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Patterns for Deploying Analytics in the
Real World
Sriskandarajah Suhothayan
Associate Director / Architect,
WSO2
What’s Analytics ?
Problems to think about
• Can it handle my load ?
• How costly it is ?
• Agility ?
• Adaptability ?
• Can it analyse 3rd
party systems ?
• etc ...
Where to start ?
Where to start ?
• Think Big !
Where to start ?
• Think Big !
But...
• Start simple !
• Eat Your Own Dog Food
• Analyse what you already have
Step 1 :
Find Data Inside Your Organisation...
Collect Data Internally
• Don’t worry about
– Data formats
– Data sources
– Platforms
– Protocols
Start with WSO2 DAS
it has a unified data capturing framework !
Deployment for Data Collection
Step 2 :
Understand how things have been ...
Deployment for Interactive & Batch Analytics …
• Enable Searchability
– Full text search
– Drill down search
• See what has happened
– Summarise the Data
– Understand patterns and behaviors
Deployment for Interactive & Batch Analytics …
• Enable Searchability
– Full text search
– Drill down search
• See what has happened
– Summarise the data
– Understand patterns and behaviors
• Simple Deployment
– 2 Nodes
– Use RDBMS to store the data
Deployment for Interactive & Batch Analytics
2 Node
Deployment
Step 3 :
Keep informed ...
Deployment for Realtime Analytics
• Keep informed
– Dashboard
– Alerts
– Feedback loops
Deployment for Realtime Analytics
• Keep informed
– Dashboard
– Alerts
– Feedback loops
• High Availability
– Zero downtime
– Zero data loss
Realtime High Availability Deployment
Minimum 2 nodes
Max throughput == 1 Node throughput
Deployment for Communicating & Alerting
Legacy & Internal
Services
Step 4 :
Think ahead ...
Deployment for Predictive Analytics
1 Node of WSO2 ML 1 Node of WSO2 ML
Minimum High Availability Deployment
All you need a
2 Node
Deployment
Step 5 :
Expanding as a Connected Business …
Deployment for Exposing Data to 3rd Parties
HTTP
Utilize API Analytics !
Analyse Business with API Analytics
• APIs involved
• Who invokes the APIs
• Extract business information from
– Payloads
– Resources URIs
Monetize APIs !
Step 6 :
Scale with your Data ...
Scaling Analytics Deployment… The Changes !
• Realtime
– Supported by Apache Storm
• For High Memory Requirement or CPU Intensive Processing
– No query changes
• Batch
– Move from RDBMS to HBase/Cassandra
• WSO2 DAS have a Data Abstraction Layer
• Independent of underlying Data Store
Seamless migration :)
Realtime Scalable Deployment ...
Event Processing
offloaded to
Siddhi Running on
Apache Storm
Seamlessly :)
Realtime Scalable Deployment
Apache Storm Cluster + N CEP nodes
Deployment for Scalable Data Analytics
Minimum 8 Nodes
Deployment
(+ Storm if needed)
Step 7 :
Sense the world around you ...
Deployment of Analytics at the Edge
Analytics on the Edge
with WSO2 Siddhi
Push
Analytics Life Cycle
Predefined analytics
• Bundled as CApps
• Allows migration and continues integration
Dev → Test → Preprod → Prod
Analytics on Production Environment
• Interactive Analytics
• Personalizing Dashboards
• Customised Alerts
Deployment Management
WSO2 Servers are already puppetized !
Less configuration hazard for Devops
https://github.com/wso2/puppet-modules
Summary
• Start small and scale as you grow
• Minimum HA Deployment
– 2 Nodes
• Fully Distributed Deployment
– 8+ Nodes
– Scale based on need, horizontally and vertically
• Analyser, Indexer, Receiver,
Realtime (With Apache Storm), Dashboard
• Use puppet to manage deployment
Start analysing data today
for a better tomorrow !
Thank You!
#WSO2ConEU
Share your feedback this session
wso2con.com/app

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