Targeted cancer drugs (TCDs) have revolutionized oncology but vary in clinical benefit and patient out-of-pocket (OOP) costs. The American Society of Clinical Oncology (ASCO) Value Framework uses survival, toxicity, and symptom palliation data to quantify the net health benefit (NHB) of cancer drugs. We evaluated associations between NHB, uptake, and spending on oral TCDs. We conducted a retrospective cohort study of patients aged 18-64 years with an incident oral TCD pharmacy claim in 2012-2020 in a nationwide deidentified commercial claims dataset. TCDs were categorized as having high (>60), medium (40-60), and low (<40) NHB scores. We plotted the uptake of TCDs by NHB category and used standard descriptive statistics to evaluate patient OOP and total spending. Generalized linear models evaluated the relationship between spending and TCD NHB, adjusted for cancer indication. We included 8524 patients with incident claims for 8 oral TCDs with 9 first-line indications in advanced melanoma, breast, lung, and pancreatic cancer. Medium- and high-NHB TCDs accounted for most TCD prescriptions. Median OOP spending was $18.78 for the first 28-day TCD supply (interquartile range [IQR] = $0.00-$87.57); 45% of patients paid $0 OOP. Median total spending was $10 118.79 (IQR = $6365.95-$10 600.37) for an incident 28-day TCD supply. Total spending increased $1083.56 for each 10-point increase in NHB score (95% confidence interval = $1050.27 to $1116.84, P < .01 for null hypothesis H0 = $0). Low-NHB TCDs were prescribed less frequently than medium- and high-NHB TCDs. Total spending on oral TCDs was high and positively associated with NHB. Commercially insured patients were largely shielded from high OOP spending on oral TCDs.