Today, personal data is becoming a new economic asset. The data that we generated from our smartphone, our interaction in social media, its like oil in the Internet. An increasing of personal data in the internet cause some issue such as privacy issue, complexity processing, and etc. That will require a highly reliable, available, serviceable, and secure infrastructure at its core and robust innovation. This paper propose a new concept, design and implementation of sensing as a service framework. This framework has three main components: 1) personal data collector application; 2) web portal that has user friendly interface and shows responsive analysis result of personal data that can be accessed by the users based on new web technology; 3) REST API feature and documentation for third party. The goals of this paper are: 1) to provide rich application as a service based on users personal data log; 2) to bridging the user and third party such as developers in term of developing applications and researcher for research based on user personal data; 3) to develop reliable, available, serviceable and secure sensing as a service framework.