A method for facilitating homogenized distribution of airflow, generated from one or more cooling units, in a data center, the method comprising: creating, by a processor, a virtual environment of the data center by importing an architectural layout of the data center; dividing, by the processor, the architectural layout into one or more partitions to determine one or more airflow channels corresponding to each of the one or more partitions, wherein each airflow channel comprises at least one cooling unit of the one or more cooling units; positioning, by the processor, the at least one cooling unit in an airflow channel, of the one or more airflow channels, in a manner such that the airflow moves in a streamline manner within the airflow channel; characterised by the method further comprising: determining, by the processor, a position of each of a plurality of veins inside the airflow channel, wherein the position is determined based on a length of the airflow channel and CFD simulation, and wherein the plurality of veins distributes equal airflow, generated by the at least one cooling unit, inside the data center, wherein distance between each pair of successive veins, of the plurality of veins, is equal; and determining, by the processor, a shape of each vein that facilitates the homogenized distribution of the airflow, wherein the shape of each vein is determined based on the CFD simulation, wherein the shape of each vein includes vein extension towards the airflow channel and geometry of each vein outside the airflow channel, and wherein results of the CFD simulation are compared with a pre-defined metrics for homogenized airflow distribution in the data center, implementing a geometrical arrangement indicating the positions of the one or more cooling units and the determined position and shape of each vein in a data center, so as to facilitate the homogenized distribution of the airflow in the data center. creating, by a processor, a virtual environment of the data center by importing an architectural layout of the data center; dividing, by the processor, the architectural layout into one or more partitions to determine one or more airflow channels corresponding to each of the one or more partitions, wherein each airflow channel comprises at least one cooling unit of the one or more cooling units; positioning, by the processor, the at least one cooling unit in an airflow channel, of the one or more airflow channels, in a manner such that the airflow moves in a streamline manner within the airflow channel; characterised by the method further comprising: determining, by the processor, a position of each of a plurality of veins inside the airflow channel, wherein the position is determined based on a length of the airflow channel and CFD simulation, and wherein the plurality of veins distributes equal airflow, generated by the at least one cooling unit, inside the data center, wherein distance between each pair of successive veins, of the plurality of veins, is equal; and determining, by the processor, a shape of each vein that facilitates the homogenized distribution of the airflow, wherein the shape of each vein is determined based on the CFD simulation, wherein the shape of each vein includes vein extension towards the airflow channel and geometry of each vein outside the airflow channel, and wherein results of the CFD simulation are compared with a pre-defined metrics for homogenized airflow distribution in the data center, implementing a geometrical arrangement indicating the positions of the one or more cooling units and the determined position and shape of each vein in a data center, so as to facilitate the homogenized distribution of the airflow in the data center. determining, by the processor, a position of each of a plurality of veins inside the airflow channel, wherein the position is determined based on a length of the airflow channel and CFD simulation, and wherein the plurality of veins distributes equal airflow, generated by the at least one cooling unit, inside the data center, wherein distance between each pair of successive veins, of the plurality of veins, is equal; and determining, by the processor, a shape of each vein that facilitates the homogenized distribution of the airflow, wherein the shape of each vein is determined based on the CFD simulation, wherein the shape of each vein includes vein extension towards the airflow channel and geometry of each vein outside the airflow channel, and wherein results of the CFD simulation are compared with a pre-defined metrics for homogenized airflow distribution in the data center, implementing a geometrical arrangement indicating the positions of the one or more cooling units and the determined position and shape of each vein in a data center, so as to facilitate the homogenized distribution of the airflow in the data center.