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D02: Performance Engineering
and Testing of Predix Apps
Siva Balan, Predix Performance Engineer
@sivabalans
Sandeep Bansal, Predix Performance
Engineer
2PREDIX TRANSFORM
Agenda
Why?1
What?
How?
When?
Demo/Questions?
2
3
4
5
3PREDIX TRANSFORM
Why go through the
hassle?
•  Non-functional issues are
hard to find
•  Catches issues early on in
SDLC
•  More time for developers
to fix issues
•  Saves you from waking up
at odd hours
4PREDIX TRANSFORM
What tools to use?
•  Any load generator tool of
choice (jmeter,
loadrunner, blazemeter)
•  An application monitoring
tool (New Relic, App-
Dynamics*, Dynatrace*)
•  Application log
persistence tool (ELK,
Splunk*)
•  JMX metrics collector
(Jolokia)
5PREDIX TRANSFORM
What type of tests to perform?
•  Capacity
•  Scalability
•  Endurance
•  Stress
•  Chaos monkey*
6PREDIX TRANSFORM
Picture
Here
How do we do it?
7PREDIX TRANSFORM
When do you performance test?
•  As early in the SDLC process as possible (as early as
sprint 2 if you are on Agile)
•  Build the performance test in your CI pipeline. Execute
them nightly.
•  Run your endurance test once a week for 5-6 days.
•  Persist the test results for historical comparison.
•  Chaos monkey tests can run in Production-like
environment.
8PREDIX TRANSFORM
Picture
Here
Performance test dashboard
9PREDIX TRANSFORM
Picture
Here
New Relic dashboard
10PREDIX TRANSFORM
Performance Engineering
Great, we identify service is slow
Architecture/
design
User load or
DoS attack
Data Size or
slow SQL
System/
infrastructure
Configuration
Unoptimized
code/check-in
Execution issues:
Locking/Process
contention
Resource isolation/
throttling in shared
cloud env
Hardware
Capacity
But, what is causing slowness? How do I know ?
RCA
11PREDIX TRANSFORM
Troubleshooting Tools
•  Profiling (Yourkit, debug
statement in app)
•  Stack Trace analysis for
process contention using
jstack
•  Heap dump analysis using
heapdump or similar tools
•  Advanced Log analysis (app,
infrastructure, dependent
services)
•  APM tools (New Relic/
Appdynamics)
•  Monitor everything
•  Benchmark Production
system before use
•  Timeout for external api calls
•  App logs for slow methods
•  Throttling/ Admission control
in multi tenant cloud.
•  Capacity and Auto Scale
•  Hot deployment/debugging
•  Sizing guide for private/public
cloud
Best Practices
12PREDIX TRANSFORM
Key Takeaways
•  Start early and go deep
•  Always use a good monitoring tool
•  Automate your tests into CI
•  Enable developers
•  Make test results accessible
General Electric reserves the right to make changes in specifications and features, or discontinue the product or service described at any time, without notice or obligation. These materials do
not constitute a representation, warranty or documentation regarding the product or service featured. Illustrations are provided for informational purposes, and your configuration may differ. This
information does not constitute legal, financial, coding, or regulatory advice in connection with your use of the product or service. Please consult your professional advisors for any such advice.
GE, Predix and the GE Monogram are trademarks of General Electric Company. ©2016 General Electric Company – All rights reserved.

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D02: Performance Engineering and Testing of Predix Apps (Predix Transform 2016)

  • 1. D02: Performance Engineering and Testing of Predix Apps Siva Balan, Predix Performance Engineer @sivabalans Sandeep Bansal, Predix Performance Engineer
  • 3. 3PREDIX TRANSFORM Why go through the hassle? •  Non-functional issues are hard to find •  Catches issues early on in SDLC •  More time for developers to fix issues •  Saves you from waking up at odd hours
  • 4. 4PREDIX TRANSFORM What tools to use? •  Any load generator tool of choice (jmeter, loadrunner, blazemeter) •  An application monitoring tool (New Relic, App- Dynamics*, Dynatrace*) •  Application log persistence tool (ELK, Splunk*) •  JMX metrics collector (Jolokia)
  • 5. 5PREDIX TRANSFORM What type of tests to perform? •  Capacity •  Scalability •  Endurance •  Stress •  Chaos monkey*
  • 7. 7PREDIX TRANSFORM When do you performance test? •  As early in the SDLC process as possible (as early as sprint 2 if you are on Agile) •  Build the performance test in your CI pipeline. Execute them nightly. •  Run your endurance test once a week for 5-6 days. •  Persist the test results for historical comparison. •  Chaos monkey tests can run in Production-like environment.
  • 10. 10PREDIX TRANSFORM Performance Engineering Great, we identify service is slow Architecture/ design User load or DoS attack Data Size or slow SQL System/ infrastructure Configuration Unoptimized code/check-in Execution issues: Locking/Process contention Resource isolation/ throttling in shared cloud env Hardware Capacity But, what is causing slowness? How do I know ? RCA
  • 11. 11PREDIX TRANSFORM Troubleshooting Tools •  Profiling (Yourkit, debug statement in app) •  Stack Trace analysis for process contention using jstack •  Heap dump analysis using heapdump or similar tools •  Advanced Log analysis (app, infrastructure, dependent services) •  APM tools (New Relic/ Appdynamics) •  Monitor everything •  Benchmark Production system before use •  Timeout for external api calls •  App logs for slow methods •  Throttling/ Admission control in multi tenant cloud. •  Capacity and Auto Scale •  Hot deployment/debugging •  Sizing guide for private/public cloud Best Practices
  • 12. 12PREDIX TRANSFORM Key Takeaways •  Start early and go deep •  Always use a good monitoring tool •  Automate your tests into CI •  Enable developers •  Make test results accessible
  • 13. General Electric reserves the right to make changes in specifications and features, or discontinue the product or service described at any time, without notice or obligation. These materials do not constitute a representation, warranty or documentation regarding the product or service featured. Illustrations are provided for informational purposes, and your configuration may differ. This information does not constitute legal, financial, coding, or regulatory advice in connection with your use of the product or service. Please consult your professional advisors for any such advice. GE, Predix and the GE Monogram are trademarks of General Electric Company. ©2016 General Electric Company – All rights reserved.