Highlights•COVID-19 vaccine uptake was significantly lower among people who use drugs (PWUD), especially those reporting methamphetamine and fentanyl use.•Besides substance use, lower vaccine uptake was associated with younger age and belief in vaccine misinformation.•As new COVID-19 vaccines become necessary strategies to engage PWUD will be necessary.