Heat stress during the reproductive stage is a major environmental challenge that can drastically reduce rapeseed growth and productivity. This study emphasizes the critical roles of antioxidant enzymes, such as superoxide dismutase and catalase, along with autophagy, in boosting heat stress tolerance.