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11
©2015 Talend Inc.©2015 Talend Inc.
Delivering Real Time Analytics in One Click
Benjamin Boutros – Talend
bboutros@talend.com
22
Connecting the Data-Driven Enterprise
Data-Driven companies…
• 23 times greater customer acquisition
• 6 times greater customer retention
• 19 times more profitability
33
Connecting the data driven enterprise with
Information
as an asset
44
So you’re getting ready for rolling-out
your data lake
55
But will this finally meet the promises
of analytics ?
In most companies, fewer than 10% employees have access to BI and analytic systems.
66
Of course you can leverage data discovery,
dataviz and predictive analysis
77
Source: September 20, 2011, “Understanding The Business Intelligence Growth Opportunity” Forrester report
But the scope and reach of Analytics has expanded
NOW
88
What you need to design is a data refinery
99
BI as we believe it should goThe three new dimensions of analytics
Build an agile and manageable
data integration layer
From dashboard to analytical application
Predictive analytics and machine learning
Embed analytics in your operational
processes
Provisioning
the data
Designing the
System of
insights
Operationalize
Your analytics
BigData
integration
BigData
Analytics
DataInte-
gration&
preparation
1010
Build an agile and manageable integration layer
Data
Inventory
Data
Prepa-
ration
Master
Data
Mgmt.
Data
Integra-
tion
Create your data
catalog.
Profile the Data.
Augment and connect.
Productize the
Data flows
Sanction the Data.
Share and monitor.
1111
Big data and Open source is opening new horizons for data scientists
Designing the system of insights
• Data scientist role is finally recognized as a must to success in analytics
• Democratization of Analytics/machine learning technologies
- Open source tools : Rapid Miner, Knime, R …
- Cloud based machine learning platforms : Google Prediction API, Azure ML, Amazon
ML…
- Larger range of options of high end solutions: Blue Yonder, Watson, SAS, BigML…
• Better options to operationalizing analytics, rather than use it mostly on an
ad-hoc basis
- Run the model in place and schema on-read, where the Big Data is with Hadoop
- Robust options for deploying models are now emerging (Mahout, Spark ML)
1212
Operationalize your analytics
Enterprise Apps
Market Data
Sensors
Logs
Digital applications
Data Integration
Real time Data
& application
integration
Data warehouse
& marts
Ad hoc analysis
& mining
Repoting
Data
Lake
Data profiling
& preparation
Data
Discovery
Data
modeling
TheData
Lab
TheData
Factory
Data
Hub
Data
flows
Predictions
& prescriptions
Embedded
analytics
1313
Easiest and Most Powerful Integration Solution for Big Data
Introducing Talend Big Data
1414
Future-Proof Architecture
ETL
Day-to-day
integration
ELT
DW Appliance
CAMEL
Message
Transformation
HADOOP
Highly
Scalable
1515
Simplify Real-Time Big Data
100x
performance increase
< 1 sec
response
Address new use cases
(last minute defense, dynamic pricing, real-time fraud
detection, CEP, etc.)
New components for streaming data
1616
Spark integration in Talend Studio
Apache
• Technical Preview
• Machine learning components
require a Talend Big Data Platform
license
• Implementation of Spark, ML LIB
and Spark Streaming API
• 17 Components for data
integration
- Data integration : Load, Connection,
Sample, FilterRow, FilterColumns,
Normalize, Union, Replicate,
Aggregate, Sort, Join, Uniq, Log,
Store
- Machine learning and Data Quality:
Sample, ALS Model, Recommend
"Don't assume you can easily port existing applications to Spark from another
data-processing model, like MapReduce. Moving to Spark means a complete
reimplementation, and the potential benefits must outweigh that cost. "
Nick Heudecker - Gartner
1717
Otto Optimizes Pricing & Stock
A company that’s doing everything right
Challenge:
• Ever increasing Big Data velocity
• Many last minute cart abandonments
• Hard to optimize pricing
Why Talend:
• Is the central integration tool within their Business
Intelligence (BI) organization.
• Integrates clickstreams from last 6 months
Value:
• Leftover merchandise reduced by 20%
• Can predict abandoned shopping cart in real-time with a 90%
accuracy
• Performs dynamic pricing
1818
Demonstration
Key capabilities
• Drives the learning process by integrating data in
Hadoop and launch the MLlib learning process
• Drives the recommendation process by ingesting
demographics data into the engine, and integrating
the output into any application or data target.
Business Benefits
• Hides the underlying complexity of Hadoop and
Spark
• Easily embed machine learning into any
application or data target
• Machine learning with precision and at scale
• Predictive analysis for the rest of us
Demographics data Big Data
tSparkALSModel
tSparkRecommend
Test
Run
Training data
1919
Start now with the Talend Big Data Sandbox
Virtual Image installed with
• Multiple scenarios for you to try:
- Clickstream data
- Twitter sentiment
- Apache weblogs
- ETL Offload
- Recommendations
through Spark
Machine Learning
Download your Free Talend Big Data Sandbox today!
http://www.talend.com/talend-big-data-sandbox
2020
©2015 Talend Inc.©2015 Talend Inc.
