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@samnewman#geecon
Surfing The Event Stream
Sam Newman
ThoughtWorks
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Operational Data
Sunday, 21 July 13
@samnewman#geecon
Operational Data
CPU
Sunday, 21 July 13
@samnewman#geecon
Operational Data
CPU
Memory Use
Sunday, 21 July 13
@samnewman#geecon
Operational Data
CPU
Memory Use
Threads
Sunday, 21 July 13
@samnewman#geecon
Operational Data
CPU
Disk IO
Memory Use
Threads
Sunday, 21 July 13
@samnewman#geecon
Collection & Display
• sar
• syslog
• collectd
• syslog-ng
• nagios
• ganglia
Sunday, 21 July 13
@samnewman#geecon
Server
Server
Server
Server
Sunday, 21 July 13
@samnewman#geecon
Server
Server
Server
Server
Sunday, 21 July 13
@samnewman#geecon
Server
Server
Server
Server
Sunday, 21 July 13
@samnewman#geecon
Server
Server
Server
Server
Sunday, 21 July 13
@samnewman#geecon
Business Data
Sunday, 21 July 13
@samnewman#geecon
Business Data
Orders Placed
Sunday, 21 July 13
@samnewman#geecon
Business Data
Orders Placed
Revenue
Sunday, 21 July 13
@samnewman#geecon
Business Data
Orders Placed
Revenue
Fraud Cases
Sunday, 21 July 13
@samnewman#geecon
Business Data
Orders Placed
Bounce Rate
Revenue
Fraud Cases
Sunday, 21 July 13
@samnewman#geecon
How did we handle
them?
• Google Analytics
• Data Warehouse Systems
• Log files!
Sunday, 21 July 13
@samnewman#geecon
Something Happened!
Sunday, 21 July 13
@samnewman#geecon
Something Happened!
What Should We Do?
Sunday, 21 July 13
@samnewman#geecon
Something Happened!
What Should We Do?
Sunday, 21 July 13
@samnewman#geecon
Something Happened!
What Should We Do?
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
http://blog.jgc.org/2006/05/what-slashdot-effect-looks-like.html
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Fast
Sunday, 21 July 13
@samnewman#geecon
Fast
And Easy...
Sunday, 21 July 13
@samnewman#geecon
Fast
And Easy...
At Scale
Sunday, 21 July 13
@samnewman#geecon
Aggregation Is Key
Sunday, 21 July 13
@samnewman#geecon
Mark McGranaghan: "Logs as Data"
http://blip.tv/clojure/mark-mcgranaghan-logs-as-data-5953857
Sunday, 21 July 13
@samnewman#geecon
Paul Ingles: "Users as Data"
http://vimeo.com/45136211
Sunday, 21 July 13
@samnewman#geecon
Log Stash + Graylog2
Sunday, 21 July 13
@samnewman#geecon
Log Stash + Graylog2
Sunday, 21 July 13
@samnewman#geecon
Log Stash + Graylog2
Sunday, 21 July 13
@samnewman#geecon
Log Stash + Graylog2
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Graphite
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
www01.cpuUsage 42 1286269200
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
???
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Graphite
Sunday, 21 July 13
@samnewman#geecon
Graphite
Server
collectd
Sunday, 21 July 13
@samnewman#geecon
Graphite
AppServer
collectd
Sunday, 21 July 13
@samnewman#geecon
Graphite
App
Server
Server
collectd
Sunday, 21 July 13
@samnewman#geecon
Graphite
App
Server
Server
collectd Yammer Metrics
Sunday, 21 July 13
@samnewman#geecon
Graphite
App
Server
Server
collectd Yammer Metrics
Sunday, 21 July 13
@samnewman#geecon
Volume!
Sunday, 21 July 13
@samnewman#geecon
Aggregation!
