Data Lakehouse Symposium | Day 1 | Part 2

Databricks
DatabricksDeveloper Marketing and Relations at MuleSoft
A presentation by
W H Inmon
LAKEHOUSE AND WAREHOUSE –
A COMPARISON
applications
ETL Data
warehouse
The data warehouse infrastructure
applications
Data
warehouse
Gender – m/f
Distance - inches
Gender – male/female
Distance - feet
Gender – 1/0
Distance - cms Gender – m/f
Distance - feet
A fundamental transformation of data occurs
Data
warehouse
Data warehouse –
subject oriented
integrated
non volatile
time variant
collection of data for management decisions
The single version of the truth
Data
warehouse
Historical data as well.
Data
warehouse
Structured, transaction based data
The data lakehouse
Machine generated data
A lot of data generated
High business value
Low business value
Some data has high business value,
much data has little business value
The data is put into a data lake
An analytical infrastructure is placed over the data
lake
The data lakehouse The data warehouse
How are the data lakehouse and the data warehouse
The same? How are they different?
The data lakehouse The data warehouse
The same -
Both exist to serve analytical processing
Both have vetted data – accurate, reliable
Both can look at data over a long period of time
Both have tame variant data
Both have data that once recorded cannot be changed
The data lakehouse The data warehouse
Different -
There is MUCH MORE data in the lakehouse
The data is fundamentally different –
warehouse data is transaction based data
lakehouse data is machine generated data
The data structures are very different
Relating the two types of data is difficult to do
The data lakehouse The data warehouse
Like cousins -
Related yet still different
1 of 16

More Related Content

Similar to Data Lakehouse Symposium | Day 1 | Part 2

Data warehouse Data warehouse
Data warehouse Yogendra Uikey
1.5K views85 slides
Chpt2.pptChpt2.ppt
Chpt2.pptPawanDhiwar1
12 views56 slides

Similar to Data Lakehouse Symposium | Day 1 | Part 2(20)

Introduction to Data WarehousingIntroduction to Data Warehousing
Introduction to Data Warehousing
Eyad Manna3.5K views
Data warehouse Data warehouse
Data warehouse
Yogendra Uikey1.5K views
Data Warehouse Basic GuideData Warehouse Basic Guide
Data Warehouse Basic Guide
thomasmary6071.5K views
Data Warehouse By PiyushData Warehouse By Piyush
Data Warehouse By Piyush
astronish2K views
Chpt2.pptChpt2.ppt
Chpt2.ppt
PawanDhiwar112 views
Data warehouse conceptsData warehouse concepts
Data warehouse concepts
obieefans29.9K views
PresentationPresentation
Presentation
Anoush Ghamsari438 views
20IT501_DWDM_PPT_Unit_I.ppt20IT501_DWDM_PPT_Unit_I.ppt
20IT501_DWDM_PPT_Unit_I.ppt
SamPrem33 views
Introduction to data warehousingIntroduction to data warehousing
Introduction to data warehousing
uncleRhyme319 views
Introduction to data warehousingIntroduction to data warehousing
Introduction to data warehousing
uncleRhyme604 views
bi notes.docxbi notes.docx
bi notes.docx
ssuserc2692d1 view
Dw ConceptsDw Concepts
Dw Concepts
dataware2.3K views

More from Databricks(20)

Recently uploaded(20)

