Extreme Programming meets Real Time Data€¦ · 1 Acme Zombo.com 1 Acme Nyan.cat 1 Brawndo...
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Extreme Programming meets Real Time Data Gel Goldsby & Tom Johnson, Unruly
Transcript of Extreme Programming meets Real Time Data€¦ · 1 Acme Zombo.com 1 Acme Nyan.cat 1 Brawndo...
Extreme Programmingmeets
Real Time Data
Gel Goldsby & Tom Johnson, Unruly
Title position hereYour title sit over itWhen Santa Got Stuck Up The Chimney
Title position hereYour title sit over itWhen Data Got Stuck Up The Chimney
Title position hereYour title sit over itHello. My name is...
Gel GoldsbyReporting and
Data Team Lead
Tom JohnsonSenior Developer
Title position hereYour title sit over itWe Believe In XP
Title position hereYour title sit over itExtreme Programming Values
● Communication
● Simplicity
● Feedback
● Courage
Title position hereYour title sit over itSimplicity
Title position hereYour title sit over itSimplicity
Title position hereYour title sit over itSimplicity
Title position hereYour title sit over itSimplicity
Title position hereYour title sit over itSimplicity
Title position hereYour title sit over itSimplicity
Title position hereYour title sit over itOur Reporting Pipeline
pipelineevents
Title position hereYour title sit over itOur Reporting Pipelines
super duper wizzy pipeline
events
old pipeline
Title position hereYour title sit over itShut It Off!
super duper wizzy pipeline
events
old pipeline
Title position hereYour title sit over itA Closer Look At Our Pipeline
pipelineeventsevents consumer
Title position hereYour title sit over itIt’s Not A Truck, It’s A Series of Tubes
events sequencerparser consumernginx
Title position hereYour title sit over itQueueing with S3
events consumer
S3 S3 S3
parser sequencernginx
Title position hereYour title sit over itQueueing with S3
events consumer
S3 S3 S3
S3 S3 S3
parser sequencernginx
Title position hereYour title sit over itWe Need More Power, Cap’n
events sequencerparser consumernginx
Title position hereYour title sit over it
nginx parser
We Need More Power, Cap’n
events sequencerparser consumernginx
Title position hereYour title sit over it
nginxnginx
parserparser
We Need More Power, Cap’n
events sequencerparser consumernginx
Title position hereYour title sit over it
nginxnginx
nginxparser
parserparser
We Need More Power, Cap’n
events sequencerparser consumernginx
Title position hereYour title sit over itTwo Writes Can Make A Wrong
events sequencerparser consumernginx
Title position hereYour title sit over itTwo Writes Can Make A Wrong
events sequencerparser consumernginx
Title position hereYour title sit over itChristmas was saved!
Title position hereYour title sit over itSimplicity
● Each component does one thing
and does it well
Title position hereYour title sit over itJust Another Report, Right?
