SlideShare a Scribd company logo
1 of 45
Bring Big Data Up to Eye Level
Marius Kaiser
Solutions Consultant
Tableau
We help people
see and
understand
their data.BIG
People
Right data
Right time
Right level of
Granularity
“
“
Agenda
• Big Data Focus for Analytics
• Big Data Framework
• Practical Example
• Summary
Big Data Focus for Analytics
Big Data Focus
Connectivity
Access to all
data
Performance
Fast
interaction
with all data
Discovery
Finding the
right data
Data Strategy
• Selection of Technology
• Align Technology to the
Business Questions
• What questions do users
want to answer?
• How often? How responsive?
https://www.tableau.com/about/blog/2017/1/tableau-cloud-netflix-original-64442
Big Data Framework
Hot, Warm, Cold
Performance
DataSize
Hadoop
Relational DB
Analytical DB Hyper
Cold Warm
Hot
Hybrid Data Strategy
• A combination of in-memory and live query engines
• Designed for adaptability and flexibility
• Unified user experience for full range of data stores
Live Query Engine
• Supports the world’s largest
databases
• Attaches directly to enterprise
data stores
• Pushes down workload
• Leverage your Big Data
investments
Hadoop
Hadoop
Fast
databases
Data
warehous
es
Data
warehouses
In-Memory Engine
• Extremely fast
computational
ability
• Fast performance
with large data sets
• Optionally
aggregate data
before extracting
Data Extract API
& Web Data Connector
Hadoop Fast
databases
Data
warehouses
OLAP
OBRP
Online Analytical Processing
Online Beyond Relational Processing
one system one state no tradeoffs no d
one system for your transactional, analytical,
and beyond relational workloads
simultaneously process all
on efficient snapshots of on
no tradeoffs: ACID-compliant transactions information at your fingerti
Hyper
Fast analysis on data of all sizes
STORE ANALYZE SPEED UP CONSUME
Let me introduce Air Tableau
Cold – Data Lake
Flights Performance Data in the Data Lake
Amazon
S3
Amazon
S3
STORE ANALYZE SPEED UP CONSUME
Data Scientist
Analyst
Hive is too slow for Interactivity
Files
Warm - Analyze
Faster ways to query the Data Lake
Files
Amazon
Athena
Amazon
S3
Amazon
Athena
STORE ANALYZE SPEED UP CONSUME
Data Scientist
Analyst
Hot - Let’s Speed It Up
Amazon
S3
Amazon
Athena
STORE ANALYZE SPEED UP CONSUME
the computational database
OLTP
OLAP
OBRP
Online Transactional Processing
Online Analytical Processing
Online Beyond Relational Processing
one system one state no tradeoffs no delays
one system for your transactional, analytical,
and beyond relational workloads
simultaneously process all your workloads
on efficient snapshots of one single state
no tradeoffs: ACID-compliant transactions
and full SQL query processing, including
extensions for graph- and data-mining,
on internal data and on external sources
such as Hadoop HDFS
information at your fingertips: no delays
from extract transform load (ETL) phases and
highest performance in all your workloads
enabled by our efficient transaction and
query just in time compilation technology
Analyst
Data Scientist
Pre-aggregate
Optimize
Advantage:
Same results, vastly improved
performance
Hadoop Fast
databases
Data
warehouses
Bringing Data in-memory
Data Aggregation: Tableau Prep
Human Scale of Data
Human Scale of Data
Year
Quarter
Month
Week
Quarter
Year
Month
Week
Day
Raw Data
Consume
Amazon
S3
Amazon
Athena
Amazon
Redshift
STORE ANALYZE SPEED IT UP CONSUME
HyPerthe computational database
OLTP
OLAP
OBRP
Online Transactional Processing
Online Analytical Processing
Online Beyond Relational Processing
one system one state no tradeoffs no delays
one system for your transactional, analytical,
and beyond relational workloads
simultaneously process all your workloads
on efficient snapshots of one single state
no tradeoffs: ACID-compliant transactions
and full SQL query processing, including
extensions for graph- and data-mining,
on internal data and on external sources
such as Hadoop HDFS
information at your fingertips: no delays
from extract transform load (ETL) phases and
highest performance in all your workloads
enabled by our efficient transaction and
query just in time compilation technology
Data Science
Reporting
Human Scale of Data
Year
Quarter
Month
Week
Quarter
Year
Month
Week
Day
Raw Data
SW3: Cross data-source actions
• Use Action Filters to Jump from Tier
to Tier with a filter context
• Drill Down to the Details
• Leave the Data in the Appropriate
Data Architecture
COLD
WARM
HOT
• Dashboard or Document Acceleration
• High Performance
• Aggregations
• Persistence
• Row Level Security
• Live Connections
• Core Report Development
• Data Mining
• Detailed Data
• Raw Data
• Machine Learning
Use Big Data to
Design engaging Analytics for
People
Use the right technology for the right use case
Thank you!
Marius Kaiser
mkaiser@tableau.com

