Various embodiments of systems, computer program products, and methods to monitor a network to identify network issues are described herein. In an aspect, requests are routed to access a sample application at predetermined time intervals via different defined network paths between a monitoring application unit and the sample application in a network. Response codes associated with execution of the requests are received from the sample application via the corresponding defined network paths. Execution results of the requests to include the response codes and execution time of the requests corresponding to the different defined network paths are recorded. Further, the execution results for a time period are analyzed to identify network issues in the network. Identifying the network issues includes identifying problematic network paths based on the analysis of the execution results, and identifying problematic network components in the problematic network paths by analyzing the problematic network paths.