● Improving targeting
● Correlate events for same ad call
● Need to join on session id
● Needs disaggregated data
Title position hereYour title sit over itAggregation
Campaign Site
Acme Zombo.com
Acme Zombo.com
Acme Zombo.com
Acme Nyan.cat
Brawndo Zombo.com
Brawndo Nyan.cat
Brawndo Nyan.cat
Title position hereYour title sit over itAggregation
Campaign Site
Acme Zombo.com
Acme Zombo.com
Acme Zombo.com
Acme Nyan.cat
Brawndo Zombo.com
Brawndo Nyan.cat
Brawndo Nyan.cat
Title position hereYour title sit over itAggregation
Campaign Site
Acme Zombo.com
Acme Zombo.com
Acme Zombo.com
Acme Nyan.cat
Brawndo Zombo.com
Brawndo Nyan.cat
Brawndo Nyan.cat
Title position hereYour title sit over itAggregation
Count Campaign Site
1 Acme Zombo.com
1 Acme Zombo.com
1 Acme Zombo.com
1 Acme Nyan.cat
1 Brawndo Zombo.com
1 Brawndo Nyan.cat
1 Brawndo Nyan.cat
Title position hereYour title sit over itAggregation
Count Campaign Site
3 Acme Zombo.com
1 Acme Nyan.cat
1 Brawndo Zombo.com
2 Brawndo Nyan.cat
Title position hereYour title sit over itAggregation
Count Campaign Site Lots More
3 Acme Zombo.com ... ...
1 Acme Nyan.cat ... ...
1 Brawndo Zombo.com ... …
2 Brawndo Nyan.cat ... ...
Title position hereYour title sit over itLots of buckets
Title position hereYour title sit over itMicro-Aggregations
● Roughly 20k events per second
● Batched: window size 20s
● x7 reduction factor
● Reduces writes to db
Title position hereYour title sit over itMake America Aggregate Again
● Daily● From ~800 million events● Compacts to ~2 million rows● 400x reduction● Reduces disk usage● Speeds up queries
Title position hereYour title sit over itQuerying data
view
historic data today’s data
userquery
Title position hereYour title sit over itAggregatable facts
Campaign Site
Acme Zombo.com
Acme Zombo.com
Acme Zombo.com
Acme Nyan.cat
Brawndo Zombo.com
Brawndo Nyan.cat
Brawndo Nyan.cat
Title position hereYour title sit over itAdd in session ids
Campaign Site Session Id
Acme Zombo.com Wo5Meiri
Acme Zombo.com Xotaipu6
Acme Zombo.com Xu1goor7
Acme Nyan.cat eVai6OhS
Brawndo Zombo.com oiMoo7Du
Brawndo Nyan.cat aiSh1eej
Brawndo Nyan.cat rae8ieY5
Title position hereYour title sit over itDoes not aggregate well
Campaign Site Session Id
Acme Zombo.com Wo5Meiri
Acme Zombo.com Xotaipu6
Acme Zombo.com Xu1goor7
Acme Nyan.cat eVai6OhS
Brawndo Zombo.com oiMoo7Du
Brawndo Nyan.cat aiSh1eej
Brawndo Nyan.cat rae8ieY5
Title position hereYour title sit over itWhat next?
Title position hereYour title sit over itWhat next? Spikes!
Title position hereYour title sit over itBig Data!
Title position hereYour title sit over itBig data: big choices
● Many options● Available documentation was:
○ Academic○ Evangelical○ Naive/Trivial
Title position hereYour title sit over itSpark!
Title position hereYour title sit over itBig data: big costs
● Infrastructure
● Language (Scala)
● Incompatible with current approach
● Performance tradeoffs
Title position hereYour title sit over itWhy we could step away
● Understood our data better
● Underestimated costs
● We know our code
● We can change our code
Title position hereYour title sit over itFeedback
● Regular retrospectives
● Shared understanding of “research”
● Shared understanding of value
Title position hereYour title sit over itCourage
● Not afraid to try new things
● Not afraid to change direction
● Not lured by what we “ought” to do
Title position hereYour title sit over itThe Shape of our Data
Title position hereYour title sit over itThe Shape of our Data
Disaggregated
Title position hereYour title sit over itThe Shape of our Data
Disaggregated
Unsampled
Title position hereYour title sit over itThe Shape of our Data
Disaggregated
Unsampled
Real Time
Title position hereYour title sit over itProgrammatic Pacing
Disaggregated
Unsampled
Real Time
Title position hereYour title sit over itOperational Debugging
Disaggregated
Unsampled
Real Time
Title position hereYour title sit over itAuction Data
Disaggregated
Unsampled
Real Time
Title position hereYour title sit over itAdvertising 101
user loads page
paymentsauctionad call user interaction
Title position hereYour title sit over itFunnel of data
user loads page
paymentsauctionad call user interaction
Title position hereYour title sit over itPipelines to match data shape
user loads page
paymentsauctionad call user interaction
Title position hereYour title sit over itOur Actual Reporting Pipelines
payments pipeline
events
ad call pipeline
user interaction pipeline
auction pipeline
Title position hereYour title sit over itWhen We Get Overloaded...
payments pipeline
events
ad call pipeline
user interaction pipeline
auction pipeline
Title position hereYour title sit over itWhen We Get Overloaded...
payments pipeline
events
ad call pipeline
user interaction pipeline
auction pipeline
Title position hereYour title sit over itWhen We Get Overloaded...
payments pipeline
events
ad call pipeline
user interaction pipeline
auction pipeline
Title position hereYour title sit over itEnsuring real time performance
Title position hereYour title sit over itEnsuring real time performance
Title position hereYour title sit over itCommunication
● How data was used● Performance requirements
○ What was needed○ What wasn’t needed○ Hard vs soft requirements
Title position hereYour title sit over itSimplicity
● Green cards
● 10 pair-days total
● Incremental
● Separable
Title position hereYour title sit over itLet's talk about our databases
Title position hereYour title sit over itRow-based database
Column A Column B Column C Column D Column E
Title position hereYour title sit over itRow-based database
Column A Column B Column C Column D Column E
Title position hereYour title sit over itColumnar database
Column A Column B Column C Column D Column E
Title position hereYour title sit over itRow-based database
Column A Column B Column C Column D Column E
Title position hereYour title sit over itColumnar database
Column A Column B Column C Column D Column E
Title position hereYour title sit over itVectorwise or Postgres?
Title position hereYour title sit over itQuery-based routing
apiuserquery
VectorwisePostgres
Title position hereYour title sit over itQuery-based routing
apiuserquery
VectorwisePostgres
Title position hereYour title sit over itQuery-based routing
apiuserquery
VectorwisePostgres
Title position hereYour title sit over itConclusion
Title position hereYour title sit over itConclusion
● Simplicity
● Communication
● Feedback
● Courage
Title position hereYour title sit over itThank you!
Title position hereYour title sit over itQuestions?
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