SlideShare une entreprise Scribd logo
1  sur  31
THE TRILLION-ROW SPREADSHEET™
    SPEAKER: Robert Lefkowitz
                        Director of Web
                        Development
                        1010data

Friday, July 27, 2012
The Trillion Row Spreadsheet
                        r0ml@1010data.com




                                                 2
Friday, July 27, 2012
Friday, July 27, 2012
4
Friday, July 27, 2012
Trillion Row Spreadsheet




                                                   5
Friday, July 27, 2012
Trillion Row Spreadsheet
                 Trillion Row Data Warehouse




                                               6
Friday, July 27, 2012
7
Friday, July 27, 2012
8
Friday, July 27, 2012
9
Friday, July 27, 2012
10
Friday, July 27, 2012
11
Friday, July 27, 2012
Data Warehouse
                        •   Operational -> Analytical
                            -   Design/Model
                            -   Data (cleaning)
                            -   Multiple data sources
                            -   Date (timeseries) analytics
                            -   Reporting (business intelligence)




                                                                    12
Friday, July 27, 2012
13
Friday, July 27, 2012
Operational Data

                        Operational Data           Operational Data



                                      Data Warehouse




                                                                      14
Friday, July 27, 2012
Operational Data

                        Operational Data               Operational Data



                                      Data Warehouse



                         Data Mart         Data Mart      Data Mart




                                                                          15
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse



                         Data Mart         Data Mart        Data Mart




                                           Spreadsheet

                                                                            16
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse



                         Data Mart         Data Mart        Data Mart




                                           Spreadsheet

                                                                            17
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse



                         Data Mart         Data Mart        Data Mart




                                           Spreadsheet

                                                                            18
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse




                                           Spreadsheet

                                                                            19
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse




                                           Web based
                                           Spreadsheet

                                                                            20
Friday, July 27, 2012
Spreadsheets lack ... ?
                        •   Content management
                        •   Business process management
                        •   Automated scheduling
                        •   Authentication
                        •   Audit
                        •   Collaboration
                        •   Enterprise level roll-up



                                                          21
Friday, July 27, 2012
Spreadsheets lack ... ?
                        •   Scale




                                                  22
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse




                                           Web-based
                                           Spreadsheet

                                                                            23
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse
                                       Spreadsheet




                                           Web-based
                                           Spreadsheet

                                                                            24
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse
                                       Spreadsheet

                                                   If this is fast enough, you can
                                                   recalculate the summaries
                                                   from the detail on the fly....


                                           Web-based
                                           Spreadsheet

                                                                               25
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse



                         Data Mart         Data Mart        Data Mart



                                           Web-based
                                           Spreadsheet

                                                                            26
Friday, July 27, 2012
Operational Data

                        Operational Data                 Operational Data



                                      Data Warehouse
                                       Spreadsheet

                                                   If this is fast enough, you can
                                                   recalculate the summaries
                                                   from the detail on the fly....


                                           Web-based
                                           Spreadsheet

                                                                               27
Friday, July 27, 2012
Spreadsheets lack ... ?
                        •   Professional programming practices
                            -   Requirements analysis
                            -   Formal regression testing
                            -   Model/View separation
                            -   Object-Orientation
                            -   Static typing
                            -   Naming conventions




                                                                 28
Friday, July 27, 2012
29
Friday, July 27, 2012
The Trillion Row Spreadsheet
                        r0ml@1010data.com




                                                 30
Friday, July 27, 2012
Friday, July 27, 2012

Contenu connexe

Similaire à THE TRILLION ROW SPREADSHEET(tm) from Structure:Data 2012

ANALYZING LARGE-SCALE USER DATA from Structure:Data 2012
ANALYZING LARGE-SCALE USER DATA from Structure:Data 2012ANALYZING LARGE-SCALE USER DATA from Structure:Data 2012
ANALYZING LARGE-SCALE USER DATA from Structure:Data 2012Gigaom
 
Digitale fabriek - I2 - Dsquare
Digitale fabriek - I2 - DsquareDigitale fabriek - I2 - Dsquare
Digitale fabriek - I2 - DsquareSirris
 
