Latest research in Smartphone Forensic Analysis focuses on leveraging advanced methodologies, AI-driven tools, and comprehensive frameworks to enhance the acquisition, examination, and interpretation of data from smartphones. Studies address challenges posed by sophisticated encryption, frequent OS updates, and diverse device platforms, emphasizing dynamic app analysis, local backup evaluation, and systematic data preservation. Research also explores innovative datasets for source attribution, cloud forensics for remote data retrieval, and blockchain-based investigations to track financial transactions. These advancements collectively aim to improve the efficiency, accuracy, and reliability of smartphone forensic investigations, supporting law enforcement and cybersecurity efforts in an increasingly complex mobile ecosystem.