In this article, an in-depth review is presented to explain the present status of QC and QA for air quality monitoring, especially with respect to a few pollutants of which measurement requires high standard such as VOC and heavy metals. Upon reviewing the reported results of various studies conducted previously, we attempted to suggest a future direction of QC and QA for the acquisition of the high quality data in the air quality monitoring.