Abstract Smoking‐associated laryngeal squamous cell carcinoma (LSCC) is characterized by high metastatic potential and poor prognosis. However, the underlying molecular mechanisms remain insufficiently understood. This study utilized single‐cell RNA sequencing (scRNA‐seq) and spatial transcriptomics to explore the heterogeneity of the tumor microenvironment in smoking‐associated LSCC. Thirteen distinct cellular subpopulations within the tumor microenvironment are identified, with STC2 and ITGA5 emerging as smoking‐associated prognostic markers. STC2 exhibited bifurcated differentiation within tumor epithelial cells, categorized as Tumor_C1 and Tumor_C2. The two subtypes are linked to vascular permeability and DNA replication pathways, respectively. Mechanistically, nicotine activated the JAK2/STAT3 signaling pathway through CHRNA5, resulting in direct STAT3 binding to the STC2 promoter and modulation of its transcription. STC2 subsequently upregulated TGFBI, which interacted with ITGA5 on endothelial cells, regulating vascular permeability and facilitating hematogenous dissemination of LSCC cells. Furthermore, STC2 knockdown altered F‐actin cytoskeletal dynamics by modulating small GTPase signaling, impairing filopodia formation and epithelial polarity restoration. This study elucidates the tumor–endothelial interactions mediated by STC2 and ITGA5 in smoking‐associated LSCC, emphasizing their roles in tumor progression and vascular permeability. These findings suggest potential prognostic biomarkers and therapeutic targets to improve the clinical management of smoking‐associated LSCC.