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Ingesting click data for analytics
AWS Summit Keynote - Milan April 14° 2016 By Francesco Furiani, C.T.O. @ClickMeter
ClickMeter
▪ Take control of marketing links and maximize conversion rates
▪ Tool to monitor, compare and optimize all their links in one place
▪ 100k+ customers
▪ Getting events for customers from 10 to 3,000 req/sec
▪ Parse all of those 
Getting the data
▪ ClickMeter receives data anytime someone:
▪ Clicks on our links
▪ Views our pixels
▪ Our customers use links/pixels:
▪ Inside a famous app the day of the big release ✔
▪ Advertising on an extremely big video portal ✔
▪ A tiny travel blog ✔
▪ A physical device for advertising ✔
The challenge
These types of situations are not really predictable
▪ Unless the customer informs us beforehand (unlikely to happen)
We need to:
▪ Scale up (customers get angry in the case of errors or data not showing)
▪ Parse data to show to the customers for better insight (they love it)
▪ Do it as fast as possible
▪ Do it as cheap as possible
How to do it
Or how we thought to do it…
We obviously need some edge servers to keep answering to those HTTP events
▪ Beanstalk
We need to write this stuff somewhere
▪ Beanstalk, Kinesis, SQS, DynamoDB
We need to parse/enrich this data (either at realtime, either in batch)
▪ Kinesis + ReactoKinesix, Pipeline + EMR, S3
SQS + Kinesis + DynamoDB
• Events
SQS
• Preprocessing
Kinesis
• Postprocessing
• DynamoDB
Pipeline
Pipeline + EMR
Benefits
▪ Architecture is pretty much scalable via CloudWatch Metrics and Scaling Groups
▪ Customers are happy and they bring more customers
▪ More incoming data, means a better way for us to research and deliver more
insights
▪ Sleep at night or as they say in tech «High Availability»
Benefits
▪ AWS take care of some operations that would require a dedicated DevOps
▪ We’re faster in delivering new features
▪ Also it gives us the possibility to scale up without increasing (much) the IT budget
▪ We don’t need to buy machines in advance to scale when I receive a peak
▪ Route53 + ELB are very helpful in making our customers have the best
experience
▪ Services and Instances can go down but they get replaced/rerouted easily
Future plans on AWS
▪ EMR + Spark
▪ Better than plain Hadoop, waiting for PIG on Spark compatibility
▪ DynamoDB Streams + Lambda
▪ Seems a very nice integration to explore
▪ AWS Machine Learning (prototypes to be ported upon)
▪ Better data insight
Thank you
Any questions?
Twitter: @clickmeter

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Click Meter AWS Summit 2016

  • 1. Ingesting click data for analytics AWS Summit Keynote - Milan April 14° 2016 By Francesco Furiani, C.T.O. @ClickMeter
  • 2. ClickMeter ▪ Take control of marketing links and maximize conversion rates ▪ Tool to monitor, compare and optimize all their links in one place ▪ 100k+ customers ▪ Getting events for customers from 10 to 3,000 req/sec ▪ Parse all of those 
  • 3. Getting the data ▪ ClickMeter receives data anytime someone: ▪ Clicks on our links ▪ Views our pixels ▪ Our customers use links/pixels: ▪ Inside a famous app the day of the big release ✔ ▪ Advertising on an extremely big video portal ✔ ▪ A tiny travel blog ✔ ▪ A physical device for advertising ✔
  • 4. The challenge These types of situations are not really predictable ▪ Unless the customer informs us beforehand (unlikely to happen) We need to: ▪ Scale up (customers get angry in the case of errors or data not showing) ▪ Parse data to show to the customers for better insight (they love it) ▪ Do it as fast as possible ▪ Do it as cheap as possible
  • 5. How to do it Or how we thought to do it… We obviously need some edge servers to keep answering to those HTTP events ▪ Beanstalk We need to write this stuff somewhere ▪ Beanstalk, Kinesis, SQS, DynamoDB We need to parse/enrich this data (either at realtime, either in batch) ▪ Kinesis + ReactoKinesix, Pipeline + EMR, S3
  • 6. SQS + Kinesis + DynamoDB • Events SQS • Preprocessing Kinesis • Postprocessing • DynamoDB Pipeline
  • 8. Benefits ▪ Architecture is pretty much scalable via CloudWatch Metrics and Scaling Groups ▪ Customers are happy and they bring more customers ▪ More incoming data, means a better way for us to research and deliver more insights ▪ Sleep at night or as they say in tech «High Availability»
  • 9. Benefits ▪ AWS take care of some operations that would require a dedicated DevOps ▪ We’re faster in delivering new features ▪ Also it gives us the possibility to scale up without increasing (much) the IT budget ▪ We don’t need to buy machines in advance to scale when I receive a peak ▪ Route53 + ELB are very helpful in making our customers have the best experience ▪ Services and Instances can go down but they get replaced/rerouted easily
  • 10. Future plans on AWS ▪ EMR + Spark ▪ Better than plain Hadoop, waiting for PIG on Spark compatibility ▪ DynamoDB Streams + Lambda ▪ Seems a very nice integration to explore ▪ AWS Machine Learning (prototypes to be ported upon) ▪ Better data insight

Notas del editor

  1. https://docs.google.com/document/d/1LLAWMsiCzWhpNzXMjuxcOqeanL1NertriDA6KQtMIrQ/edit#