Determining candidates for circuit breaker patterns in cloud applications using machine learning techniques

A non-transitory processor-readable storage medium having stored therein program code of one or more software programs, wherein the program code when executed by at least one processing device causes the at least one processing device:

• to obtain consumption-related data from one or more first cloud-based applications by intercepting hypertext transfer protocol traffic into the one or more first cloud-based applications;
• to obtain production-related data from one or more second cloud-based applications by intercepting hypertext transfer protocol traffic out of the one or more second cloud-based applications;
• to train at least one machine learning-based classifier using at least a portion of the consumption-related data from the one or more first cloud-based applications;
• to determine composition of cloud-based application programming interfaces by processing at least a portion of the production-related data from the one or more second cloud-based applications using the at least one trained machine learning-based classifier;
• to determine one or more candidate application programming interfaces, within one or more portions of the cloud-based application programming interfaces, for implementation of at least one circuit breaker pattern based at least in part on the determined composition of the cloud-based application programming interfaces, wherein the at least one circuit breaker pattern comprises at least one software program configured to implement fallback data in response to an unresponsive application programming interface;
• and
• to perform one or more automated actions based at least in part on the one or more determined candidate application programming interfaces, wherein performing the one or more automated actions comprises implementing the at least one circuit breaker pattern in at least one of the one or more determined candidate application programming interfaces and replacing, within one or more fields of the one or more portions of the cloud-based application programming interfaces, data values produced by the at least candidate application programming interface with designated replacement data associated with the at least one circuit breaker pattern, wherein the designated replacement data comprises fallback data designated to be returned to a caller, at least in part via the at least one software program, upon activation of the at least one circuit breaker pattern.

An apparatus comprising:

• at least one processing device comprising a processor coupled to a memory;
• the at least one processing device being configured:
• to obtain consumption-related data from one or more first cloud-based applications by intercepting hypertext transfer protocol traffic into the one or more first cloud-based applications;
• to obtain production-related data from one or more second cloud-based applications by intercepting hypertext transfer protocol traffic out of the one or more second cloud-based applications;
• to train at least one machine learning-based classifier using at least a portion of the consumption-related data from the one or more first cloud-based applications;
• to determine composition of cloud-based application programming interfaces by processing at least a portion of the production-related data from the one or more second cloud-based applications using the at least one trained machine learning-based classifier;
• to determine one or more candidate application programming interfaces, within one or more portions of the cloud-based application programming interfaces, for implementation of at least one circuit breaker pattern based at least in part on the determined composition of the cloud-based application programming interfaces, wherein the at least one circuit breaker pattern comprises at least one software program configured to implement fallback data in response to an unresponsive application programming interface;
• and
• to perform one or more automated actions based at least in part on the one or more determined candidate application programming interfaces, wherein performing the one or more automated actions comprises implementing the at least one circuit breaker pattern in at least one of the one or more determined candidate application programming interfaces and replacing, within one or more fields of the one or more portions of the cloud-based application programming interfaces, data values produced by the at least candidate application programming interface with designated replacement data associated with the at least one circuit breaker pattern, wherein the designated replacement data comprises fallback data designated to be returned to a caller, at least in part via the at least one software program, upon activation of the at least one circuit breaker pattern.