SlideShare a Scribd company logo
1 of 9
Tez, An Introduction

Alan F. Gates
Founder & Architect
@alanfgates

Page 1
In The Beginning of Hadoop…
...there was MapReduce

–It could handle data sizes way beyond
those of its competitors
–It was resilient in the face of failure
–It made it easy for users to bring their
code and algorithms to the data (i.e. free
to program in Java instead of just SQL)

© 2014 Hortonworks

Page 2
But, It Was Too Low Level

© 2014 Hortonworks

Page 3
But it was too rigid

© 2014 Hortonworks

Page 4
But, It Was Batch

© 2014 Hortonworks

Page 5
YARN to the Rescue

© 2014 Hortonworks

Page 6
Why Tez? Enable Data Processing In Many
Tools
•An execution engine that can be used by
Hive, Pig, Cascading, and others
•Right now SQL on hadoop is hot, and we
want to enable that
•But we also want to keep in mind that
there’s a lot else to be done in Hadoop
(machine learning, ETL, graph
processing, etc.) and we want to open up
the work we’re doing to those groups as
well.
© 2014 Hortonworks

Page 7
Why Tez? Span Batch and Interactive
•It’s hard for customers to use different tools
depending on their data size
•It’s hard for applications like Hive to use
different back end engines depending on
the inputs and outputs

© 2014 Hortonworks

Page 8
Why Tez? Preserve MapReduce Experience
•MapReduce represents engineering
centuries of work
•Much has been learned (mostly the hard
way) about scale and resiliency
•We are not excited to reinvent those
wheels, we would rather rebuild the vehicle
on top of them

© 2014 Hortonworks

Page 9

More Related Content

What's hot

An Introduction of Apache Hadoop
An Introduction of Apache HadoopAn Introduction of Apache Hadoop
An Introduction of Apache HadoopKMS Technology
 
Basic Hadoop Architecture V1 vs V2
Basic  Hadoop Architecture  V1 vs V2Basic  Hadoop Architecture  V1 vs V2
Basic Hadoop Architecture V1 vs V2VIVEKVANAVAN
 
Hadoop introduction
Hadoop introductionHadoop introduction
Hadoop introduction葵慶 李
 
Big Data and Hadoop Ecosystem
Big Data and Hadoop EcosystemBig Data and Hadoop Ecosystem
Big Data and Hadoop EcosystemRajkumar Singh
 
Apache Con Eu2008 Hadoop Tour Tom White
Apache Con Eu2008 Hadoop Tour Tom WhiteApache Con Eu2008 Hadoop Tour Tom White
Apache Con Eu2008 Hadoop Tour Tom Whitetomwhite
 
The Meta of Hadoop - COMAD 2012
The Meta of Hadoop - COMAD 2012The Meta of Hadoop - COMAD 2012
The Meta of Hadoop - COMAD 2012Joydeep Sen Sarma
 
What are Hadoop Components? Hadoop Ecosystem and Architecture | Edureka
What are Hadoop Components? Hadoop Ecosystem and Architecture | EdurekaWhat are Hadoop Components? Hadoop Ecosystem and Architecture | Edureka
What are Hadoop Components? Hadoop Ecosystem and Architecture | EdurekaEdureka!
 
HADOOP TECHNOLOGY ppt
HADOOP  TECHNOLOGY pptHADOOP  TECHNOLOGY ppt
HADOOP TECHNOLOGY pptsravya raju
 
Hadoop Architecture
Hadoop Architecture Hadoop Architecture
Hadoop Architecture Ganesh B
 
Coordinating the Many Tools of Big Data - Apache HCatalog, Apache Pig and Apa...
Coordinating the Many Tools of Big Data - Apache HCatalog, Apache Pig and Apa...Coordinating the Many Tools of Big Data - Apache HCatalog, Apache Pig and Apa...
Coordinating the Many Tools of Big Data - Apache HCatalog, Apache Pig and Apa...Big Data Spain
 
Hadoop hive presentation
Hadoop hive presentationHadoop hive presentation
Hadoop hive presentationArvind Kumar
 