Investigative Analytics- What's in a Data Scientists Toolbox
Investigative Analytics- What's in a Data Scientists ToolboxInvestigative Analytics- What's in a Data Scientists Toolbox
Investigative Analytics- What's in a Data Scientists ToolboxData Science London
 
SPONSORED WORKSHOP by Amplidata from Structure:Data 2012:
SPONSORED WORKSHOP by Amplidata from Structure:Data 2012:  SPONSORED WORKSHOP by Amplidata from Structure:Data 2012:
SPONSORED WORKSHOP by Amplidata from Structure:Data 2012: Gigaom
 
THE STATE OF GLOBAL INFRASTRUCTURE PERFORMANCE from Structure 2012
THE STATE OF GLOBAL INFRASTRUCTURE PERFORMANCE from Structure 2012THE STATE OF GLOBAL INFRASTRUCTURE PERFORMANCE from Structure 2012
THE STATE OF GLOBAL INFRASTRUCTURE PERFORMANCE from Structure 2012Gigaom
 
Jisc RSC Eastern Microsoft Briefing - Ridgian BI Jisc RSC Eastern 19th march ...
Jisc RSC Eastern Microsoft Briefing - Ridgian BI Jisc RSC Eastern 19th march ...Jisc RSC Eastern Microsoft Briefing - Ridgian BI Jisc RSC Eastern 19th march ...
Jisc RSC Eastern Microsoft Briefing - Ridgian BI Jisc RSC Eastern 19th march ...JISC RSC Eastern
 
Ms system centar 2012 hp-badurini prezentacija
Ms system centar 2012   hp-badurini prezentacijaMs system centar 2012   hp-badurini prezentacija
Ms system centar 2012 hp-badurini prezentacijaTomislav Lulic
 
Evolutionary Development Methodology
Evolutionary Development MethodologyEvolutionary Development Methodology
Evolutionary Development MethodologyDonna Kelly
 
THE 3V’S OF BIG DATA: VARIETY, VELOCITY, and VOLUME
THE 3V’S OF BIG DATA: VARIETY, VELOCITY, and VOLUMETHE 3V’S OF BIG DATA: VARIETY, VELOCITY, and VOLUME
THE 3V’S OF BIG DATA: VARIETY, VELOCITY, and VOLUMEGigaom
 
Final Year Project Guidance
Final Year Project GuidanceFinal Year Project Guidance
Final Year Project GuidanceVarad Meru
 
Introduction to Data Warehousing
Introduction to Data WarehousingIntroduction to Data Warehousing
Introduction to Data WarehousingTameem Ahmad
 
The 5 levels of embedded bi
The 5 levels of embedded biThe 5 levels of embedded bi
The 5 levels of embedded biMike Boyarski
 
Campus Party Recife - Sua primeira e próximas aplicações Android: como fazer ...
Campus Party Recife - Sua primeira e próximas aplicações Android: como fazer ...Campus Party Recife - Sua primeira e próximas aplicações Android: como fazer ...
Campus Party Recife - Sua primeira e próximas aplicações Android: como fazer ...Nelson Glauber Leal
 

Similaire à THE TRILLION ROW SPREADSHEET(tm) from Structure:Data 2012 (16)

ANALYZING LARGE-SCALE USER DATA from Structure:Data 2012
ANALYZING LARGE-SCALE USER DATA from Structure:Data 2012ANALYZING LARGE-SCALE USER DATA from Structure:Data 2012
ANALYZING LARGE-SCALE USER DATA from Structure:Data 2012
 
Digitale fabriek - I2 - Dsquare
Digitale fabriek - I2 - DsquareDigitale fabriek - I2 - Dsquare
Digitale fabriek - I2 - Dsquare
 
Investigative Analytics- What's in a Data Scientists Toolbox
Investigative Analytics- What's in a Data Scientists ToolboxInvestigative Analytics- What's in a Data Scientists Toolbox
Investigative Analytics- What's in a Data Scientists Toolbox
 
PhD thesis defense of Ajith Ranabahu
PhD thesis defense of Ajith RanabahuPhD thesis defense of Ajith Ranabahu
PhD thesis defense of Ajith Ranabahu
 