More Related Content

More from Matt Stubbs

Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...Matt Stubbs
 
Big Data LDN 2018: AI VS. GDPR
Big Data LDN 2018: AI VS. GDPRBig Data LDN 2018: AI VS. GDPR
Big Data LDN 2018: AI VS. GDPRMatt Stubbs
 
Big Data LDN 2018: REALISING THE PROMISE OF SELF-SERVICE ANALYTICS WITH DATA ...
Big Data LDN 2018: REALISING THE PROMISE OF SELF-SERVICE ANALYTICS WITH DATA ...Big Data LDN 2018: REALISING THE PROMISE OF SELF-SERVICE ANALYTICS WITH DATA ...
Big Data LDN 2018: REALISING THE PROMISE OF SELF-SERVICE ANALYTICS WITH DATA ...Matt Stubbs
 
Big Data LDN 2018: TURNING MULTIPLE DATA LAKES INTO A UNIFIED ANALYTIC DATA L...
Big Data LDN 2018: TURNING MULTIPLE DATA LAKES INTO A UNIFIED ANALYTIC DATA L...Big Data LDN 2018: TURNING MULTIPLE DATA LAKES INTO A UNIFIED ANALYTIC DATA L...
Big Data LDN 2018: TURNING MULTIPLE DATA LAKES INTO A UNIFIED ANALYTIC DATA L...Matt Stubbs
 
Big Data LDN 2018: MICROSOFT AZURE AND CLOUDERA – FLEXIBLE CLOUD, WHATEVER TH...
Big Data LDN 2018: MICROSOFT AZURE AND CLOUDERA – FLEXIBLE CLOUD, WHATEVER TH...Big Data LDN 2018: MICROSOFT AZURE AND CLOUDERA – FLEXIBLE CLOUD, WHATEVER TH...
Big Data LDN 2018: MICROSOFT AZURE AND CLOUDERA – FLEXIBLE CLOUD, WHATEVER TH...Matt Stubbs
 
Big Data LDN 2018: CONSISTENT SECURITY, GOVERNANCE AND FLEXIBILITY FOR ALL WO...
Big Data LDN 2018: CONSISTENT SECURITY, GOVERNANCE AND FLEXIBILITY FOR ALL WO...Big Data LDN 2018: CONSISTENT SECURITY, GOVERNANCE AND FLEXIBILITY FOR ALL WO...
Big Data LDN 2018: CONSISTENT SECURITY, GOVERNANCE AND FLEXIBILITY FOR ALL WO...Matt Stubbs
 
Big Data LDN 2018: MICROLISE: USING BIG DATA AND AI IN TRANSPORT AND LOGISTICS
Big Data LDN 2018: MICROLISE: USING BIG DATA AND AI IN TRANSPORT AND LOGISTICSBig Data LDN 2018: MICROLISE: USING BIG DATA AND AI IN TRANSPORT AND LOGISTICS
Big Data LDN 2018: MICROLISE: USING BIG DATA AND AI IN TRANSPORT AND LOGISTICSMatt Stubbs
 