What's hot (20)

Getting started big data
Getting started big dataGetting started big data
Getting started big data
 
Hadoop overview
Hadoop overviewHadoop overview
Hadoop overview
 
Hadoop training
Hadoop trainingHadoop training
Hadoop training
 
An Introduction of Apache Hadoop
An Introduction of Apache HadoopAn Introduction of Apache Hadoop
An Introduction of Apache Hadoop
 
Hadoop Technology
Hadoop TechnologyHadoop Technology
Hadoop Technology
 
Basic Hadoop Architecture V1 vs V2
Basic  Hadoop Architecture  V1 vs V2Basic  Hadoop Architecture  V1 vs V2
Basic Hadoop Architecture V1 vs V2
 
Hadoop introduction
Hadoop introductionHadoop introduction
Hadoop introduction
 
Big Data and Hadoop Ecosystem
Big Data and Hadoop EcosystemBig Data and Hadoop Ecosystem
Big Data and Hadoop Ecosystem
 
Hadoop
HadoopHadoop
Hadoop
 
Apache Con Eu2008 Hadoop Tour Tom White
Apache Con Eu2008 Hadoop Tour Tom WhiteApache Con Eu2008 Hadoop Tour Tom White
Apache Con Eu2008 Hadoop Tour Tom White
 
Big data and Hadoop
Big data and HadoopBig data and Hadoop
Big data and Hadoop
 
Hadoop
HadoopHadoop
Hadoop
 
The Meta of Hadoop - COMAD 2012
The Meta of Hadoop - COMAD 2012The Meta of Hadoop - COMAD 2012
The Meta of Hadoop - COMAD 2012
 
Hadoop
Hadoop Hadoop
Hadoop
 
What are Hadoop Components? Hadoop Ecosystem and Architecture | Edureka
What are Hadoop Components? Hadoop Ecosystem and Architecture | EdurekaWhat are Hadoop Components? Hadoop Ecosystem and Architecture | Edureka
What are Hadoop Components? Hadoop Ecosystem and Architecture | Edureka
 
HADOOP TECHNOLOGY ppt
HADOOP  TECHNOLOGY pptHADOOP  TECHNOLOGY ppt
HADOOP TECHNOLOGY ppt
 
Hadoop Architecture
Hadoop Architecture Hadoop Architecture
Hadoop Architecture
 
Coordinating the Many Tools of Big Data - Apache HCatalog, Apache Pig and Apa...
Coordinating the Many Tools of Big Data - Apache HCatalog, Apache Pig and Apa...Coordinating the Many Tools of Big Data - Apache HCatalog, Apache Pig and Apa...
Coordinating the Many Tools of Big Data - Apache HCatalog, Apache Pig and Apa...
 
Hadoop hive presentation
Hadoop hive presentationHadoop hive presentation
Hadoop hive presentation
 
Hadoop Technologies
Hadoop TechnologiesHadoop Technologies
Hadoop Technologies
 

Similar to February 2014 HUG : Introduction to Tez

Intro to Hadoop Presentation at Carnegie Mellon - Silicon Valley
Intro to Hadoop Presentation at Carnegie Mellon - Silicon ValleyIntro to Hadoop Presentation at Carnegie Mellon - Silicon Valley
Intro to Hadoop Presentation at Carnegie Mellon - Silicon Valleymarkgrover
 
Tez: Accelerating Data Pipelines - fifthel
Tez: Accelerating Data Pipelines - fifthelTez: Accelerating Data Pipelines - fifthel
Tez: Accelerating Data Pipelines - fifthelt3rmin4t0r
 
April 2013 HUG: The Stinger Initiative - Making Apache Hive 100 Times Faster
April 2013 HUG: The Stinger Initiative - Making Apache Hive 100 Times FasterApril 2013 HUG: The Stinger Initiative - Making Apache Hive 100 Times Faster
April 2013 HUG: The Stinger Initiative - Making Apache Hive 100 Times FasterYahoo Developer Network
 
