DRFLOW introduces a benchmark to evaluate agents' ability to predict personalized workflows from heterogeneous sources. It includes 100 tasks across five domains, grounded in 3,900 sources and featuring 1,246 reference workflow steps. DRFLOW-Agent achieves up to 10.02% F1 improvement over baselines, yet significant challenges remain in accurate workflow prediction.