This study aimed to investigate the efficacy and safety of gemcitabine (GEM) plus nab-paclitaxel (nab-PTX), termed GnP, which is limited, in patients with advanced pancreatic cancer (PC) who show good tolerance to GEM monotherapy prior to being refractory to it. We retrospectively analyzed the data of patients with locally advanced or metastatic PC who received GEM followed by GnP between December 2014 and March 2019, regardless of the treatment line. A total of 14 patients who received GnP after becoming refractory to GEM were included in this study. Eight patients were included in the nab-PTX-naïve group, seven of whom were treated with GEM monotherapy as first-line chemotherapy, and one was refractory to GEM monotherapy after modified FOLFIRINOX treatment. The other six patients were included in the nab-PTX reintroduction group. In this group, all patients received GnP followed by GEM maintenance therapy to prevent adverse events, such as peripheral neuropathy and fatigue. Two patients in the nab-PTX-naïve group showed partial response and none in the reintroduction group; median progression-free survival was 7.6 and 1.4 months and median overall survival was 9.4 and 6.2 months, respectively. In the safety analysis, grade 3 anemia and peripheral neuropathy were observed in one patient in the nab-PTX reintroduction group, while the remaining adverse events were of grade 1 or 2. GnP is safe and effective even in patients with GEM-refractory PC, and GEM treatment followed by GnP can be an effective treatment option for patients with nab-PTX-naïve PC.