How pig and hadoop fit in data processing architecture
How pig and hadoop fit in data processing architectureHow pig and hadoop fit in data processing architecture
How pig and hadoop fit in data processing architectureKovid Academy
 
Overview of big data & hadoop v1
Overview of big data & hadoop   v1Overview of big data & hadoop   v1
Overview of big data & hadoop v1Thanh Nguyen
 
YARN webinar series: Using Scalding to write applications to Hadoop and YARN
YARN webinar series: Using Scalding to write applications to Hadoop and YARNYARN webinar series: Using Scalding to write applications to Hadoop and YARN
YARN webinar series: Using Scalding to write applications to Hadoop and YARNHortonworks
 
Strata feb2013
Strata feb2013Strata feb2013
Strata feb2013alanfgates
 
Running Hadoop as Service in AltiScale Platform
Running Hadoop as Service in AltiScale PlatformRunning Hadoop as Service in AltiScale Platform
Running Hadoop as Service in AltiScale PlatformInMobi Technology
 
Hadoop: Past, Present and Future - v2.1 - SQLSaturday #340
Hadoop: Past, Present and Future - v2.1 - SQLSaturday #340Hadoop: Past, Present and Future - v2.1 - SQLSaturday #340
Hadoop: Past, Present and Future - v2.1 - SQLSaturday #340Big Data Joe™ Rossi
 
Open-BDA Hadoop Summit 2014 - Mr. Slim Baltagi (Building a Modern Data Archit...
Open-BDA Hadoop Summit 2014 - Mr. Slim Baltagi (Building a Modern Data Archit...Open-BDA Hadoop Summit 2014 - Mr. Slim Baltagi (Building a Modern Data Archit...
Open-BDA Hadoop Summit 2014 - Mr. Slim Baltagi (Building a Modern Data Archit...Innovative Management Services
 
Big Data Hoopla Simplified - TDWI Memphis 2014
Big Data Hoopla Simplified - TDWI Memphis 2014Big Data Hoopla Simplified - TDWI Memphis 2014
Big Data Hoopla Simplified - TDWI Memphis 2014Rajan Kanitkar
 
Hadoop Demystified + MapReduce (Java and C#), Pig, and Hive Demos
Hadoop Demystified + MapReduce (Java and C#), Pig, and Hive DemosHadoop Demystified + MapReduce (Java and C#), Pig, and Hive Demos
Hadoop Demystified + MapReduce (Java and C#), Pig, and Hive DemosLester Martin
 
Overview of big data & hadoop version 1 - Tony Nguyen
Overview of big data & hadoop   version 1 - Tony NguyenOverview of big data & hadoop   version 1 - Tony Nguyen
Overview of big data & hadoop version 1 - Tony NguyenThanh Nguyen
 
Overview of Big data, Hadoop and Microsoft BI - version1
Overview of Big data, Hadoop and Microsoft BI - version1Overview of Big data, Hadoop and Microsoft BI - version1
Overview of Big data, Hadoop and Microsoft BI - version1Thanh Nguyen
 
Gunther hagleitner:apache hive & stinger
Gunther hagleitner:apache hive & stingerGunther hagleitner:apache hive & stinger
Gunther hagleitner:apache hive & stingerhdhappy001
 
Application architectures with hadoop – big data techcon 2014
Application architectures with hadoop – big data techcon 2014Application architectures with hadoop – big data techcon 2014
Application architectures with hadoop – big data techcon 2014Jonathan Seidman
 
Application architectures with Hadoop – Big Data TechCon 2014
Application architectures with Hadoop – Big Data TechCon 2014Application architectures with Hadoop – Big Data TechCon 2014
Application architectures with Hadoop – Big Data TechCon 2014hadooparchbook
 

Similar to February 2014 HUG : Introduction to Tez (20)

Intro to Hadoop Presentation at Carnegie Mellon - Silicon Valley
Intro to Hadoop Presentation at Carnegie Mellon - Silicon ValleyIntro to Hadoop Presentation at Carnegie Mellon - Silicon Valley
Intro to Hadoop Presentation at Carnegie Mellon - Silicon Valley
 
