Microsatellite stable (MSS) pancreatic ductal adenocarcinoma (PDAC) is refractory to immune checkpoint blockade. We conducted a single-arm phase II trial ( NCT04361162 ) combining nivolumab, ipilimumab and radiation therapy to treat patients with pre-treated metastatic MSS PDAC (n=30). We integrated longitudinal profiling of 32 pre- and on-treatment tumor biopsies from 22 patients, yielding 245,529 single-nucleus and 128,295 single-cell transcriptomes including 27,215 T-cells with paired TCR clonotypes, as well as Visium spatial transcriptomics from 13 biopsies, and peripheral blood TCR-sequencing from 25 patients. While clinical activity was limited overall, one patient achieved a durable complete response with no evidence of disease 4 years after trial enrollment. This response was marked by a therapy-associated shift in the state composition of pre-existing CD8 T cell clonotypes from GZMK+ to exhausted and predicted tumor-reactive states, durable maintenance of associated clonotypes in the blood after 1 year, interferon-polarized macrophage and fibroblast programs, and high levels of ACKR1+ venous endothelium. Across independent PDAC cohorts, high ACKR1 expression was associated with improved survival, greater intratumoral TCR richness and clonality, and increased tumor-blood TCR sharing. These findings suggest that productive immunotherapy responses in PDAC require not only tumor-reactive T cells, but also a stromal-vascular niche capable of supporting their recruitment, recirculation and persistence. This may have implications for the design of future immunotherapy and vaccine strategies for PDAC.