The Cost of Ignoring Enterprise User Experience - Kevin Richardson, INVIDI Te...The Cost of Ignoring Enterprise User Experience - Kevin Richardson, INVIDI Te...
The Cost of Ignoring Enterprise User Experience - Kevin Richardson, INVIDI Te...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions36 views
Executive Influence in the Digital Age - Zeev Wexler, Wexler Consulting GroupExecutive Influence in the Digital Age - Zeev Wexler, Wexler Consulting Group
Executive Influence in the Digital Age - Zeev Wexler, Wexler Consulting Group
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions44 views
Understanding Your Consumer Through Data - Hiram Enriquez & Katie Mack, Amazo...Understanding Your Consumer Through Data - Hiram Enriquez & Katie Mack, Amazo...
Understanding Your Consumer Through Data - Hiram Enriquez & Katie Mack, Amazo...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions32 views
Data Sources to Produce Better Organic Visibility - Nick Kruger, Ogilvy SAData Sources to Produce Better Organic Visibility - Nick Kruger, Ogilvy SA
Data Sources to Produce Better Organic Visibility - Nick Kruger, Ogilvy SA
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions31 views
The Art and Science of Data-Driven Creativity (in Advertising) - Ken Gamage, ...The Art and Science of Data-Driven Creativity (in Advertising) - Ken Gamage, ...
The Art and Science of Data-Driven Creativity (in Advertising) - Ken Gamage, ...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions18 views
Content – Then, Now & Tomorrow - Danish Pervez, BfoundContent – Then, Now & Tomorrow - Danish Pervez, Bfound
Content – Then, Now & Tomorrow - Danish Pervez, Bfound
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions48 views
Growing Beyond Expectations, 10 Marketing Lessons From Hyper-growth Companies...Growing Beyond Expectations, 10 Marketing Lessons From Hyper-growth Companies...
Growing Beyond Expectations, 10 Marketing Lessons From Hyper-growth Companies...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions28 views
Document Processing Made Better - Hadi Harb, ApryseDocument Processing Made Better - Hadi Harb, Apryse
Document Processing Made Better - Hadi Harb, Apryse
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions49 views
The Modern Content Challenge - Charlie Bell, ContentfulThe Modern Content Challenge - Charlie Bell, Contentful
The Modern Content Challenge - Charlie Bell, Contentful
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions49 views
The Impact on Going from Personal Brand to Community - Zach Colman, CreatitiveThe Impact on Going from Personal Brand to Community - Zach Colman, Creatitive
The Impact on Going from Personal Brand to Community - Zach Colman, Creatitive
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions16 views
Sell More by Saying Less With the ABT Framework - Park Howell, The Business o...Sell More by Saying Less With the ABT Framework - Park Howell, The Business o...
Sell More by Saying Less With the ABT Framework - Park Howell, The Business o...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions17 views
Improve Your Digital Experience to Drive More Revenue - Alp Mimaroglu, SyscoImprove Your Digital Experience to Drive More Revenue - Alp Mimaroglu, Sysco
Improve Your Digital Experience to Drive More Revenue - Alp Mimaroglu, Sysco
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions18 views
Account Based Marketing - Amanda, Pragmattica Digital ConsultingAccount Based Marketing - Amanda, Pragmattica Digital Consulting
Account Based Marketing - Amanda, Pragmattica Digital Consulting
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions33 views
How Brands Are Making Better Digital Marketing Decisions - Neil Pursey, Measu...How Brands Are Making Better Digital Marketing Decisions - Neil Pursey, Measu...
How Brands Are Making Better Digital Marketing Decisions - Neil Pursey, Measu...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions33 views
Artificial Creativity Master Class - Ivonne Kinser, Vantage Innovation LabArtificial Creativity Master Class - Ivonne Kinser, Vantage Innovation Lab
Artificial Creativity Master Class - Ivonne Kinser, Vantage Innovation Lab
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions18 views
MultiChannel Marketing Strategy Master Class - Jeff Turnbow, WinningLocalMultiChannel Marketing Strategy Master Class - Jeff Turnbow, WinningLocal
MultiChannel Marketing Strategy Master Class - Jeff Turnbow, WinningLocal
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions16 views
How To Build Digital Marketing Strategies - Kuralay Assainova, Liana Technolo...How To Build Digital Marketing Strategies - Kuralay Assainova, Liana Technolo...
How To Build Digital Marketing Strategies - Kuralay Assainova, Liana Technolo...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions53 views
 social media marketing tips  social media marketing tips
social media marketing tips
aysh2afidha35 views
Panel - Digital Marketing Trends Experts Insights on How to Gain a Competitiv...Panel - Digital Marketing Trends Experts Insights on How to Gain a Competitiv...
Panel - Digital Marketing Trends Experts Insights on How to Gain a Competitiv...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions20 views

Data Lakehouse Symposium | Day 1 | Part 2