Site and service signals for driving automated custom system configurations

In non-limiting examples of the present disclosure, systems, methods, and devices are provided for integrating web services in a housing construction. Web browsing data, application activity data, and/or device data of a user may be received. A machine learning model may be applied to the data. One or more recommendations may be revealed based on applying a machine learning model to the data. The recommendations may include one or more of the following: a recommendation of an installation application; adding recommendation of service expansion; recommendation of shortcuts fixed and/or added to the website; and/or adding a recommendation of the platform integration service among the plurality of devices. 在本公开的非限制性示例中，用于将web服务集成于外壳构造中的系统、方法以及设备被提供。用户的Web浏览数据、应用活动数据和/或设备数据可以被接收。机器学习模型可以被应用于数据。一项或多项推荐可以基于将机器学习模型应用于数据而被显露。推荐可以包括以下一项或多项：安装应用的推荐；添加服务扩展的推荐；固定和/或添加到网站的快捷方式的推荐；和/或在多个设备当中添加平台集成服务的推荐。