Sunday, 21 July 13
@samnewman#geecon
www01.cpuUsage 42 1286269200
Sunday, 21 July 13
@samnewman#geecon
orderplaced 1 1286269200
Sunday, 21 July 13
@samnewman#geecon
orderplaced 1 1286269200
orderplaced 1 1286269200
Sunday, 21 July 13
@samnewman#geecon
orderplaced 1 1286269200
orderplaced 1 1286269200
orderplaced = 1
Sunday, 21 July 13
@samnewman#geecon
StatsD
Sunday, 21 July 13
@samnewman#geecon
Counters
ordersplaced:1|c
Sunday, 21 July 13
@samnewman#geecon
timings
orderduration:140|ms
Sunday, 21 July 13
@samnewman#geecon
StatsD
Client Client
Graphite
Sunday, 21 July 13
@samnewman#geecon
StatsD
Client Client
Graphite
Sunday, 21 July 13
@samnewman#geecon
StatsD
Client Client
Graphite
Sunday, 21 July 13
@samnewman#geecon
Riemann
Sunday, 21 July 13
@samnewman#geecon
Riemann
Sunday, 21 July 13
@samnewman#geecon
Riemann
Sunday, 21 July 13
@samnewman#geecon
Riemann
Sunday, 21 July 13
@samnewman#geecon
Riemann
Client Client
Graphite
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
(service "api req")
(percentiles 5 [0.5 0.95 0.99] index))
Sunday, 21 July 13
@samnewman#geecon
(service "api req")
(percentiles 5 [0.5 0.95 0.99] index))
Sunday, 21 July 13
@samnewman#geecon
(def tell-ops
(rollup 5 3600 (email "ops@vonbraun.mil")))
(streams
(where (state "critical") tell-ops))
Sunday, 21 July 13
@samnewman#geecon
(let[client (tcp-client :host "aggregator")]
(by [:host :service]
(changed :state
(forward client))))
Sunday, 21 July 13
@samnewman#geecon
Riemann
Server
Client Client
Sunday, 21 July 13
@samnewman#geecon
Riemann
Server
Client Client
Riemann
Server
Client Client
Sunday, 21 July 13
@samnewman#geecon
Riemann
Server
Client Client
Riemann
Server
Client Client
Riemann
Server
Sunday, 21 July 13
@samnewman#geecon
So What Do We Have?
Sunday, 21 July 13
@samnewman#geecon
Server Server
Graphite
Graylog 2
Server
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Server Server
Graphite Graylog 2Dashboard
A
Dashboard
B
Dashboard
C
Server
Sunday, 21 July 13
@samnewman#geecon
Server Server
StatsD/
Riemann
Graylog 2
Graphite
Dashboard
A
Dashboard
B
Dashboard
C
Sunday, 21 July 13
@samnewman#geecon
http://shopify.github.io/dashing/
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Data is lost!
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Data is lost!
Sunday, 21 July 13
@samnewman#geecon
Real-time metrics
requires upfront
knowledge
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Lossless
Event Store
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Lossless
Event Store
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Lossless
Event Store
Hadoop
HBase
Cassandra
Sunday, 21 July 13
@samnewman#geecon
Riemann
Server
Client Client
Sunday, 21 July 13
@samnewman#geecon
Riemann
Server
Client Client
Lossless
Event Store
Sunday, 21 July 13
@samnewman#geecon
Event Sourcing
Sunday, 21 July 13
@samnewman#geecon
But...
Sunday, 21 July 13
@samnewman#geecon
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
Lossless
Event Store
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
Can I have one view?
Lossless
Event Store
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
http://nathanmarz.com/
Sunday, 21 July 13
@samnewman#geecon
Lossless
Event Store
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
Lossless
Event Store
Realtime
Aggregator
Sunday, 21 July 13
@samnewman#geecon
Lossless
Event Store
Realtime
Aggregator
Up to date, but only
for a small window
Sunday, 21 July 13
@samnewman#geecon
Lossless
Event Store
Realtime
Aggregator
Consistent,
but out of date
Up to date, but only
for a small window
Sunday, 21 July 13
@samnewman#geecon
Lossless
Event Store
Realtime
Aggregator
Unified
Query
Consistent,
but out of date
Up to date, but only
for a small window
Sunday, 21 July 13
@samnewman#geecon
Lossless
Event Store
Realtime
Aggregator
Lambda Architecture
Unified
Query
Consistent,
but out of date
Up to date, but only
for a small window
Sunday, 21 July 13
@samnewman#geecon
The Future?
Sunday, 21 July 13
@samnewman#geecon
Server Server
Aggregating
Relay
Graphite
Graylog 2
Hadoop
Sunday, 21 July 13
@samnewman#geecon
Server Server
Aggregating
Relay
Graphite
Graylog 2
Hadoop
Unified
Query
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
AllYour Data
Sunday, 21 July 13
@samnewman#geecon
AllYour Data
In Realtime
Sunday, 21 July 13
@samnewman#geecon
AllYour Data
In Realtime
Sunday, 21 July 13
@samnewman#geecon
Sunday, 21 July 13
@samnewman#geecon
Find and free your data
Sunday, 21 July 13
@samnewman#geecon
Find and free your data
Start simple
Sunday, 21 July 13
@samnewman#geecon
Find and free your data
Start simple
Create different views for different
stakeholders
Sunday, 21 July 13
@samnewman#geecon
Find and free your data
Start simple
Create different views for different
stakeholders
Don’t be scared of real-time!
Sunday, 21 July 13
@samnewman#geecon
Thanks!
snewman@thoughtworks.com
@samnewman
Sunday, 21 July 13

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Surfing the event stream