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Use cURL, Burp, Fiddler, Postman, RestClient, Wireshark
Performance Testing
loader.io, biltz.io, gatling.io, jmeter
Load, soak and stress testing for performance of the application
Monitoring
Logging, Instrumentation and Diagnostics
Logging into text file, database, cloud service with suitable and configurable log level.
Log rotation with size.
For Logging API - you can use loggly - using KAFKA https://www.loggly.com/
Instrumentation - APM
CPU, Memory, Bandwidth(N/W In, N/W Out). Deploy/inject agent to collect the data for the analysis and report
New Relic is the tool for Instrumentation monitoring
Diagnostics
Use New Relic or Stackify to diagnose any issue wrt to the application