Tez: Accelerating Data Pipelines - fifthel
Tez: Accelerating Data Pipelines - fifthelTez: Accelerating Data Pipelines - fifthel
Tez: Accelerating Data Pipelines - fifthel
 
April 2013 HUG: The Stinger Initiative - Making Apache Hive 100 Times Faster
April 2013 HUG: The Stinger Initiative - Making Apache Hive 100 Times FasterApril 2013 HUG: The Stinger Initiative - Making Apache Hive 100 Times Faster
April 2013 HUG: The Stinger Initiative - Making Apache Hive 100 Times Faster
 
How pig and hadoop fit in data processing architecture
How pig and hadoop fit in data processing architectureHow pig and hadoop fit in data processing architecture
How pig and hadoop fit in data processing architecture
 
Overview of big data & hadoop v1
Overview of big data & hadoop   v1Overview of big data & hadoop   v1
Overview of big data & hadoop v1
 
YARN webinar series: Using Scalding to write applications to Hadoop and YARN
YARN webinar series: Using Scalding to write applications to Hadoop and YARNYARN webinar series: Using Scalding to write applications to Hadoop and YARN
YARN webinar series: Using Scalding to write applications to Hadoop and YARN
 
Strata feb2013
Strata feb2013Strata feb2013
Strata feb2013
 
Munich HUG 21.11.2013
Munich HUG 21.11.2013Munich HUG 21.11.2013
Munich HUG 21.11.2013
 
Talend for big_data_intorduction
Talend for big_data_intorductionTalend for big_data_intorduction
Talend for big_data_intorduction
 
Running Hadoop as Service in AltiScale Platform
Running Hadoop as Service in AltiScale PlatformRunning Hadoop as Service in AltiScale Platform
Running Hadoop as Service in AltiScale Platform
 
Hadoop: Past, Present and Future - v2.1 - SQLSaturday #340
Hadoop: Past, Present and Future - v2.1 - SQLSaturday #340Hadoop: Past, Present and Future - v2.1 - SQLSaturday #340
Hadoop: Past, Present and Future - v2.1 - SQLSaturday #340
 
Open-BDA Hadoop Summit 2014 - Mr. Slim Baltagi (Building a Modern Data Archit...
Open-BDA Hadoop Summit 2014 - Mr. Slim Baltagi (Building a Modern Data Archit...Open-BDA Hadoop Summit 2014 - Mr. Slim Baltagi (Building a Modern Data Archit...
Open-BDA Hadoop Summit 2014 - Mr. Slim Baltagi (Building a Modern Data Archit...
 
Big Data Hoopla Simplified - TDWI Memphis 2014
Big Data Hoopla Simplified - TDWI Memphis 2014Big Data Hoopla Simplified - TDWI Memphis 2014
Big Data Hoopla Simplified - TDWI Memphis 2014
 
Hadoop Demystified + MapReduce (Java and C#), Pig, and Hive Demos
Hadoop Demystified + MapReduce (Java and C#), Pig, and Hive DemosHadoop Demystified + MapReduce (Java and C#), Pig, and Hive Demos
Hadoop Demystified + MapReduce (Java and C#), Pig, and Hive Demos
 
Overview of big data & hadoop version 1 - Tony Nguyen
Overview of big data & hadoop   version 1 - Tony NguyenOverview of big data & hadoop   version 1 - Tony Nguyen
Overview of big data & hadoop version 1 - Tony Nguyen
 
Overview of Big data, Hadoop and Microsoft BI - version1
Overview of Big data, Hadoop and Microsoft BI - version1Overview of Big data, Hadoop and Microsoft BI - version1
Overview of Big data, Hadoop and Microsoft BI - version1
 
Gunther hagleitner:apache hive & stinger
Gunther hagleitner:apache hive & stingerGunther hagleitner:apache hive & stinger
Gunther hagleitner:apache hive & stinger
 