SPONSORED WORKSHOP by Amplidata from Structure:Data 2012:
SPONSORED WORKSHOP by Amplidata from Structure:Data 2012:  SPONSORED WORKSHOP by Amplidata from Structure:Data 2012:
SPONSORED WORKSHOP by Amplidata from Structure:Data 2012:
 
THE STATE OF GLOBAL INFRASTRUCTURE PERFORMANCE from Structure 2012
THE STATE OF GLOBAL INFRASTRUCTURE PERFORMANCE from Structure 2012THE STATE OF GLOBAL INFRASTRUCTURE PERFORMANCE from Structure 2012
THE STATE OF GLOBAL INFRASTRUCTURE PERFORMANCE from Structure 2012
 
Data warehouse
Data warehouseData warehouse
Data warehouse
 
Data warehouse
Data warehouseData warehouse
Data warehouse
 
Jisc RSC Eastern Microsoft Briefing - Ridgian BI Jisc RSC Eastern 19th march ...
Jisc RSC Eastern Microsoft Briefing - Ridgian BI Jisc RSC Eastern 19th march ...Jisc RSC Eastern Microsoft Briefing - Ridgian BI Jisc RSC Eastern 19th march ...
Jisc RSC Eastern Microsoft Briefing - Ridgian BI Jisc RSC Eastern 19th march ...
 
Ms system centar 2012 hp-badurini prezentacija
Ms system centar 2012   hp-badurini prezentacijaMs system centar 2012   hp-badurini prezentacija
Ms system centar 2012 hp-badurini prezentacija
 
Evolutionary Development Methodology
Evolutionary Development MethodologyEvolutionary Development Methodology
Evolutionary Development Methodology
 
THE 3V’S OF BIG DATA: VARIETY, VELOCITY, and VOLUME
THE 3V’S OF BIG DATA: VARIETY, VELOCITY, and VOLUMETHE 3V’S OF BIG DATA: VARIETY, VELOCITY, and VOLUME
THE 3V’S OF BIG DATA: VARIETY, VELOCITY, and VOLUME
 
Final Year Project Guidance
Final Year Project GuidanceFinal Year Project Guidance
Final Year Project Guidance
 
Introduction to Data Warehousing
Introduction to Data WarehousingIntroduction to Data Warehousing
Introduction to Data Warehousing
 
The 5 levels of embedded bi
The 5 levels of embedded biThe 5 levels of embedded bi
The 5 levels of embedded bi
 
Campus Party Recife - Sua primeira e próximas aplicações Android: como fazer ...
Campus Party Recife - Sua primeira e próximas aplicações Android: como fazer ...Campus Party Recife - Sua primeira e próximas aplicações Android: como fazer ...
Campus Party Recife - Sua primeira e próximas aplicações Android: como fazer ...
 

Plus de Gigaom

Structure 2014 - The strategic value of the cloud - Joe Weinman
Structure 2014 - The strategic value of the cloud - Joe WeinmanStructure 2014 - The strategic value of the cloud - Joe Weinman
Structure 2014 - The strategic value of the cloud - Joe WeinmanGigaom
 
Structure 2014 - The right and wrong way to scale - Rackspace
Structure 2014 - The right and wrong way to scale - RackspaceStructure 2014 - The right and wrong way to scale - Rackspace
Structure 2014 - The right and wrong way to scale - RackspaceGigaom
 
Structure 2014 - The future of cloud computing survey results
Structure 2014 - The future of cloud computing survey resultsStructure 2014 - The future of cloud computing survey results
Structure 2014 - The future of cloud computing survey resultsGigaom
 
Structure 2014 - Launchpad Competition
Structure 2014 - Launchpad CompetitionStructure 2014 - Launchpad Competition
Structure 2014 - Launchpad CompetitionGigaom
 
Structure 2014 - Disrupting the data center - Intel sponsor workshop
Structure 2014 - Disrupting the data center - Intel sponsor workshopStructure 2014 - Disrupting the data center - Intel sponsor workshop
Structure 2014 - Disrupting the data center - Intel sponsor workshopGigaom
 
Structure 2014 - Cloud trends - Battery
Structure 2014 - Cloud trends - BatteryStructure 2014 - Cloud trends - Battery
Structure 2014 - Cloud trends - BatteryGigaom
 