Big Data LDN 2018: EXPERIAN: MAXIMISE EVERY OPPORTUNITY IN THE BIG DATA UNIVERSE
Big Data LDN 2018: EXPERIAN: MAXIMISE EVERY OPPORTUNITY IN THE BIG DATA UNIVERSEBig Data LDN 2018: EXPERIAN: MAXIMISE EVERY OPPORTUNITY IN THE BIG DATA UNIVERSE
Big Data LDN 2018: EXPERIAN: MAXIMISE EVERY OPPORTUNITY IN THE BIG DATA UNIVERSEMatt Stubbs
 
Big Data LDN 2018: A LOOK INSIDE APPLIED MACHINE LEARNING
Big Data LDN 2018: A LOOK INSIDE APPLIED MACHINE LEARNINGBig Data LDN 2018: A LOOK INSIDE APPLIED MACHINE LEARNING
Big Data LDN 2018: A LOOK INSIDE APPLIED MACHINE LEARNINGMatt Stubbs
 
Big Data LDN 2018: DEUTSCHE BANK: THE PATH TO AUTOMATION IN A HIGHLY REGULATE...
Big Data LDN 2018: DEUTSCHE BANK: THE PATH TO AUTOMATION IN A HIGHLY REGULATE...Big Data LDN 2018: DEUTSCHE BANK: THE PATH TO AUTOMATION IN A HIGHLY REGULATE...
Big Data LDN 2018: DEUTSCHE BANK: THE PATH TO AUTOMATION IN A HIGHLY REGULATE...Matt Stubbs
 
Big Data LDN 2018: FROM PROLIFERATION TO PRODUCTIVITY: MACHINE LEARNING DATA ...
Big Data LDN 2018: FROM PROLIFERATION TO PRODUCTIVITY: MACHINE LEARNING DATA ...Big Data LDN 2018: FROM PROLIFERATION TO PRODUCTIVITY: MACHINE LEARNING DATA ...
Big Data LDN 2018: FROM PROLIFERATION TO PRODUCTIVITY: MACHINE LEARNING DATA ...Matt Stubbs
 
Big Data LDN 2018: DATA APIS DON’T DISCRIMINATE
Big Data LDN 2018: DATA APIS DON’T DISCRIMINATEBig Data LDN 2018: DATA APIS DON’T DISCRIMINATE
Big Data LDN 2018: DATA APIS DON’T DISCRIMINATEMatt Stubbs
 
Big Data LDN 2018: A TALE OF TWO BI STANDARDS: DATA WAREHOUSES AND DATA LAKES
Big Data LDN 2018: A TALE OF TWO BI STANDARDS: DATA WAREHOUSES AND DATA LAKESBig Data LDN 2018: A TALE OF TWO BI STANDARDS: DATA WAREHOUSES AND DATA LAKES
Big Data LDN 2018: A TALE OF TWO BI STANDARDS: DATA WAREHOUSES AND DATA LAKESMatt Stubbs
 
Big Data LDN 2018: FIGHTING DATA CHAOS: CONNECTING USERS TO DATA AT SCALE
Big Data LDN 2018: FIGHTING DATA CHAOS: CONNECTING USERS TO DATA AT SCALEBig Data LDN 2018: FIGHTING DATA CHAOS: CONNECTING USERS TO DATA AT SCALE
Big Data LDN 2018: FIGHTING DATA CHAOS: CONNECTING USERS TO DATA AT SCALEMatt Stubbs
 
Big Data LDN 2018: INTELLIGENCE EVERYWHERE – POWER TO THE PEOPLE
Big Data LDN 2018: INTELLIGENCE EVERYWHERE – POWER TO THE PEOPLEBig Data LDN 2018: INTELLIGENCE EVERYWHERE – POWER TO THE PEOPLE
Big Data LDN 2018: INTELLIGENCE EVERYWHERE – POWER TO THE PEOPLEMatt Stubbs
 
Big Data LDN 2018: 2018 DATA TRENDS: RESULTS FROM FIFTH ANNUAL DATA AND ANALY...
Big Data LDN 2018: 2018 DATA TRENDS: RESULTS FROM FIFTH ANNUAL DATA AND ANALY...Big Data LDN 2018: 2018 DATA TRENDS: RESULTS FROM FIFTH ANNUAL DATA AND ANALY...
Big Data LDN 2018: 2018 DATA TRENDS: RESULTS FROM FIFTH ANNUAL DATA AND ANALY...Matt Stubbs
 
