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Counters for real-time statistics

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Edward Capriolo
Edward Capriolo

Using counters in Apache Cassandra for real time statistics.

TechnologieBusiness
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Counters for real-time statistics Aug 2011
Quick Cassandra storage primer
Standard columns ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Counter columns ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Counters combine powers with: ,[object Object],[object Object],[object Object],[object Object],And you get:
Other ways to collect and report ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example data set ,[object Object],[object Object],[object Object],[object Object],[object Object]
“ Query” one: hit count bucket by minute ,[object Object],[object Object],[object Object],[object Object]
“ Query” two: resources consumed by user per hour ,[object Object],[object Object],[object Object]
Turn a record line into a pojo ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
writeRecord() Method ,[object Object],[object Object],[object Object],[object Object]
“ Query” 1 page counts by minute ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
“ Query” 2 usage by users per hour ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
How this works
Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
More Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Recap ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Questions? Full code at: http://www.jointhegrid.com/highperfcassandra/?cat=7

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Counters for real-time statistics

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  1. OrbServ is our primary application for both indentifying both Action Takers and collecting mapping data from our partners. When OrbServ sees a user it scores the browser into any applicable offers using the content we’ve observed them interacting with to expand the the marketers audience to include their closest network neighbors. In addition to tracking browser interactions, OrbServ is the mechanism by which we re-direct browsers to data and exchange partners to identify them for further interactions. For example, this is how we let RightMedia know that we are interested in purchasing impressions for a particular browser.