Structure Data 2014: HOW MICRODATA CAN SAY A LOT ABOUT MACROECONOMICS, David ...
Structure Data 2014: HOW MICRODATA CAN SAY A LOT ABOUT MACROECONOMICS, David ...Structure Data 2014: HOW MICRODATA CAN SAY A LOT ABOUT MACROECONOMICS, David ...
Structure Data 2014: HOW MICRODATA CAN SAY A LOT ABOUT MACROECONOMICS, David ...Gigaom
 
Structure Data 2014: QLIK SPONSOR WORKSHOP: ANALYTICS THE WAY NATURE INTENDED...
Structure Data 2014: QLIK SPONSOR WORKSHOP: ANALYTICS THE WAY NATURE INTENDED...Structure Data 2014: QLIK SPONSOR WORKSHOP: ANALYTICS THE WAY NATURE INTENDED...
Structure Data 2014: QLIK SPONSOR WORKSHOP: ANALYTICS THE WAY NATURE INTENDED...Gigaom
 
Structure Data 2014: FIVE MYTHS ABOUT BIG DATA, Amit Bendov
Structure Data 2014: FIVE MYTHS ABOUT BIG DATA, Amit BendovStructure Data 2014: FIVE MYTHS ABOUT BIG DATA, Amit Bendov
Structure Data 2014: FIVE MYTHS ABOUT BIG DATA, Amit BendovGigaom
 
Structure Data 2014: AMID BILLIONS OF METRICS, YOUR SOFTWARE IS TRYING TO TEL...
Structure Data 2014: AMID BILLIONS OF METRICS, YOUR SOFTWARE IS TRYING TO TEL...Structure Data 2014: AMID BILLIONS OF METRICS, YOUR SOFTWARE IS TRYING TO TEL...
Structure Data 2014: AMID BILLIONS OF METRICS, YOUR SOFTWARE IS TRYING TO TEL...Gigaom
 
Structure Data 2014: SISENSE SPONSOR WORKSHOP: ON BEER, CHIPS AND DATA,
Structure Data 2014: SISENSE SPONSOR WORKSHOP: ON BEER, CHIPS AND DATA, Structure Data 2014: SISENSE SPONSOR WORKSHOP: ON BEER, CHIPS AND DATA,
Structure Data 2014: SISENSE SPONSOR WORKSHOP: ON BEER, CHIPS AND DATA, Gigaom
 
Structure Data 2014: INVERTING 80/20: BEYOND BESPOKE BIG DATA, Ari Gesher
Structure Data 2014: INVERTING 80/20: BEYOND BESPOKE BIG DATA, Ari GesherStructure Data 2014: INVERTING 80/20: BEYOND BESPOKE BIG DATA, Ari Gesher
Structure Data 2014: INVERTING 80/20: BEYOND BESPOKE BIG DATA, Ari GesherGigaom
 
Structure Data 2014: TRACKING A SOCCER GAME WITH BIG DATA, Chris Haddad
Structure Data 2014: TRACKING A SOCCER GAME WITH BIG DATA, Chris HaddadStructure Data 2014: TRACKING A SOCCER GAME WITH BIG DATA, Chris Haddad
Structure Data 2014: TRACKING A SOCCER GAME WITH BIG DATA, Chris HaddadGigaom
 
Structure Data 2014: TECH AGAINST HUMAN TRAFFICKING AND ILLICIT NETWORKS, Jus...
Structure Data 2014: TECH AGAINST HUMAN TRAFFICKING AND ILLICIT NETWORKS, Jus...Structure Data 2014: TECH AGAINST HUMAN TRAFFICKING AND ILLICIT NETWORKS, Jus...
Structure Data 2014: TECH AGAINST HUMAN TRAFFICKING AND ILLICIT NETWORKS, Jus...Gigaom
 
Structure Data 2014: DATA DRIVEN DESIGN AT FORMULA ONE SPEED, Geoff McGrath
Structure Data 2014: DATA DRIVEN DESIGN AT FORMULA ONE SPEED, Geoff McGrathStructure Data 2014: DATA DRIVEN DESIGN AT FORMULA ONE SPEED, Geoff McGrath
Structure Data 2014: DATA DRIVEN DESIGN AT FORMULA ONE SPEED, Geoff McGrathGigaom
 
