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PCF Metrics – App Dev
Providing App Developers insight into app performance
PCF Metrics
Providing App Developers insight into app performance
Pieter Humphrey, Allen Duet
Gartner believes that more than 80% of all
mission-critical IT service outages result
from people and process errors and
failures, and of those outages, more than
50% result from a lack of coordination
between change, release and configuration
management processes.
Four Steps to Optimize Configuration Management Process and Tools, By Ronni J. Colville, Doc #G00258557 Oct 2013
Modern infrastructure is constantly changing
Methodologies Deployment
Sparingly at
designated times
Ready for prod at
any time
Architecture Technologies Operations
App Server on Machine
Containers,
Public / Private /
Hybrid Cloud
Monolithic App
Microservices /
Composite app
Linear / Sequential
Agile
DevOps
CI / CD Pipelines
Many tools, ad hoc
automation
Manage services,
not servers
Rate of change is
driving more outages
5
Outages often preventable using automation
Facebook
1 hour, Jan 26th
Config / app / net failures
Apple App Store
11 hours March 11th
Internal DNS error
NYSE, United, WSJ
4 hr, 1.5 hr, 1 hr July 8th
Software update, routing
failure, server overload
UltraDNS
2.5 hours Oct 15th
Configuration Errors
https://blog.thousandeyes.com/top-internet-outages-2015/
http://www.informationweek.com/cloud/9-spectacular-cloud-computing-fails/d/d-id/1321305?image_number=2
http://www.informationweek.com/cloud/9-spectacular-cloud-computing-fails/d/d-id/1321305?image_number=4
http://www.informationweek.com/cloud/9-spectacular-cloud-computing-fails/d/d-id/1321305?image_number=8
2015
“25% of customers will abandon a web page that takes more than 4 seconds to load”
“47% of consumers expect a web page to load in < 2 seconds”
“Customers prefer competitors website if it is 250ms faster”
“Increase revenue 1% for each 100ms improvement”
Sources: Gartner, Google, Amazon, Walmart
6
Speed and Availability Matters
7
Speed Performance and Human Perception
Delay time
User Reaction
0 - 100 ms 100-300 ms 300-1000 ms 1 second + 10 seconds +
Instant
Feels
sluggish
Machine is
working..
Mental
context
switch
I’ll come
back later ..
Stay under 250 ms to feel "fast".
Stay under 1000 ms to keep users attention.
Breaking the 1000 ms Mobile Barrier - Velocity - Google Slides
https://docs.google.com/presentation/d/1wAxB5DPN-rcelwbGO6lCOus_S1rP24LMqA8m1eXEDRo/present?slide=id.p19
Changes to a single microservice
or monolithic app can impact
performance of downstream apps
and services, or cause breakage
8
9
Troubleshooting apps and
microservices is hard
Most platforms have:
Disparate permissions on different apps
Data silos across subsystems
Trouble reconciling time series data
Multiple
Languages
Microservices
Support
Services
Marketplace
Native
User
Provided Partner
DEVELOPMENT
1010
Operating
System
Cloud API
Container Orchestration
App Deployment
& Management
Availability
Visibility &
Administration
CI/CD Tools,
ID, Security
Health,
Metrics,
Patching
Apps &
Platform
Dashboards
OPERATIONS
4 Levels of High Availability
11
Availability Zone Fail
4
VM Fail
3
Process Fail
2
App Instance
Fail
1
V
M
V
M
Process
V
M
V
M
V
M
VM VM
VM VM
VM VM
VM VM
Container Scheduler Handles Workloads
12
250,000
containers
managed in a
single
environment
https://blog.pivotal.io/pivotal-cloud-foundry/products/250k-containers-in-production-a-real-test-for-the-real-world
Container Scheduler Handles Workloads
13
Dynamic load
balancing
Container Scheduler Handles Workloads
14
Dynamic load
balancing
Remediation
and rebalance
of workloads
Each Layer Upgradable with No Downtime
15
App Runtime*
File system mapping
Application
Linux host & kernel
Blue-Green deploy
Canary style deploy
* e.g. Embedded webserver, app configurations, JRE, agents for services packaged as buildpacks
C
o
n
t
a
i
n
e
r
Our Charter
To provide App Devs with data points
to assess overall solution performance
and healthProviding App Developers insight into app performance
• Near real-time
view
• Covers 80-90%
of the problems
• One tool correlates
events, logs, metrics
• Common set of facts
for Dev+Ops
• Designed for PCF
multi-tenancy
• Agentless, no install
• Enabled
automatically for
all applications
Immediate Integrated Automated
Available Data
CF
EVENTS
APP
LOGS
APP
METRICS
ROUTES
Select an app,
watch streaming
data
2 weeks of app log storage
2 weeks of detailed container
and http start stop metric storage
App Log distribution histogram
App Event UI improvements
Fault tolerance on all storage
services
Testing and tuning for large
ingestion loads
v1.2.1 PCF Metrics
Data Correlation
Demo
22
PCF Metrics 1.2 Architecture
Our Journey
PCF Metrics v1.0
PCF Metrics v1.1
PCF Metrics v1.2.1
PCF Metrics v1.3
Aggregate Container
and HTTP metrics
provided for Apps
Aggregate Container
and HTTP metrics +
App events and Logs
(24 hour storage)
Aggregate Container
and HTTP metrics +
App events and Logs
(2 weeks storage)
Aggregate Container
and HTTP metrics +
App events and Logs
(2 weeks storage)
TraceID capture and
Trace Logs
Spring Boot actuator support
Expanded event descriptions
Additional Log sources *
Data exposed as API
Continued UX improvements
v1.3+ App Developers
Troubleshooting App Health and Performance with PCF Metrics 1.2
Troubleshooting App Health and Performance with PCF Metrics 1.2

