Pancreatic cancer, especially pancreatic ductal adenocarcinoma (PDAC), is one of the most challenging clinical conditions due to its late-stage diagnosis and poor survival rates. Mesenchymal stem cells (MSCs), used for targeted therapies, are being explored as a promising treatment because of their tumor-homing properties and potential contributions to the pancreatic cancer microenvironment. Understanding these interactions is crucial for developing effective treatments. In this study, we investigated how MSCs exhibit tropism towards tumors, influence the microenvironment through paracrine effects, and serve as potential drug delivery vehicles. We also examined their role in progression and therapeutic resistance in pancreatic cancer therapy. The cytotoxic effects of certain compounds on tumor cells, the use of genetically modified MSCs as drug carriers, and the potential of exosomal biomarkers like miRNAs and riRNAs for diagnosis and monitoring of pancreatic cancer were analyzed. Overall, MSC-based therapies, coupled with insights into tumor-stromal interactions, offer new avenues for improving outcomes in pancreatic cancer treatment. Additionally, the use of MSC-based therapies in clinical trials is discussed. While MSCs show promising potential for pancreatic cancer monitoring, diagnosis, and treatment, results so far have been limited.