Structure Data 2014: IS VIDEO BIG DATA?, Steve Russell
Structure Data 2014: IS VIDEO BIG DATA?, Steve RussellStructure Data 2014: IS VIDEO BIG DATA?, Steve Russell
Structure Data 2014: IS VIDEO BIG DATA?, Steve RussellGigaom
 
Structure Data 2014: BIG DATA ANALYTICS RE-INVENTED, Ryan Waite
Structure Data 2014: BIG DATA ANALYTICS RE-INVENTED, Ryan WaiteStructure Data 2014: BIG DATA ANALYTICS RE-INVENTED, Ryan Waite
Structure Data 2014: BIG DATA ANALYTICS RE-INVENTED, Ryan WaiteGigaom
 
How Data is Remaking E-commerce - from Roadmap 2013
How Data is Remaking E-commerce - from Roadmap 2013How Data is Remaking E-commerce - from Roadmap 2013
How Data is Remaking E-commerce - from Roadmap 2013Gigaom
 
25 Favorite Experiences in Tech - from Roadmap 2013
25 Favorite Experiences in Tech - from Roadmap 201325 Favorite Experiences in Tech - from Roadmap 2013
25 Favorite Experiences in Tech - from Roadmap 2013Gigaom
 
How Moore’s Law is Influencing Design - from Roadmap 2013
How Moore’s Law is Influencing Design - from Roadmap 2013How Moore’s Law is Influencing Design - from Roadmap 2013
How Moore’s Law is Influencing Design - from Roadmap 2013Gigaom
 

Plus de Gigaom (20)

Structure 2014 - The strategic value of the cloud - Joe Weinman
Structure 2014 - The strategic value of the cloud - Joe WeinmanStructure 2014 - The strategic value of the cloud - Joe Weinman
Structure 2014 - The strategic value of the cloud - Joe Weinman
 
Structure 2014 - The right and wrong way to scale - Rackspace
Structure 2014 - The right and wrong way to scale - RackspaceStructure 2014 - The right and wrong way to scale - Rackspace
Structure 2014 - The right and wrong way to scale - Rackspace
 
Structure 2014 - The future of cloud computing survey results
Structure 2014 - The future of cloud computing survey resultsStructure 2014 - The future of cloud computing survey results
Structure 2014 - The future of cloud computing survey results
 
Structure 2014 - Launchpad Competition
Structure 2014 - Launchpad CompetitionStructure 2014 - Launchpad Competition
Structure 2014 - Launchpad Competition
 
Structure 2014 - Disrupting the data center - Intel sponsor workshop
Structure 2014 - Disrupting the data center - Intel sponsor workshopStructure 2014 - Disrupting the data center - Intel sponsor workshop
Structure 2014 - Disrupting the data center - Intel sponsor workshop
 
Structure 2014 - Cloud trends - Battery
Structure 2014 - Cloud trends - BatteryStructure 2014 - Cloud trends - Battery
Structure 2014 - Cloud trends - Battery
 
Structure Data 2014: HOW MICRODATA CAN SAY A LOT ABOUT MACROECONOMICS, David ...
Structure Data 2014: HOW MICRODATA CAN SAY A LOT ABOUT MACROECONOMICS, David ...Structure Data 2014: HOW MICRODATA CAN SAY A LOT ABOUT MACROECONOMICS, David ...
Structure Data 2014: HOW MICRODATA CAN SAY A LOT ABOUT MACROECONOMICS, David ...
 
Structure Data 2014: QLIK SPONSOR WORKSHOP: ANALYTICS THE WAY NATURE INTENDED...
Structure Data 2014: QLIK SPONSOR WORKSHOP: ANALYTICS THE WAY NATURE INTENDED...Structure Data 2014: QLIK SPONSOR WORKSHOP: ANALYTICS THE WAY NATURE INTENDED...
Structure Data 2014: QLIK SPONSOR WORKSHOP: ANALYTICS THE WAY NATURE INTENDED...
 
