Webservice is a software technology as the representative method of information communication currently used to create a dynamic system environment that is configured to fulfill its users’ needs. Therefore, analyzing log data that occurred at provision is being used as the significant basic data in webservice research. Thanks to development of Cloud computing technology, it has resulted in centralized points from which data is generated and data enlargement. A research is now implemented to create information from collecting, processing and converting flood of data and to obtain the new various items of information. Against this backdrop, it is justified that collection, storage and analysis of web log data in the existing conventional RDBMS system may be inadequate to process the enlarged log data. This research propose a framework which to integrate web log for storage using HBase, a repository of the Cloud computing- based NoSQL. In addition, data validation must be completed in the pre-process when collecting web log. The validated log is stored in the modeling structure in which takes features of web log into account. According to the results, introduction of NoSQL system is found to integrate the enlargement of log data in more efficient manner. By comparisons with the existing RDBMS in terms of data processing performance, it was proved that the NoSQL- based database had a superior performance.