Big Data LDN 2018: AGILE DATA MASTERING: THE RIGHT APPROACH FOR DATAOPS
Big Data LDN 2018: AGILE DATA MASTERING: THE RIGHT APPROACH FOR DATAOPSBig Data LDN 2018: AGILE DATA MASTERING: THE RIGHT APPROACH FOR DATAOPS
Big Data LDN 2018: AGILE DATA MASTERING: THE RIGHT APPROACH FOR DATAOPSMatt Stubbs
 
Big Data LDN 2018: TIPS AND TRICKS TO WRANGLE BIG, DIRTY DATA
Big Data LDN 2018: TIPS AND TRICKS TO WRANGLE BIG, DIRTY DATABig Data LDN 2018: TIPS AND TRICKS TO WRANGLE BIG, DIRTY DATA
Big Data LDN 2018: TIPS AND TRICKS TO WRANGLE BIG, DIRTY DATAMatt Stubbs
 
Big Data LDN 2018: DELIVERING ON THE OPERATIONAL DATA WAREHOUSE PROMISE
Big Data LDN 2018: DELIVERING ON THE OPERATIONAL DATA WAREHOUSE PROMISEBig Data LDN 2018: DELIVERING ON THE OPERATIONAL DATA WAREHOUSE PROMISE
Big Data LDN 2018: DELIVERING ON THE OPERATIONAL DATA WAREHOUSE PROMISEMatt Stubbs
 
Big Data LDN 2018: THE HOLY GRAIL OF ANALYTICS. OUR EPIC FAIL… AND OUR REVOLU...
Big Data LDN 2018: THE HOLY GRAIL OF ANALYTICS. OUR EPIC FAIL… AND OUR REVOLU...Big Data LDN 2018: THE HOLY GRAIL OF ANALYTICS. OUR EPIC FAIL… AND OUR REVOLU...
Big Data LDN 2018: THE HOLY GRAIL OF ANALYTICS. OUR EPIC FAIL… AND OUR REVOLU...Matt Stubbs
 

More from Matt Stubbs (20)

Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
 
Big Data LDN 2018: AI VS. GDPR
Big Data LDN 2018: AI VS. GDPRBig Data LDN 2018: AI VS. GDPR
Big Data LDN 2018: AI VS. GDPR
 
Big Data LDN 2018: REALISING THE PROMISE OF SELF-SERVICE ANALYTICS WITH DATA ...
Big Data LDN 2018: REALISING THE PROMISE OF SELF-SERVICE ANALYTICS WITH DATA ...Big Data LDN 2018: REALISING THE PROMISE OF SELF-SERVICE ANALYTICS WITH DATA ...
Big Data LDN 2018: REALISING THE PROMISE OF SELF-SERVICE ANALYTICS WITH DATA ...
 
Big Data LDN 2018: TURNING MULTIPLE DATA LAKES INTO A UNIFIED ANALYTIC DATA L...
Big Data LDN 2018: TURNING MULTIPLE DATA LAKES INTO A UNIFIED ANALYTIC DATA L...Big Data LDN 2018: TURNING MULTIPLE DATA LAKES INTO A UNIFIED ANALYTIC DATA L...
Big Data LDN 2018: TURNING MULTIPLE DATA LAKES INTO A UNIFIED ANALYTIC DATA L...
 
Big Data LDN 2018: MICROSOFT AZURE AND CLOUDERA – FLEXIBLE CLOUD, WHATEVER TH...
Big Data LDN 2018: MICROSOFT AZURE AND CLOUDERA – FLEXIBLE CLOUD, WHATEVER TH...Big Data LDN 2018: MICROSOFT AZURE AND CLOUDERA – FLEXIBLE CLOUD, WHATEVER TH...
Big Data LDN 2018: MICROSOFT AZURE AND CLOUDERA – FLEXIBLE CLOUD, WHATEVER TH...
 