Structure Data 2014: FIVE MYTHS ABOUT BIG DATA, Amit Bendov
Structure Data 2014: FIVE MYTHS ABOUT BIG DATA, Amit BendovStructure Data 2014: FIVE MYTHS ABOUT BIG DATA, Amit Bendov
Structure Data 2014: FIVE MYTHS ABOUT BIG DATA, Amit Bendov
 
Structure Data 2014: AMID BILLIONS OF METRICS, YOUR SOFTWARE IS TRYING TO TEL...
Structure Data 2014: AMID BILLIONS OF METRICS, YOUR SOFTWARE IS TRYING TO TEL...Structure Data 2014: AMID BILLIONS OF METRICS, YOUR SOFTWARE IS TRYING TO TEL...
Structure Data 2014: AMID BILLIONS OF METRICS, YOUR SOFTWARE IS TRYING TO TEL...
 
Structure Data 2014: SISENSE SPONSOR WORKSHOP: ON BEER, CHIPS AND DATA,
Structure Data 2014: SISENSE SPONSOR WORKSHOP: ON BEER, CHIPS AND DATA, Structure Data 2014: SISENSE SPONSOR WORKSHOP: ON BEER, CHIPS AND DATA,
Structure Data 2014: SISENSE SPONSOR WORKSHOP: ON BEER, CHIPS AND DATA,
 
Structure Data 2014: INVERTING 80/20: BEYOND BESPOKE BIG DATA, Ari Gesher
Structure Data 2014: INVERTING 80/20: BEYOND BESPOKE BIG DATA, Ari GesherStructure Data 2014: INVERTING 80/20: BEYOND BESPOKE BIG DATA, Ari Gesher
Structure Data 2014: INVERTING 80/20: BEYOND BESPOKE BIG DATA, Ari Gesher
 
Structure Data 2014: TRACKING A SOCCER GAME WITH BIG DATA, Chris Haddad
Structure Data 2014: TRACKING A SOCCER GAME WITH BIG DATA, Chris HaddadStructure Data 2014: TRACKING A SOCCER GAME WITH BIG DATA, Chris Haddad
Structure Data 2014: TRACKING A SOCCER GAME WITH BIG DATA, Chris Haddad
 
Structure Data 2014: TECH AGAINST HUMAN TRAFFICKING AND ILLICIT NETWORKS, Jus...
Structure Data 2014: TECH AGAINST HUMAN TRAFFICKING AND ILLICIT NETWORKS, Jus...Structure Data 2014: TECH AGAINST HUMAN TRAFFICKING AND ILLICIT NETWORKS, Jus...
Structure Data 2014: TECH AGAINST HUMAN TRAFFICKING AND ILLICIT NETWORKS, Jus...
 
Structure Data 2014: DATA DRIVEN DESIGN AT FORMULA ONE SPEED, Geoff McGrath
Structure Data 2014: DATA DRIVEN DESIGN AT FORMULA ONE SPEED, Geoff McGrathStructure Data 2014: DATA DRIVEN DESIGN AT FORMULA ONE SPEED, Geoff McGrath
Structure Data 2014: DATA DRIVEN DESIGN AT FORMULA ONE SPEED, Geoff McGrath
 
Structure Data 2014: IS VIDEO BIG DATA?, Steve Russell
Structure Data 2014: IS VIDEO BIG DATA?, Steve RussellStructure Data 2014: IS VIDEO BIG DATA?, Steve Russell
Structure Data 2014: IS VIDEO BIG DATA?, Steve Russell
 
Structure Data 2014: BIG DATA ANALYTICS RE-INVENTED, Ryan Waite
Structure Data 2014: BIG DATA ANALYTICS RE-INVENTED, Ryan WaiteStructure Data 2014: BIG DATA ANALYTICS RE-INVENTED, Ryan Waite
Structure Data 2014: BIG DATA ANALYTICS RE-INVENTED, Ryan Waite
 
How Data is Remaking E-commerce - from Roadmap 2013
How Data is Remaking E-commerce - from Roadmap 2013How Data is Remaking E-commerce - from Roadmap 2013
How Data is Remaking E-commerce - from Roadmap 2013
 
25 Favorite Experiences in Tech - from Roadmap 2013
25 Favorite Experiences in Tech - from Roadmap 201325 Favorite Experiences in Tech - from Roadmap 2013
25 Favorite Experiences in Tech - from Roadmap 2013
 
