The data collection and web crawling course has a lot of theoretical knowledge and strong practicality. Traditional teaching methods are no longer sufficient to meet teaching needs. Based on the characteristics of the course, this article constructs a mixed teaching environment based on “Learning Pass + Hongya Platform + Offline Course,” integrates teaching resource libraries and ideological and political cases, and develops a suitable evaluation system to cultivate students’ innovative and critical thinking abilities, stimulate their learning initiative, improve their teamwork ability, and enhance their professional level and data literacy.