Application architectures with hadoop – big data techcon 2014
Application architectures with hadoop – big data techcon 2014Application architectures with hadoop – big data techcon 2014
Application architectures with hadoop – big data techcon 2014
 
Application architectures with Hadoop – Big Data TechCon 2014
Application architectures with Hadoop – Big Data TechCon 2014Application architectures with Hadoop – Big Data TechCon 2014
Application architectures with Hadoop – Big Data TechCon 2014
 
Hadoop In Action
Hadoop In ActionHadoop In Action
Hadoop In Action
 

More from Yahoo Developer Network

Developing Mobile Apps for Performance - Swapnil Patel, Verizon Media
Developing Mobile Apps for Performance - Swapnil Patel, Verizon MediaDeveloping Mobile Apps for Performance - Swapnil Patel, Verizon Media
Developing Mobile Apps for Performance - Swapnil Patel, Verizon MediaYahoo Developer Network
 
Athenz - The Open-Source Solution to Provide Access Control in Dynamic Infras...
Athenz - The Open-Source Solution to Provide Access Control in Dynamic Infras...Athenz - The Open-Source Solution to Provide Access Control in Dynamic Infras...
Athenz - The Open-Source Solution to Provide Access Control in Dynamic Infras...Yahoo Developer Network
 
Athenz & SPIFFE, Tatsuya Yano, Yahoo Japan
Athenz & SPIFFE, Tatsuya Yano, Yahoo JapanAthenz & SPIFFE, Tatsuya Yano, Yahoo Japan
Athenz & SPIFFE, Tatsuya Yano, Yahoo JapanYahoo Developer Network
 
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...Yahoo Developer Network
 
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, OathBig Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, OathYahoo Developer Network
 
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenuHow @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenuYahoo Developer Network
 
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, AmpoolThe Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, AmpoolYahoo Developer Network
 
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...Yahoo Developer Network
 
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...Yahoo Developer Network
 
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, OathHDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, OathYahoo Developer Network
 
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...Yahoo Developer Network
 
Moving the Oath Grid to Docker, Eric Badger, Oath
Moving the Oath Grid to Docker, Eric Badger, OathMoving the Oath Grid to Docker, Eric Badger, Oath
Moving the Oath Grid to Docker, Eric Badger, OathYahoo Developer Network
 
Architecting Petabyte Scale AI Applications
Architecting Petabyte Scale AI ApplicationsArchitecting Petabyte Scale AI Applications
Architecting Petabyte Scale AI ApplicationsYahoo Developer Network
 
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...Yahoo Developer Network
 
Jun 2017 HUG: YARN Scheduling – A Step Beyond
Jun 2017 HUG: YARN Scheduling – A Step BeyondJun 2017 HUG: YARN Scheduling – A Step Beyond
Jun 2017 HUG: YARN Scheduling – A Step BeyondYahoo Developer Network
 
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies Yahoo Developer Network
 
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...Yahoo Developer Network
 
February 2017 HUG: Exactly-once end-to-end processing with Apache Apex
February 2017 HUG: Exactly-once end-to-end processing with Apache ApexFebruary 2017 HUG: Exactly-once end-to-end processing with Apache Apex
February 2017 HUG: Exactly-once end-to-end processing with Apache ApexYahoo Developer Network
 
February 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
February 2017 HUG: Data Sketches: A required toolkit for Big Data AnalyticsFebruary 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
February 2017 HUG: Data Sketches: A required toolkit for Big Data AnalyticsYahoo Developer Network
 

More from Yahoo Developer Network (20)

Developing Mobile Apps for Performance - Swapnil Patel, Verizon Media
Developing Mobile Apps for Performance - Swapnil Patel, Verizon MediaDeveloping Mobile Apps for Performance - Swapnil Patel, Verizon Media
Developing Mobile Apps for Performance - Swapnil Patel, Verizon Media
 
Athenz - The Open-Source Solution to Provide Access Control in Dynamic Infras...
Athenz - The Open-Source Solution to Provide Access Control in Dynamic Infras...Athenz - The Open-Source Solution to Provide Access Control in Dynamic Infras...
Athenz - The Open-Source Solution to Provide Access Control in Dynamic Infras...
 