Big Data LDN 2018: CONSISTENT SECURITY, GOVERNANCE AND FLEXIBILITY FOR ALL WO...
Big Data LDN 2018: CONSISTENT SECURITY, GOVERNANCE AND FLEXIBILITY FOR ALL WO...Big Data LDN 2018: CONSISTENT SECURITY, GOVERNANCE AND FLEXIBILITY FOR ALL WO...
Big Data LDN 2018: CONSISTENT SECURITY, GOVERNANCE AND FLEXIBILITY FOR ALL WO...
 
Big Data LDN 2018: MICROLISE: USING BIG DATA AND AI IN TRANSPORT AND LOGISTICS
Big Data LDN 2018: MICROLISE: USING BIG DATA AND AI IN TRANSPORT AND LOGISTICSBig Data LDN 2018: MICROLISE: USING BIG DATA AND AI IN TRANSPORT AND LOGISTICS
Big Data LDN 2018: MICROLISE: USING BIG DATA AND AI IN TRANSPORT AND LOGISTICS
 
Big Data LDN 2018: EXPERIAN: MAXIMISE EVERY OPPORTUNITY IN THE BIG DATA UNIVERSE
Big Data LDN 2018: EXPERIAN: MAXIMISE EVERY OPPORTUNITY IN THE BIG DATA UNIVERSEBig Data LDN 2018: EXPERIAN: MAXIMISE EVERY OPPORTUNITY IN THE BIG DATA UNIVERSE
Big Data LDN 2018: EXPERIAN: MAXIMISE EVERY OPPORTUNITY IN THE BIG DATA UNIVERSE
 
Big Data LDN 2018: A LOOK INSIDE APPLIED MACHINE LEARNING
Big Data LDN 2018: A LOOK INSIDE APPLIED MACHINE LEARNINGBig Data LDN 2018: A LOOK INSIDE APPLIED MACHINE LEARNING
Big Data LDN 2018: A LOOK INSIDE APPLIED MACHINE LEARNING
 
Big Data LDN 2018: DEUTSCHE BANK: THE PATH TO AUTOMATION IN A HIGHLY REGULATE...
Big Data LDN 2018: DEUTSCHE BANK: THE PATH TO AUTOMATION IN A HIGHLY REGULATE...Big Data LDN 2018: DEUTSCHE BANK: THE PATH TO AUTOMATION IN A HIGHLY REGULATE...
Big Data LDN 2018: DEUTSCHE BANK: THE PATH TO AUTOMATION IN A HIGHLY REGULATE...
 
Big Data LDN 2018: FROM PROLIFERATION TO PRODUCTIVITY: MACHINE LEARNING DATA ...
Big Data LDN 2018: FROM PROLIFERATION TO PRODUCTIVITY: MACHINE LEARNING DATA ...Big Data LDN 2018: FROM PROLIFERATION TO PRODUCTIVITY: MACHINE LEARNING DATA ...
Big Data LDN 2018: FROM PROLIFERATION TO PRODUCTIVITY: MACHINE LEARNING DATA ...
 
Big Data LDN 2018: DATA APIS DON’T DISCRIMINATE
Big Data LDN 2018: DATA APIS DON’T DISCRIMINATEBig Data LDN 2018: DATA APIS DON’T DISCRIMINATE
Big Data LDN 2018: DATA APIS DON’T DISCRIMINATE
 
Big Data LDN 2018: A TALE OF TWO BI STANDARDS: DATA WAREHOUSES AND DATA LAKES
Big Data LDN 2018: A TALE OF TWO BI STANDARDS: DATA WAREHOUSES AND DATA LAKESBig Data LDN 2018: A TALE OF TWO BI STANDARDS: DATA WAREHOUSES AND DATA LAKES
Big Data LDN 2018: A TALE OF TWO BI STANDARDS: DATA WAREHOUSES AND DATA LAKES
 
Big Data LDN 2018: FIGHTING DATA CHAOS: CONNECTING USERS TO DATA AT SCALE
Big Data LDN 2018: FIGHTING DATA CHAOS: CONNECTING USERS TO DATA AT SCALEBig Data LDN 2018: FIGHTING DATA CHAOS: CONNECTING USERS TO DATA AT SCALE
Big Data LDN 2018: FIGHTING DATA CHAOS: CONNECTING USERS TO DATA AT SCALE
 
