulic conductance (P₁₂, P₅₀, P₈₈) and specific hydraulic conductivity (K_s) to assess the trees’ drought tolerance. TLS data were used to generate 3D attributes of each tree and to construct quantitative structure models (QSMs) to characterize the branching patterns. Fractal analysis (box-dimension approach) was used to evaluate the overall structural complexity of the trees (D_b) by integrating horizontal and vertical extent as well as internal branching patterns. Our findings revealed a significant relationship between the structural complexity (D_b) and the three measures of xylem safety along with K_s. Tree species with low structural complexity developed embolism-resistant xylem at the cost of hydraulic efficiency. Our findings also revealed that the D_b had a stronger and more significant relationship with branch hydraulic safety and efficiency compared to other structural attributes examined. We conclude that D_b seems to be a robust descriptor of tree architecture that relates to important branch hydraulic properties of a tree.