How Moore’s Law is Influencing Design - from Roadmap 2013
How Moore’s Law is Influencing Design - from Roadmap 2013How Moore’s Law is Influencing Design - from Roadmap 2013
How Moore’s Law is Influencing Design - from Roadmap 2013
 

Dernier

Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Next-generation AAM aircraft unveiled by Supernal, S-A2
Next-generation AAM aircraft unveiled by Supernal, S-A2Next-generation AAM aircraft unveiled by Supernal, S-A2
Next-generation AAM aircraft unveiled by Supernal, S-A2Hyundai Motor Group
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 

Dernier (20)

Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Next-generation AAM aircraft unveiled by Supernal, S-A2
Next-generation AAM aircraft unveiled by Supernal, S-A2Next-generation AAM aircraft unveiled by Supernal, S-A2
Next-generation AAM aircraft unveiled by Supernal, S-A2
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptxVulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
 

THE TRILLION ROW SPREADSHEET(tm) from Structure:Data 2012

  • 1. THE TRILLION-ROW SPREADSHEET™ SPEAKER: Robert Lefkowitz Director of Web Development 1010data Friday, July 27, 2012
  • 2. The Trillion Row Spreadsheet r0ml@1010data.com 2 Friday, July 27, 2012
  • 5. Trillion Row Spreadsheet 5 Friday, July 27, 2012
  • 6. Trillion Row Spreadsheet Trillion Row Data Warehouse 6 Friday, July 27, 2012
  • 12. Data Warehouse • Operational -> Analytical - Design/Model - Data (cleaning) - Multiple data sources - Date (timeseries) analytics - Reporting (business intelligence) 12 Friday, July 27, 2012
  • 14. Operational Data Operational Data Operational Data Data Warehouse 14 Friday, July 27, 2012
  • 15. Operational Data Operational Data Operational Data Data Warehouse Data Mart Data Mart Data Mart 15 Friday, July 27, 2012
  • 16. Operational Data Operational Data Operational Data Data Warehouse Data Mart Data Mart Data Mart Spreadsheet 16 Friday, July 27, 2012
  • 17. Operational Data Operational Data Operational Data Data Warehouse Data Mart Data Mart Data Mart Spreadsheet 17 Friday, July 27, 2012
  • 18. Operational Data Operational Data Operational Data Data Warehouse Data Mart Data Mart Data Mart Spreadsheet 18 Friday, July 27, 2012
  • 19. Operational Data Operational Data Operational Data Data Warehouse Spreadsheet 19 Friday, July 27, 2012
  • 20. Operational Data Operational Data Operational Data Data Warehouse Web based Spreadsheet 20 Friday, July 27, 2012
  • 21. Spreadsheets lack ... ? • Content management • Business process management • Automated scheduling • Authentication • Audit • Collaboration • Enterprise level roll-up 21 Friday, July 27, 2012
  • 22. Spreadsheets lack ... ? • Scale 22 Friday, July 27, 2012
  • 23. Operational Data Operational Data Operational Data Data Warehouse Web-based Spreadsheet 23 Friday, July 27, 2012
  • 24. Operational Data Operational Data Operational Data Data Warehouse Spreadsheet Web-based Spreadsheet 24 Friday, July 27, 2012
  • 25. Operational Data Operational Data Operational Data Data Warehouse Spreadsheet If this is fast enough, you can recalculate the summaries from the detail on the fly.... Web-based Spreadsheet 25 Friday, July 27, 2012
  • 26. Operational Data Operational Data Operational Data Data Warehouse Data Mart Data Mart Data Mart Web-based Spreadsheet 26 Friday, July 27, 2012
  • 27. Operational Data Operational Data Operational Data Data Warehouse Spreadsheet If this is fast enough, you can recalculate the summaries from the detail on the fly.... Web-based Spreadsheet 27 Friday, July 27, 2012
  • 28. Spreadsheets lack ... ? • Professional programming practices - Requirements analysis - Formal regression testing - Model/View separation - Object-Orientation - Static typing - Naming conventions 28 Friday, July 27, 2012
  • 30. The Trillion Row Spreadsheet r0ml@1010data.com 30 Friday, July 27, 2012