Big Data LDN 2018: INTELLIGENCE EVERYWHERE – POWER TO THE PEOPLE
Big Data LDN 2018: INTELLIGENCE EVERYWHERE – POWER TO THE PEOPLEBig Data LDN 2018: INTELLIGENCE EVERYWHERE – POWER TO THE PEOPLE
Big Data LDN 2018: INTELLIGENCE EVERYWHERE – POWER TO THE PEOPLE
 
Big Data LDN 2018: 2018 DATA TRENDS: RESULTS FROM FIFTH ANNUAL DATA AND ANALY...
Big Data LDN 2018: 2018 DATA TRENDS: RESULTS FROM FIFTH ANNUAL DATA AND ANALY...Big Data LDN 2018: 2018 DATA TRENDS: RESULTS FROM FIFTH ANNUAL DATA AND ANALY...
Big Data LDN 2018: 2018 DATA TRENDS: RESULTS FROM FIFTH ANNUAL DATA AND ANALY...
 
Big Data LDN 2018: AGILE DATA MASTERING: THE RIGHT APPROACH FOR DATAOPS
Big Data LDN 2018: AGILE DATA MASTERING: THE RIGHT APPROACH FOR DATAOPSBig Data LDN 2018: AGILE DATA MASTERING: THE RIGHT APPROACH FOR DATAOPS
Big Data LDN 2018: AGILE DATA MASTERING: THE RIGHT APPROACH FOR DATAOPS
 
Big Data LDN 2018: TIPS AND TRICKS TO WRANGLE BIG, DIRTY DATA
Big Data LDN 2018: TIPS AND TRICKS TO WRANGLE BIG, DIRTY DATABig Data LDN 2018: TIPS AND TRICKS TO WRANGLE BIG, DIRTY DATA
Big Data LDN 2018: TIPS AND TRICKS TO WRANGLE BIG, DIRTY DATA
 
Big Data LDN 2018: DELIVERING ON THE OPERATIONAL DATA WAREHOUSE PROMISE
Big Data LDN 2018: DELIVERING ON THE OPERATIONAL DATA WAREHOUSE PROMISEBig Data LDN 2018: DELIVERING ON THE OPERATIONAL DATA WAREHOUSE PROMISE
Big Data LDN 2018: DELIVERING ON THE OPERATIONAL DATA WAREHOUSE PROMISE
 
Big Data LDN 2018: THE HOLY GRAIL OF ANALYTICS. OUR EPIC FAIL… AND OUR REVOLU...
Big Data LDN 2018: THE HOLY GRAIL OF ANALYTICS. OUR EPIC FAIL… AND OUR REVOLU...Big Data LDN 2018: THE HOLY GRAIL OF ANALYTICS. OUR EPIC FAIL… AND OUR REVOLU...
Big Data LDN 2018: THE HOLY GRAIL OF ANALYTICS. OUR EPIC FAIL… AND OUR REVOLU...
 

Recently uploaded

Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779Delhi Call girls
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxolyaivanovalion
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...amitlee9823
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...amitlee9823
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfLars Albertsson
 
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfadriantubila
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...amitlee9823
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceDelhi Call girls
 
Smarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxSmarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxolyaivanovalion
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz1
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfRachmat Ramadhan H
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfMarinCaroMartnezBerg
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxolyaivanovalion
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxolyaivanovalion
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxolyaivanovalion
 

Recently uploaded (20)

Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
 
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptx
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdf
 
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
 
Smarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxSmarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptx
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signals
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdf
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
Sampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptSampling (random) method and Non random.ppt
Sampling (random) method and Non random.ppt
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptx
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptx
 

