The tumor microenvironment (TME) plays a crucial role in cancer progression and metastasis, with recent studies highlighting the complex interplay between tumor cells and their surrounding stroma. Lucotti et al. demonstrated that small extracellular vesicles (sEVs) from CXCL13-reprogrammed interstitial macrophages in the lung create a pro-thrombotic niche that drives cancer-associated thrombosis and metastasis, particularly in pancreatic ductal adenocarcinoma (ref: Lucotti doi.org/10.1016/j.cell.2025.01.025/). Chen et al. utilized co-detection by indexing (CODEX) and multi-omics profiling to reveal significant tumor heterogeneity and immune colony niches in small cell lung cancer (SCLC), providing insights into spatial organization and cellular interactions that correlate with clinical outcomes (ref: Chen doi.org/10.1016/j.ccell.2025.01.012/). Furthermore, Zhang et al. explored the tumor immune microenvironment in triple-negative breast cancer (TNBC) and identified distinct cellular mechanisms underlying the efficacy of chemotherapy combined with PD-L1 blockade, emphasizing the importance of TCF7 reprogramming in response to treatment (ref: Zhang doi.org/10.1016/j.ccell.2025.01.007/). These findings collectively underscore the dynamic nature of the TME and its influence on therapeutic responses and cancer progression.