In the application based WSNs circumstance, vitality and transmission capacity of the sensors are esteemed assets and vital to consume competently. Data collection at the sink by individual sensor nodes results in flooding of the requests which results in most extreme energy use. To decrease this issue another data aggregation technique has been used in this paper which has enhanced the execution of the iLEACH principle by utilizing the LZW compressive sensing based between cluster based data accumulation; additionally called mixture data aggregation strategy, where gathering of nodes will be carried out on the principle of the available clustering procedures and gathering of cluster heads is likewise done to use the peculiarities to utilizes the cluster head based data aggregation. The proposed technique serves to diminish the energy utilization issue, furthermore transmission of the aggregated data in proficient way. The proposed technique has been designed and implemented in MATLAB by considering various issues of the WSNs. The comparison among the iLEACH and LEACH has shown the effectiveness of the proposed technique.