Malnutrition is a major but often overlooked cause of mortality in cancer patients, driven by the side effects of aggressive treatments. This research focuses on personalized nutritional care, combining medical data with patient experiences to improve strength, quality of life, and treatment tolerance—because without nutrition, effective cancer therapy is impossible.