The main focus of the proposed adaptive multimedia learning framework are the multimedia files. Initially, their delivery depends on context-aware network conditions and the type of mobile device that the students are using. Therefore, multimedia files need to be adapted according to the available bandwidth of the network connection and they should be encoded with the corresponding format and coding of the user’s mobile device. Because of existing mobile device limitations, such as storage, computing power and bandwidth, we propose to use mobile cloud computing in order to deliver adaptive multimedia learning content. The results from our research have provided the data workflow diagram for provisioning multimedia learning requests in the adaptive multimedia learning framework.