This study utilizes a comprehensive approach that integrates 10‐year clinical data, single‐cell sequencing, and transcriptomic analysis to address the complexities and potential roles of CD4+/CD8+ T cell ratio and disease‐associated functions in the context of SSc‐ILD and IPF. Here, CD4 is linked to idiopathic pulmonary fibrosis.