Nowadays, the environmental ecosystem is protected and maintains sustainability for waste material management like agriculture product end waste and industrial waste. The main scope of this research is to gather the agriculture end product of melon shell ash waste and industrial fly ash waste utilized as organic reinforcements for making a lightweight with superior strength green hybrid composite for fourth‐generation terrestrial ecosystem applications. The various volume percentage of waste melon shell ash and fly ash are governed by the ratio of 0:0, 1:4, 2:4, 3:4, and 4:4, respectively. The green aluminum alloy (Al6061) hybrid composite is synthesized via a semi‐solid stir technique. The developed green hybrid composites are subjected to physical and mechanical studies followed by ASTM standards. The developed composite contained a 4:4 ratio of melon and fly ash and found a light weight of 2.75 ± 0.11 g/cc with improved tensile strength and hardness percentages of 8.35% and 21.38% compared to cast aluminum alloy. This research may help basic knowledge for future investigations on modern green composite manufacturing via agricultural and industrial wastage.