The acceleration of urbanization has promoted the increase in the number of urban highway projects, resulting in an increase of emphasis on the quality of urban highway projects. The quality and safety of highway construction directly affects the driving comfort, safety, and service life after it is put into operation. Among them, asphalt pavement is an important structure in highway construction, and it is also a key link that directly affects the construction quality. In order to ensure the quality of construction, it is necessary to strengthen on-site testing during the construction process to discover problems in time, and to ensure that the construction is up to standard. This paper mainly presents an analysis on the necessity and application of on-site quality inspection technology for asphalt pavement construction of highway engineering, and outlines measures to improve highway engineering construction testing technology.