Athenz & SPIFFE, Tatsuya Yano, Yahoo Japan
Athenz & SPIFFE, Tatsuya Yano, Yahoo JapanAthenz & SPIFFE, Tatsuya Yano, Yahoo Japan
Athenz & SPIFFE, Tatsuya Yano, Yahoo Japan
 
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
 
CICD at Oath using Screwdriver
CICD at Oath using ScrewdriverCICD at Oath using Screwdriver
CICD at Oath using Screwdriver
 
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, OathBig Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
 
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenuHow @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
 
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, AmpoolThe Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
 
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
 
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
 
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, OathHDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
 
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
 
Moving the Oath Grid to Docker, Eric Badger, Oath
Moving the Oath Grid to Docker, Eric Badger, OathMoving the Oath Grid to Docker, Eric Badger, Oath
Moving the Oath Grid to Docker, Eric Badger, Oath
 
Architecting Petabyte Scale AI Applications
Architecting Petabyte Scale AI ApplicationsArchitecting Petabyte Scale AI Applications
Architecting Petabyte Scale AI Applications
 
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
 
Jun 2017 HUG: YARN Scheduling – A Step Beyond
Jun 2017 HUG: YARN Scheduling – A Step BeyondJun 2017 HUG: YARN Scheduling – A Step Beyond
Jun 2017 HUG: YARN Scheduling – A Step Beyond
 
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
 
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
 
February 2017 HUG: Exactly-once end-to-end processing with Apache Apex
February 2017 HUG: Exactly-once end-to-end processing with Apache ApexFebruary 2017 HUG: Exactly-once end-to-end processing with Apache Apex
February 2017 HUG: Exactly-once end-to-end processing with Apache Apex
 
February 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
February 2017 HUG: Data Sketches: A required toolkit for Big Data AnalyticsFebruary 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
February 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
 

Recently uploaded

Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...EduSkills OECD
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxDenish Jangid
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Shubhangi Sonawane
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfAyushMahapatra5
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17Celine George
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxVishalSingh1417
 
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...KokoStevan
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.christianmathematics
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Celine George
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxnegromaestrong
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingTeacherCyreneCayanan
 

Recently uploaded (20)

Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdf
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 

February 2014 HUG : Introduction to Tez

  • 1. Tez, An Introduction Alan F. Gates Founder & Architect @alanfgates Page 1
  • 2. In The Beginning of Hadoop… ...there was MapReduce –It could handle data sizes way beyond those of its competitors –It was resilient in the face of failure –It made it easy for users to bring their code and algorithms to the data (i.e. free to program in Java instead of just SQL) © 2014 Hortonworks Page 2
  • 3. But, It Was Too Low Level © 2014 Hortonworks Page 3
  • 4. But it was too rigid © 2014 Hortonworks Page 4
  • 5. But, It Was Batch © 2014 Hortonworks Page 5
  • 6. YARN to the Rescue © 2014 Hortonworks Page 6
  • 7. Why Tez? Enable Data Processing In Many Tools •An execution engine that can be used by Hive, Pig, Cascading, and others •Right now SQL on hadoop is hot, and we want to enable that •But we also want to keep in mind that there’s a lot else to be done in Hadoop (machine learning, ETL, graph processing, etc.) and we want to open up the work we’re doing to those groups as well. © 2014 Hortonworks Page 7
  • 8. Why Tez? Span Batch and Interactive •It’s hard for customers to use different tools depending on their data size •It’s hard for applications like Hive to use different back end engines depending on the inputs and outputs © 2014 Hortonworks Page 8
  • 9. Why Tez? Preserve MapReduce Experience •MapReduce represents engineering centuries of work •Much has been learned (mostly the hard way) about scale and resiliency •We are not excited to reinvent those wheels, we would rather rebuild the vehicle on top of them © 2014 Hortonworks Page 9