In exploring bioengineering and healthcare data analysis, the author has explored the important role in transforming healthcare and personalized medicine. This chapter provides insight to integrate, focusing on recent advances and challenges. The objectives include defining these fields, discussing their advancements, analyzing integration challenges, and proposing effective frameworks. Despite the remarkable progress, challenges like data quality, data integrity, and privacy persist. A strategic integration for data analysis promises intelligent healthcare solutions. With the help of case studies and analysis, the author has highlighted the symbiotic relationship between these fields, paving the way for future advancements in bioinformatics and healthcare delivery. Through the examined case studies, comprehensive surveys, and analysis, the author has given the importance of the integration of bioengineering and healthcare data analysis. This chapter along with showcasing current innovations also lays the groundwork for the future in bioinformatics and healthcare delivery.