为适应新时代国家关于大学生就业服务的要求，在LeanCloud云服务平台下，基于Scrapy网络爬虫技术和智能推荐算法，研究并设计了一个大学生精准就业服务系统。该系统可根据毕业生的求职意向，实现职位的智能推荐。实验证明，该系统能有效满足毕业生个性化就业需求，提高企业的招聘效率，提升学校精准就业服务的水平。

In order to adapt to the requirements of college students' employment service in the new era, under the LeanCloud cloud service platform, a college student precise employment service system is researched and designed based on Scrapy web crawler technology and intelligent recommendation algorithm. The system can realize the intelligent recommendation of jobs according to the job search intention of graduates. Experiments show that the system can effectively meet the personalized employment needs of graduates, improve the recruitment efficiency of enterprises, and promote the level of precision employment service in schools.