Arginine‐rich peptides play a pivotal role in enhancing mechanical sensing and cellular uptake through the Piezo1/integrin β1 axis, thereby establishing a positive feedback loop that ultimately promotes tumor‐targeted delivery. Here, PIEZO1 is linked to neoplasm.