Various techniques for facilitating communication with and across a clinical environment and a cloud environment are described. For example, a method for detecting missing messages from a clinical environment is described. A data flow manager (DFM) in the cloud environment may check the message ID of each message received from a connectivity adapter in the clinical environment. If the DFM detects a skip in the message IDs, the DFM may request the missing messages from the connectivity adapter.