Abstract. Current demographic changes have made it necessary to implement innovative solutions in order to respond to elderly people's needs. This paper describes a concept designed to cater for such users' needs via modern technologies. Survey data and end-users feedback were collected and processed in order to identify the most frequent types of use cases, such as in-home health monitoring, house monitoring, fall down detector, automatic door lock, indoor mobility patterns. The architecture we suggest is service oriented, it uses a general representation of data, and protocols for communication and is flexible enough to provide more services than the already existing one. The platform's design for the core subsystem boosts the effectiveness of sensor measurements by applying near real-time processing algorithms via Complex Event Processing engine, or by offering integrated messaging mechanisms. We use the Business Process Management Workflows to define new treatments for the elderly, and to generate medication and medical check alerts. The concept described here opens the way for app developers to extend the platform's functionalities. Developing and deploying the corresponding plug-ins ensure the platform's adaptability requirement.