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We Built this City 
(Although not this one in particular…) 
Greg Brail, Gary Forrest, and Paul Kim
Overview 
• A little bit about architecture 
• How we monitor at Apigee 
• Some real data 
2
A Little Bit About Architecture
We try to stick to our principles 
within reason 
4
Principle: Eventual Consistency 
5 
Consistency 
Availability 
Partition Tolerance 
Zookeeper
Eventual Consistency Leads to… 
• Better availability 
– Support for multiple regions and data centers 
– No downtime due to hardware or network failures 
– No downtime to replace a component 
• Better scalability 
– Add nodes without downtime 
– Scale horizontally 
6
Single- versus Multi-Tenant 
7 
Single Tenant Multitenant 
Tenant A 
Tenant B 
Tenant C 
Tenant A 
Tenant B 
Tenant C
A Little of Each 
8 
Inbound Routing API Call Processing Data Storage 
Tenant A 
Tenant B 
Tenant C 
Tenant A 
Tenant B 
Tenant C 
Tenant D 
Tenant E 
Tenant D 
Tenant E 
Tenant A 
Tenant B 
Tenant C 
Tenant D 
Tenant E
Everything Should Have an API 
9
Everything Gets Deployed to the Cloud; 
Most Things Get Deployed On- 
Premises 
10
How We Monitor at Apigee
Traditional Monitoring – information silos 
12 
Alerts 
Custom 
Checks 
* Product names for illustrative purposes only. No endorsement 
by Apigee is intended or implied.
A different approach – standard alerts 
13 
standard 
alert 
Custom 
Checks 
Event 
Processor 
* Product names for illustrative purposes only. No endorsement 
by Apigee is intended or implied.
A different approach – standard alerts 
14 
standard 
alert 
Problem Details 
 Host, service, metric 
Actions-to-take 
 Graph 
 Playbook 
 Escalation contact 
Custom 
Checks 
Event 
Processor 
* Product names for illustrative purposes only. No endorsement 
by Apigee is intended or implied.
Monitoring Architecture 
15 
System Being 
Monitored 
Monitoring 
Agent 
Event Stream 
Processing 
Server 
(Real Time Alerting) 
Notification 
IM chat, ticketing system, 
email groups, phone 
Visualization 
Queryable Metrics 
(CloudWatch, API, 
Logs) 
Monitoring 
Agents 
cloud-lb-metrics 
api-curl-agent
Support Ticket History 
16
P1 Incidents Caught by Monitoring 
17
Some Real Data
Sports News API 
19 
When did the 2014 
NFL season start? 
08/29 08/30 08/31 09/01 09/02 09/03 09/04
Online Ticket Business 
20 
Traffic spikes 
before events
US Retailer 
21 
Labor Day Weekend 
Daytime spikes 
and higher on 
weekends
Mobile Application Monitoring 
22 
5-day traffic view 12-hour traffic view
Thank you

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We built this city: Behind the scenes of Apigee Edge

  • 1. We Built this City (Although not this one in particular…) Greg Brail, Gary Forrest, and Paul Kim
  • 2. Overview • A little bit about architecture • How we monitor at Apigee • Some real data 2
  • 3. A Little Bit About Architecture
  • 4. We try to stick to our principles within reason 4
  • 5. Principle: Eventual Consistency 5 Consistency Availability Partition Tolerance Zookeeper
  • 6. Eventual Consistency Leads to… • Better availability – Support for multiple regions and data centers – No downtime due to hardware or network failures – No downtime to replace a component • Better scalability – Add nodes without downtime – Scale horizontally 6
  • 7. Single- versus Multi-Tenant 7 Single Tenant Multitenant Tenant A Tenant B Tenant C Tenant A Tenant B Tenant C
  • 8. A Little of Each 8 Inbound Routing API Call Processing Data Storage Tenant A Tenant B Tenant C Tenant A Tenant B Tenant C Tenant D Tenant E Tenant D Tenant E Tenant A Tenant B Tenant C Tenant D Tenant E
  • 10. Everything Gets Deployed to the Cloud; Most Things Get Deployed On- Premises 10
  • 11. How We Monitor at Apigee
  • 12. Traditional Monitoring – information silos 12 Alerts Custom Checks * Product names for illustrative purposes only. No endorsement by Apigee is intended or implied.
  • 13. A different approach – standard alerts 13 standard alert Custom Checks Event Processor * Product names for illustrative purposes only. No endorsement by Apigee is intended or implied.
  • 14. A different approach – standard alerts 14 standard alert Problem Details  Host, service, metric Actions-to-take  Graph  Playbook  Escalation contact Custom Checks Event Processor * Product names for illustrative purposes only. No endorsement by Apigee is intended or implied.
  • 15. Monitoring Architecture 15 System Being Monitored Monitoring Agent Event Stream Processing Server (Real Time Alerting) Notification IM chat, ticketing system, email groups, phone Visualization Queryable Metrics (CloudWatch, API, Logs) Monitoring Agents cloud-lb-metrics api-curl-agent
  • 17. P1 Incidents Caught by Monitoring 17
  • 19. Sports News API 19 When did the 2014 NFL season start? 08/29 08/30 08/31 09/01 09/02 09/03 09/04
  • 20. Online Ticket Business 20 Traffic spikes before events
  • 21. US Retailer 21 Labor Day Weekend Daytime spikes and higher on weekends
  • 22. Mobile Application Monitoring 22 5-day traffic view 12-hour traffic view

Notes de l'éditeur

  1. When we say “standard alert”… 2 pieces of info. 99% disk example. Not enough context. about the standardize alert context. Describe briefly support flow. So how do we turn events into a standard alert – using Reimann.
  2. Context. How does Riemann help us create standard alerts? Center – all monitoring data goes to central hub. One-directional arrows - Asynchronous event processing. Central location for processing monitoring data streams, which allows us to maximize kinds of alerts. Arbitrary Grouping by tags, advanced alerting criteria. Separate alerting from notification (separation of metric reporting and alert criteria
  3. Going beyond thresholds to windows, thresholds wont catch all anomalous events. Correlation of application and system metrics (ELB and App server metrics) . Additional context to “see” what is behind major traffic changes
  4. Can’t always predict anomalous events.
  5. Short lived spiky traffic.
  6. Daily cycle. Human eating/sleeping patterns.
  7. Context, solving problems. Stakeholders come out.