Big Data LDN 2018: BRINGING BIG DATA UP TO EYE LEVEL

  • 1. Bring Big Data Up to Eye Level Marius Kaiser Solutions Consultant Tableau
  • 2. We help people see and understand their data.BIG
  • 3.
  • 5. Right data Right time Right level of Granularity “ “
  • 6.
  • 7. Agenda • Big Data Focus for Analytics • Big Data Framework • Practical Example • Summary
  • 8. Big Data Focus for Analytics
  • 9. Big Data Focus Connectivity Access to all data Performance Fast interaction with all data Discovery Finding the right data
  • 10. Data Strategy • Selection of Technology • Align Technology to the Business Questions • What questions do users want to answer? • How often? How responsive?
  • 12.
  • 17. Hybrid Data Strategy • A combination of in-memory and live query engines • Designed for adaptability and flexibility • Unified user experience for full range of data stores
  • 18. Live Query Engine • Supports the world’s largest databases • Attaches directly to enterprise data stores • Pushes down workload • Leverage your Big Data investments Hadoop Hadoop Fast databases Data warehous es Data warehouses
  • 19. In-Memory Engine • Extremely fast computational ability • Fast performance with large data sets • Optionally aggregate data before extracting Data Extract API & Web Data Connector Hadoop Fast databases Data warehouses OLAP OBRP Online Analytical Processing Online Beyond Relational Processing one system one state no tradeoffs no d one system for your transactional, analytical, and beyond relational workloads simultaneously process all on efficient snapshots of on no tradeoffs: ACID-compliant transactions information at your fingerti
  • 20. Hyper Fast analysis on data of all sizes
  • 21. STORE ANALYZE SPEED UP CONSUME
  • 22. Let me introduce Air Tableau
  • 24. Flights Performance Data in the Data Lake Amazon S3
  • 25. Amazon S3 STORE ANALYZE SPEED UP CONSUME Data Scientist Analyst
  • 26. Hive is too slow for Interactivity Files
  • 28. Faster ways to query the Data Lake Files Amazon Athena
  • 29. Amazon S3 Amazon Athena STORE ANALYZE SPEED UP CONSUME Data Scientist Analyst
  • 30. Hot - Let’s Speed It Up
  • 31. Amazon S3 Amazon Athena STORE ANALYZE SPEED UP CONSUME the computational database OLTP OLAP OBRP Online Transactional Processing Online Analytical Processing Online Beyond Relational Processing one system one state no tradeoffs no delays one system for your transactional, analytical, and beyond relational workloads simultaneously process all your workloads on efficient snapshots of one single state no tradeoffs: ACID-compliant transactions and full SQL query processing, including extensions for graph- and data-mining, on internal data and on external sources such as Hadoop HDFS information at your fingertips: no delays from extract transform load (ETL) phases and highest performance in all your workloads enabled by our efficient transaction and query just in time compilation technology Analyst Data Scientist
  • 32. Pre-aggregate Optimize Advantage: Same results, vastly improved performance Hadoop Fast databases Data warehouses Bringing Data in-memory
  • 35. Human Scale of Data Year Quarter Month Week Quarter Year Month Week Day Raw Data
  • 37. Amazon S3 Amazon Athena Amazon Redshift STORE ANALYZE SPEED IT UP CONSUME HyPerthe computational database OLTP OLAP OBRP Online Transactional Processing Online Analytical Processing Online Beyond Relational Processing one system one state no tradeoffs no delays one system for your transactional, analytical, and beyond relational workloads simultaneously process all your workloads on efficient snapshots of one single state no tradeoffs: ACID-compliant transactions and full SQL query processing, including extensions for graph- and data-mining, on internal data and on external sources such as Hadoop HDFS information at your fingertips: no delays from extract transform load (ETL) phases and highest performance in all your workloads enabled by our efficient transaction and query just in time compilation technology Data Science Reporting
  • 38. Human Scale of Data Year Quarter Month Week Quarter Year Month Week Day Raw Data
  • 39.
  • 40.
  • 41.
  • 42.
  • 43. SW3: Cross data-source actions • Use Action Filters to Jump from Tier to Tier with a filter context • Drill Down to the Details • Leave the Data in the Appropriate Data Architecture COLD WARM HOT • Dashboard or Document Acceleration • High Performance • Aggregations • Persistence • Row Level Security • Live Connections • Core Report Development • Data Mining • Detailed Data • Raw Data • Machine Learning
  • 44. Use Big Data to Design engaging Analytics for People Use the right technology for the right use case