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Troubleshooting App Health and Performance with PCF Metrics 1.2

  • 1. PCF Metrics – App Dev Providing App Developers insight into app performance PCF Metrics Providing App Developers insight into app performance Pieter Humphrey, Allen Duet
  • 2. Gartner believes that more than 80% of all mission-critical IT service outages result from people and process errors and failures, and of those outages, more than 50% result from a lack of coordination between change, release and configuration management processes. Four Steps to Optimize Configuration Management Process and Tools, By Ronni J. Colville, Doc #G00258557 Oct 2013
  • 3. Modern infrastructure is constantly changing Methodologies Deployment Sparingly at designated times Ready for prod at any time Architecture Technologies Operations App Server on Machine Containers, Public / Private / Hybrid Cloud Monolithic App Microservices / Composite app Linear / Sequential Agile DevOps CI / CD Pipelines Many tools, ad hoc automation Manage services, not servers
  • 4. Rate of change is driving more outages
  • 5. 5 Outages often preventable using automation Facebook 1 hour, Jan 26th Config / app / net failures Apple App Store 11 hours March 11th Internal DNS error NYSE, United, WSJ 4 hr, 1.5 hr, 1 hr July 8th Software update, routing failure, server overload UltraDNS 2.5 hours Oct 15th Configuration Errors https://blog.thousandeyes.com/top-internet-outages-2015/ http://www.informationweek.com/cloud/9-spectacular-cloud-computing-fails/d/d-id/1321305?image_number=2 http://www.informationweek.com/cloud/9-spectacular-cloud-computing-fails/d/d-id/1321305?image_number=4 http://www.informationweek.com/cloud/9-spectacular-cloud-computing-fails/d/d-id/1321305?image_number=8 2015
  • 6. “25% of customers will abandon a web page that takes more than 4 seconds to load” “47% of consumers expect a web page to load in < 2 seconds” “Customers prefer competitors website if it is 250ms faster” “Increase revenue 1% for each 100ms improvement” Sources: Gartner, Google, Amazon, Walmart 6 Speed and Availability Matters
  • 7. 7 Speed Performance and Human Perception Delay time User Reaction 0 - 100 ms 100-300 ms 300-1000 ms 1 second + 10 seconds + Instant Feels sluggish Machine is working.. Mental context switch I’ll come back later .. Stay under 250 ms to feel "fast". Stay under 1000 ms to keep users attention. Breaking the 1000 ms Mobile Barrier - Velocity - Google Slides https://docs.google.com/presentation/d/1wAxB5DPN-rcelwbGO6lCOus_S1rP24LMqA8m1eXEDRo/present?slide=id.p19
  • 8. Changes to a single microservice or monolithic app can impact performance of downstream apps and services, or cause breakage 8
  • 9. 9 Troubleshooting apps and microservices is hard Most platforms have: Disparate permissions on different apps Data silos across subsystems Trouble reconciling time series data
  • 10. Multiple Languages Microservices Support Services Marketplace Native User Provided Partner DEVELOPMENT 1010 Operating System Cloud API Container Orchestration App Deployment & Management Availability Visibility & Administration CI/CD Tools, ID, Security Health, Metrics, Patching Apps & Platform Dashboards OPERATIONS
  • 11. 4 Levels of High Availability 11 Availability Zone Fail 4 VM Fail 3 Process Fail 2 App Instance Fail 1 V M V M Process V M V M V M VM VM VM VM VM VM VM VM
  • 12. Container Scheduler Handles Workloads 12 250,000 containers managed in a single environment https://blog.pivotal.io/pivotal-cloud-foundry/products/250k-containers-in-production-a-real-test-for-the-real-world
  • 13. Container Scheduler Handles Workloads 13 Dynamic load balancing
  • 14. Container Scheduler Handles Workloads 14 Dynamic load balancing Remediation and rebalance of workloads
  • 15. Each Layer Upgradable with No Downtime 15 App Runtime* File system mapping Application Linux host & kernel Blue-Green deploy Canary style deploy * e.g. Embedded webserver, app configurations, JRE, agents for services packaged as buildpacks C o n t a i n e r
  • 16. Our Charter To provide App Devs with data points to assess overall solution performance and healthProviding App Developers insight into app performance
  • 17. • Near real-time view • Covers 80-90% of the problems • One tool correlates events, logs, metrics • Common set of facts for Dev+Ops • Designed for PCF multi-tenancy • Agentless, no install • Enabled automatically for all applications Immediate Integrated Automated
  • 19. Select an app, watch streaming data
  • 20. 2 weeks of app log storage 2 weeks of detailed container and http start stop metric storage App Log distribution histogram App Event UI improvements Fault tolerance on all storage services Testing and tuning for large ingestion loads v1.2.1 PCF Metrics
  • 22. 22 PCF Metrics 1.2 Architecture
  • 23. Our Journey PCF Metrics v1.0 PCF Metrics v1.1 PCF Metrics v1.2.1 PCF Metrics v1.3 Aggregate Container and HTTP metrics provided for Apps Aggregate Container and HTTP metrics + App events and Logs (24 hour storage) Aggregate Container and HTTP metrics + App events and Logs (2 weeks storage) Aggregate Container and HTTP metrics + App events and Logs (2 weeks storage) TraceID capture and Trace Logs
  • 24. Spring Boot actuator support Expanded event descriptions Additional Log sources * Data exposed as API Continued UX improvements v1.3+ App Developers