Techniques are disclosed for collecting and visualizing historical data. Messages can be generated in response to user requests to make changes to activities in an integration flow. Data associated with the message can be collected in order to generate historical data regarding the message. Depending on the integration flow, a predetermined time point for generating the historical data can be obtained, and the historical data can be generated when the predetermined time point occurs.