Background Early detection of breast cancer is crucial for effective treatment and minimizing mortality, requiring effective screening methods like self-examination, clinical examination, and mammography. However, not all women in Saudi Arabia comply with these examinations, and studies examining its practice and barriers of low uptake are scant. The aim of this study is to investigate factors influencing breast cancer screening behavior among women in Saudi Arabia. Methods This cross-sectional study involving 806 women from October to November 2022 used an online questionnaire for the data collection process, including questions about demographic characteristics, awareness assessment, breast cancer screening behavior, symptoms, risk factors, and screening programs. Factors affecting the screening behavior were analyzed using the logistic regression model with adjusted odds ratio (AOR) and 95% confidence interval (CI). Results Among the 806 women who participated in the study, 479 (59.4%) were under 40 years old, and half of them were urban residents (n = 394, 48.9%). Only 134 subjects (16.6%) had a history of breast screening. Social media (n = 519, 64.5%) was the predominant source of screening information. The primary obstacles to breast cancer screening were the absence of tumor symptoms (n = 333, 41.3%), insufficient knowledge about early detection (n = 249, 31%), lack of time (n = 245, 30%), fear of discovering a tumor (n = 187, 23%), and lack of awareness about screening centers (n = 155, 19%). In regression analysis, predictive factors for breast cancer screening behavior were as follows: age over 40 years old (AOR: 2.56; 95% CI: 1.70-3.87), residents of big cities (AOR: 3.57; 95% CI: 1.02-12.56), positive family history of breast cancer (AOR: 2.53; 95% CI: 1.50-4.28), proximity to the screening center (AOR: 2.56; 95% CI: 1.22-5.39), and using contraceptive pills for more than five years (AOR: 1.78; 95% CI: 1.04-3.04), and were statistically significant (all p-values < 0.05). Conclusions In this study, the most perceived barriers to BSE were the absence of tumor symptoms, followed by insufficient knowledge about early detection, lack of time, fear of discovering a tumor, and lack of awareness about screening centers. Additionally, the predictive factors for breast cancer screening behavior were as follows: age over 40 years old, residents of big cities, positive family history of breast cancer, proximity to the screening center, and using contraceptive pills for more than five years. Given the identified factors affecting breast self-examination behavior in this study, public education initiatives are crucial for raising awareness, facilitating self-examination, and ultimately improving health outcomes and reducing breast cancer treatment costs in society.