Glioblastoma (GBM) is a dynamic ecosystem with high plasticity where the complex interplay between different cellular components contributes to disease progression. Although single-cell RNA (scRNA)-seq has revealed remarkable cellular heterogeneity of GBM, the spatial organization of its diverse cell types is currently lacking. Here we present a comprehensive dataset of 115,914 spatial transcriptomes across 32 tissue sections with matched multi-omics profiling of genotyped glioma samples. We present spatial maps of 56 fine-grained cellular components, including previously unrecognized oligodendrocyte subtypes and their interactive networks within each anatomical niche. Our data provides novel insights into the cellular architecture of GBM. This valuable and openly shared resource will help develop new and effective combinatorial therapies to target multiple niches simultaneously to improve patient outcomes.