Purpose The clinical potential of liquid biopsy in advanced cancer patients is real-time monitoring for early detection of treatment failure. Our study aimed to investigate the clinical validity of circulating tumor DNA (ctDNA) treatment monitoring in a real-life cohort of advanced Non-Small Cell Lung Cancer (NSCLC) patients. Patients and Methods Advanced or non-curative locally advanced NSCLC patients were prospectively included in an exploratory study (NCT03512847). Selected cancer-specific mutations were measured in plasma by standard or uniquely designed digital droplet PCR (ddPCR) assays before every treatment-cycle during first line treatment until progressive disease (PD). Correlation between an increase in ctDNA (=molecular progression) and radiologic PD was investigated, defined as lead time, and the corresponding numbers of likely futile treatment cycles were determined. Utility of ctDNA measurements in clarifying the results of non-conclusive radiologic evaluation scans was evaluated. Results Cancer-specific mutations and longitudinal plasma sampling were present in 132 of 150 patients. CtDNA was detectable in 88 (67%) of 132 patients treated by respectively chemotherapy (n=41), immunotherapy (n=43), or combination-treatment (n=4). In 66 (90%) of 73 patients experiencing PD, a ctDNA increase was observed with a median lead time of 1.5 months before radiologic PD. Overall, 119 (33%) of 365 treatment-cycles were administered after molecular progression. Additionally, ctDNA measurements could clarify the results in 38 (79%) of 48 non-conclusive radiologic evaluations. Conclusions ctDNA monitoring leads to earlier detection of treatment failure, and clarifies the majority of non-conclusive radiologic evaluations, giving the potential of sparing patients from likely futile treatments and needless adverse events.