The signaling lymphocytic activation molecule family (SLAMF) consists of nine distinct cell surface receptors predominantly expressed on immune cells, each characterized by unique structural features, expression patterns, downstream signaling pathways, and biological functions. These receptors play critical roles in modulating various immune cell activities within the tumor microenvironment, thereby shaping immune responses in cancer. Although accumulating evidence demonstrates their value as therapeutic targets for developing cancer immunotherapies, the full spectrum of SLAMF receptors in cancer remains incompletely understood. This review aims to provide a comprehensive overview of the molecular characteristics and immunomodulatory functions of each SLAMF receptor, underscoring their pivotal contributions to cancer progression. Furthermore, we also highlight their potential as promising targets for advancing cancer immunotherapeutic strategies. Finally, we discuss clinical trials evaluating the efficacy and safety of SLAMF receptor-based immunotherapies, emphasizing their translational relevance in the development of cancer treatments.