Ovarian hemangiomas are rare benign vascular tumors that can present with abnormal uterine bleeding and mimic malignant ovarian lesions. Imaging may be inconclusive, and histopathology remains essential for diagnosis. This case highlights the importance of considering ovarian hemangiomas in the differential diagnosis of pelvic masses to ensure appropriate management.