A network device may include a processor. The processor is configured to: receive a network address of a load balancer device from a management device; send a test request to the load balancer device based on the received network address; obtain a network address of a data collector device from the load balancer device; and perform a test with the data collector device. The data collector device is configured to: obtain a result of the test; and send the result to a data lake.