Real-time visitor analysis with Couchbase and Elastichsearch

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Real-time visitor analysis with Couchbase and Elasticsearch Jeroen Reijn | @jreijn | #nosql13 follow the Hippo trail

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follow the Hippo trail NoSQL Matters 2013 About me Jeroen Reijn Software engineer Hippo @jreijn http://blog.jeroenreijn.com

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follow the Hippo trail NoSQL Matters 2013 About Hippo

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto Visitor Analysis

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto

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follow the Hippo trail NoSQL Matters 2013 Journey based Targeting

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto How we analyse visitors @ Hippo

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follow the Hippo trail NoSQL Matters 2013 Registration Visitor - entity making HTTP requests Collector - records data about a visitor or his behaviour Example: location collector (GeoIPCollector) Targeting Data - all data about a speciﬁc visitor Example: IP address is located in Amsterdam

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follow the Hippo trail NoSQL Matters 2013 Matching Characteristic - a type of fact about visitors Example: "comes from a city", "experiences a type of weather" Target Group - the speciﬁcation of a Characteristic Example: "comes from a European city", "comes from Amsterdam" Persona - one or more target groups that describe a certain type of visitor Example: "Jim, the European urban consumer", "Alice, the Pet owner"

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follow the Hippo trail NoSQL Matters 2013 What do we store? Request log ! Targeting data ! Statistics Averages, e.g. how many visitors became which persona

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follow the Hippo trail NoSQL Matters 2013 Real-time analysis

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follow the Hippo trail NoSQL Matters 2013 How about YOU? • Do you analyse your visitors? • Do you do it ‘real- time’?

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto Architecture

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follow the Hippo trail NoSQL Matters 2013 RDBMS Hippo Delivery Tier Hippo Repository App server XML JSON (X)HTML

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follow the Hippo trail NoSQL Matters 2013 Delivery Tier URL Matching Fetch content Compose output Request Response

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follow the Hippo trail NoSQL Matters 2013 Delivery Tier URL Matching Collect data Compose output Request Response Fetch content Scoring

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto Scaling

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follow the Hippo trail NoSQL Matters 2013 RDBMS Hippo Delivery Tier Hippo Repository App server Hippo Delivery Tier Hippo Repository App server Scaling out

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follow the Hippo trail NoSQL Matters 2013 RDBMS Delivery Tier Repository App server Delivery Tier Repository App server Scaling out Targeting Datastore

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto What kind of storage?

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto Writer Single write Datastore Several reads Typical Data Access Pattern

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follow the Hippo trail NoSQL Matters 2013 Analytics Data Access Pattern Writers Datastore Single read Several writes CMS user

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follow the Hippo trail NoSQL Matters 2013 Targeting Data Access Pattern Visitors Datastore Single read Several writes Several reads CMS user

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follow the Hippo trail NoSQL Matters 2013 Distributed Cache

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto Requirements change!

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto NoSQL ?

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follow the Hippo trail NoSQL Matters 2013 Suitable types • Key-value store • Document database • Column oriented store

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follow the Hippo trail NoSQL Matters 2013 Assessment Criteria Maturity Data model Consistency model Performance Replication Caching model Query model Monitoring Scalability Reliability Support

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follow the Hippo trail NoSQL Matters 2013 Selection Criteria • Performance • Scalability • Schema ﬂexibility • Simplicity

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto Couchbase

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follow the Hippo trail NoSQL Matters 2013 Why Couchbase? • Drop-in replacement for memcached • Read/Write-through cache • High throughput • Easily scalable • Schema ﬂexibility • Low latency

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follow the Hippo trail NoSQL Matters 2013 Couchbase • Open Source • Document-oriented • Easy Scalable • Consistent High Performance • Apache licensed

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follow the Hippo trail NoSQL Matters 2013 Performance • Object managed cache • Write Queue to disk

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follow the Hippo trail NoSQL Matters 2013 Easy scalable • Auto sharding • Cross cluster replication (XDCR) • Master - Master replication

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follow the Hippo trail NoSQL Matters 2013 Flexible data model • Native JSON support • Incremental Map Reduce • Gives power to the developer

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto How we run Couchbase @ Hippo

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follow the Hippo trail NoSQL Matters 2013 Load Balancer Database cluster Hippo Delivery Tier Couchbase cluster •Request log data •Targeting data •Statistics data

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follow the Hippo trail NoSQL Matters 2013 Analysis capabilities • Querying via views • Secondary indexes via views • Views based on Map - Reduce • Limited ad-hoc query capabilities

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follow the Hippo trail NoSQL Matters 2013 Elasticsearch • Apache Lucene • Designed to be distributed • Schema free • Apache license • RESTful API

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follow the Hippo trail NoSQL Matters 2013 Added value • Unstructured search • Structured search • Faceted search • Geo spatial search • Combinate all • All in (near) real-time

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follow the Hippo trail NoSQL Matters 2013 Couchbase Server Cluster Elasticsearch Server Cluster Hippo Delivery Tier Java API Write Read Couchbase Transport plugin Replication XDCR Read / Query

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto What’s Next?

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follow the Hippo trail NoSQL Matters 2013 Advanced analytics

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto { Demo }

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follow the Hippo trail NoSQL Matters 2013 OneHippo @ Goto ! Thanks! ! [email protected] @jreijn www.onehippo.com