Intratumoral heterogeneity is a critical frontier in understanding how the tumor microenvironment (TME) propels malignant progression. Here, we deconvolute the human pancreatic TME through large-scale integration of histology-guided regional multiOMICs with clinical data and patient-derived preclinical models. We discover “subTMEs,” histologically definable tissue states anchored in fibroblast plasticity, with regional relationships to tumor immunity, subtypes, differentiation, and treatment response. “Reactive” subTMEs rich in complex but functionally coordinated fibroblast communities were immune hot and inhabited by aggressive tumor cell phenotypes. The matrix-rich “deserted” subTMEs harbored fewer activated fibroblasts and tumor-suppressive features yet were markedly chemoprotective and enriched upon chemotherapy. SubTMEs originated in fibroblast differentiation trajectories, and transitory states were notable both in single-cell transcriptomics and in situ. The intratumoral co-occurrence of subTMEs produced patient-specific phenotypic and computationally predictable heterogeneity tightly linked to malignant biology. Therefore, heterogeneity within the plentiful, notorious pancreatic TME is not random but marks fundamental tissue organizational units. Display omitted •PDAC regional heterogeneity stems from sub-tumor microenvironments (subTMEs)•SubTMEs exhibit distinct immune phenotypes and CAF differentiation states•SubTMEs execute distinct tumor-promoting and chemoprotective functions•Intratumoral subTME co-occurrence links stromal heterogeneity to patient outcome Intratumoral heterogeneity in the human pancreatic tumor microenvironment is not random but originates in well-definable regional tissue states. The underlying sub-tumor microenvironments shape regional epithelial and immune phenotypes and influence key clinical metrics of disease progression.