Delivering Real Time Analytics in one click
Jean-Michel Franco - @jmichel_franco
Mark Balkenende - @MarkBalk

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Big Data Expo 2015 - Talend Delivering Real Time

  • 1. 11 ©2015 Talend Inc.©2015 Talend Inc. Delivering Real Time Analytics in One Click Benjamin Boutros – Talend bboutros@talend.com
  • 2. 22 Connecting the Data-Driven Enterprise Data-Driven companies… • 23 times greater customer acquisition • 6 times greater customer retention • 19 times more profitability
  • 3. 33 Connecting the data driven enterprise with Information as an asset
  • 4. 44 So you’re getting ready for rolling-out your data lake
  • 5. 55 But will this finally meet the promises of analytics ? In most companies, fewer than 10% employees have access to BI and analytic systems.
  • 6. 66 Of course you can leverage data discovery, dataviz and predictive analysis
  • 7. 77 Source: September 20, 2011, “Understanding The Business Intelligence Growth Opportunity” Forrester report But the scope and reach of Analytics has expanded NOW
  • 8. 88 What you need to design is a data refinery
  • 9. 99 BI as we believe it should goThe three new dimensions of analytics Build an agile and manageable data integration layer From dashboard to analytical application Predictive analytics and machine learning Embed analytics in your operational processes Provisioning the data Designing the System of insights Operationalize Your analytics BigData integration BigData Analytics DataInte- gration& preparation
  • 10. 1010 Build an agile and manageable integration layer Data Inventory Data Prepa- ration Master Data Mgmt. Data Integra- tion Create your data catalog. Profile the Data. Augment and connect. Productize the Data flows Sanction the Data. Share and monitor.
  • 11. 1111 Big data and Open source is opening new horizons for data scientists Designing the system of insights • Data scientist role is finally recognized as a must to success in analytics • Democratization of Analytics/machine learning technologies - Open source tools : Rapid Miner, Knime, R … - Cloud based machine learning platforms : Google Prediction API, Azure ML, Amazon ML… - Larger range of options of high end solutions: Blue Yonder, Watson, SAS, BigML… • Better options to operationalizing analytics, rather than use it mostly on an ad-hoc basis - Run the model in place and schema on-read, where the Big Data is with Hadoop - Robust options for deploying models are now emerging (Mahout, Spark ML)
  • 12. 1212 Operationalize your analytics Enterprise Apps Market Data Sensors Logs Digital applications Data Integration Real time Data & application integration Data warehouse & marts Ad hoc analysis & mining Repoting Data Lake Data profiling & preparation Data Discovery Data modeling TheData Lab TheData Factory Data Hub Data flows Predictions & prescriptions Embedded analytics
  • 13. 1313 Easiest and Most Powerful Integration Solution for Big Data Introducing Talend Big Data
  • 15. 1515 Simplify Real-Time Big Data 100x performance increase < 1 sec response Address new use cases (last minute defense, dynamic pricing, real-time fraud detection, CEP, etc.) New components for streaming data
  • 16. 1616 Spark integration in Talend Studio Apache • Technical Preview • Machine learning components require a Talend Big Data Platform license • Implementation of Spark, ML LIB and Spark Streaming API • 17 Components for data integration - Data integration : Load, Connection, Sample, FilterRow, FilterColumns, Normalize, Union, Replicate, Aggregate, Sort, Join, Uniq, Log, Store - Machine learning and Data Quality: Sample, ALS Model, Recommend "Don't assume you can easily port existing applications to Spark from another data-processing model, like MapReduce. Moving to Spark means a complete reimplementation, and the potential benefits must outweigh that cost. " Nick Heudecker - Gartner
  • 17. 1717 Otto Optimizes Pricing & Stock A company that’s doing everything right Challenge: • Ever increasing Big Data velocity • Many last minute cart abandonments • Hard to optimize pricing Why Talend: • Is the central integration tool within their Business Intelligence (BI) organization. • Integrates clickstreams from last 6 months Value: • Leftover merchandise reduced by 20% • Can predict abandoned shopping cart in real-time with a 90% accuracy • Performs dynamic pricing
  • 18. 1818 Demonstration Key capabilities • Drives the learning process by integrating data in Hadoop and launch the MLlib learning process • Drives the recommendation process by ingesting demographics data into the engine, and integrating the output into any application or data target. Business Benefits • Hides the underlying complexity of Hadoop and Spark • Easily embed machine learning into any application or data target • Machine learning with precision and at scale • Predictive analysis for the rest of us Demographics data Big Data tSparkALSModel tSparkRecommend Test Run Training data
  • 19. 1919 Start now with the Talend Big Data Sandbox Virtual Image installed with • Multiple scenarios for you to try: - Clickstream data - Twitter sentiment - Apache weblogs - ETL Offload - Recommendations through Spark Machine Learning Download your Free Talend Big Data Sandbox today! http://www.talend.com/talend-big-data-sandbox
  • 20. 2020 ©2015 Talend Inc.©2015 Talend Inc. Delivering Real Time Analytics in one click Jean-Michel Franco - @jmichel_franco Mark Balkenende - @MarkBalk