Load balancing configuration based on traffic flow telemetry
Aspects of the disclosed technology provide methods for automatically tuning load-balancer configurations in a network environment. In some implementations, a process of the disclosed technology includes steps for collecting flow records of traffic flow segments at a middle box in a network environment, the traffic flow segments corresponding to one or more traffic flows passing through the middle box, analyzing the flow records to identify one or more traffic patterns in the network environment, and automatically updating a load balancer configuration based on the one or more traffic patterns, wherein updating the load balancer configuration improves at least one traffic flow parameter for at least one of the traffic flows passing through the middle box. Systems and machine-readable media are also provided.
1. A computer-implemented method comprising:
aggregating flow records for a plurality of traffic flow segments at a middle box in a network environment, each of the traffic flow segments corresponding to one or more existing traffic flows passing through the middle box, and each of the one or more existing traffic flows corresponding to a respective data path between source nodes and destination nodes in the network environment;
modifying the flow records for the plurality of traffic flow segments by associating unique transaction identifiers with each of the plurality of traffic flow segments;
generating an application dependency map for the network environment based on the unique transaction identifiers and the plurality of traffic flow segments;
analyzing the flow records based on the application dependency map to identify one or more traffic patterns in the network environment between one of the source nodes and a particular destination node of the destination nodes; and
automatically updating a load-balancer configuration based on the one or more traffic patterns, wherein updating the load-balancer configuration improves at least one traffic flow parameter for at least one of the traffic flows passing through the middle box, wherein updating the load-balancer configuration changes a routing of a portion of the one or more existing traffic flows, and wherein the portion of the one or more existing traffic flows corresponds to data paths in the network environment that include the particular destination node.
2. The computer-implemented method of claim 1 , wherein analyzing the flow records to identify one or more network flow patterns in the network environment further comprises:
automatically identifying a pattern of fail over events.
3. The computer-implemented method of claim 1 , wherein analyzing the flow records to identify one or more network flow patterns in the network environment further comprises:
automatically identifying one or more persistent connection problems in the network environment.
4. The computer-implemented method of claim 1 , wherein analyzing the flow records to identify one or more network flow patterns in the network environment further comprises:
automatically identifying a pattern of connection drops in the network environment.
5. The computer-implemented method of claim 1 , wherein automatically updating the load-balancer configuration further comprises modifying a round-robin load balancing policy.
6. The computer-implemented method of claim 1 , wherein automatically updating the load-balancer configuration further comprises modifying a persistence policy.
7. The computer-implemented method of claim 1 , wherein automatically updating the load-balancer configuration further comprises removing one or more servers from a load-balancing rotation.
8. A system configured to automatically manage load balancing in a network environment, the system comprising:
one or more processors;
a network interface coupled to the one or more processors; and
at least one computer-readable storage medium coupled to the one or more processors, the computer-readable storage medium having instructions which, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
collecting flow records for a plurality of traffic flow segments at a middle box in a network environment, the traffic flow segments corresponding to one or more existing traffic flows passing through the middle box, and each of the one or more existing traffic flows corresponding to a respective data path between source nodes and destination nodes in the network environment;
modifying the flow records for the plurality of traffic flow segments by associating unique transaction identifiers with each of the plurality of traffic flow segments;
generating an application dependency map for the network environment based on the unique transaction identifiers and the plurality of traffic flow segments;
analyzing the flow records based on the application dependency map to identify one or more traffic patterns in the network environment between one of the source nodes and a particular destination node of the destination nodes; and
automatically updating a load-balancer configuration based on the one or more traffic patterns, wherein updating the load-balancer configuration improves at least one traffic flow parameter for at least one of the traffic flows passing through the middle box, wherein updating the load-balancer configuration changes a routing of a portion of the one or more existing traffic flows, and wherein the portion of the one or more existing traffic flows corresponds to data paths in the network environment that include the particular destination node.
9. The system of claim 8 , wherein analyzing the flow records to identify one or more network flow patterns in the network environment further comprises:
automatically identifying a pattern of fail over events.
10. The system of claim 8 , wherein analyzing the flow records to identify one or more network flow patterns in the network environment further comprises:
automatically identifying one or more persistent connection problems in the network environment.
11. The system of claim 8 , wherein analyzing the flow records to identify one or more network flow patterns in the network environment further comprises:
automatically identifying a pattern of connection drops in the network environment.
12. The system of claim 8 , wherein automatically updating the load-balancer configuration further comprises modifying a round-robin load balancing policy.
13. The system of claim 8 , wherein automatically updating the load-balancer configuration further comprises modifying a persistence policy.
14. The system of claim 8 , wherein automatically updating the load-balancer configuration further comprises removing one or more servers from a load-balancing rotation.
15. A non-transitory computer-readable storage medium storing instructions which, when executed by a processor, cause the processor to perform operations comprising:
collecting flow records for a plurality of traffic flow segments at a middle box in a network environment, the traffic flow segments corresponding to one or more existing traffic flows passing through the middle box, and each of the one or more existing traffic flows corresponding to a respective data path between source nodes and destination nodes in the network environment;
modifying the flow records for the plurality of traffic flow segments by associating unique transaction identifiers with each of the plurality of traffic flow segments;
generating an application dependency map for the network environment based on the unique transaction identifiers and the plurality of traffic flow segments;
analyzing the flow records based on the application dependency map to identify one or more traffic patterns in the network environment between one of the source nodes and a particular destination node of the destination nodes; and
automatically updating a load-balancer configuration based on the one or more traffic patterns, wherein updating the load-balancer configuration improves at least one traffic flow parameter for at least one of the traffic flows passing through the middle box, wherein updating the load-balancer configuration changes a routing of a portion of the one or more existing traffic flows, and wherein the portion of the one or more existing traffic flows corresponds to data paths in the network environment that include the particular destination node.
16. The non-transitory computer-readable storage medium of claim 15 , wherein analyzing the flow records to identify one or more network flow patterns in the network environment further comprises:
automatically identifying a pattern of fail over events.
17. The non-transitory computer-readable storage medium of claim 15 , wherein analyzing the flow records to identify one or more network flow patterns in the network environment further comprises:
automatically identifying one or more persistent connection problems in the network environment.
18. The non-transitory computer-readable storage medium of claim 15 , wherein analyzing the flow records to identify one or more network flow patterns in the network environment further comprises:
automatically identifying a pattern of connection drops in the network environment.
19. The non-transitory computer-readable storage medium of claim 15 , wherein automatically updating the load-balancer configuration further comprises modifying a round-robin load balancing policy.
20. The non-transitory computer-readable storage medium of claim 15 , wherein automatically updating the load-balancer configuration further comprises modifying a persistence policy.