SlideShare a Scribd company logo
1 of 34
Download to read offline
OPENSTACK AND BIG DATA,
A LOVE STORY
Michael Still
Senior Software Development Manager
michael.still@rackspace.com or @mikal on twitter
2
WHO IS THIS GUY?
•  A Canberran born and bred
•  An OpenStack developer since 2011, first commit
merged January 2012
-  https://review.openstack.org/#/c/2899/
•  A Compute Core Reviewer, former Compute PTL, and
have served on the OpenStack Technical Committee
•  Manager for a team of OpenStack developers spread
across Australia
3
CAUTION, THIS BIT IS A TEST
4
5
6
WHO IS RACKSPACE?
•  Do any of you guys know who Rackspace is and how they fit into the
OpenStack story?
7
BIG DATA
•  Hopefully we’re all familiar with the term
•  That said, the basic idea is to store and process large amounts of data on
commodity equipment
•  Pioneered by Internet companies
•  But now used by many ”more traditional” organizations
IMAGE PLACEHOLDER
1280X1080
8
THE OLD WAY
IMAGE PLACEHOLDER
1280X1080
9
THE NEW WAY
10
BIG DATA
•  The most obvious thing here is that machine counts are increasing…
•  We’re talking about hundreds or thousands of machines instead of the one
big machine
11
BIG DATA
•  The most obvious thing here is that machine counts are increasing…
•  We’re talking about hundreds or thousands of machines instead of the one
big machine
•  And our operational budgets are not increasing with machine count (of
course)
12
BIG DATA
•  The most obvious thing here is that machine counts are increasing…
•  We’re talking about hundreds or thousands of machines instead of the one
big machine
•  And our operational budgets are not increasing with machine count (of
course)
•  So we need to automate more
13
OPENSTACK COMPUTE
•  From day zero OpenStack supported running virtual machines
•  We call them instances
14
OPENSTACK COMPUTE
•  From day zero OpenStack supported running virtual machines
•  We call them instances
•  Virtual machines aren’t a great choice for most big data applications though
-  For example, its nice if you replicate your data
-  But what if all the VMs containing replicas are on the same hypervisor?
-  There are performance costs as well
15
OPENSTACK COMPUTE
•  From day zero OpenStack supported running virtual machines
•  We call them instances
•  Virtual machines aren’t a great choice for most big data applications though
-  For example, its nice if you replicate your data
-  But what if all the VMs containing replicas are on the same hypervisor?
-  There are performance costs as well
•  Big data is about bulk, not artisanal machine orchestration
16
OPENSTACK BAREMETAL
•  A research project started in 2012
17
OPENSTACK BAREMETAL
•  A research project started in 2012
•  It was… horrible
•  But has been deployed. Yahoo has tens of thousands of machines running
this code.
18
OPENSTACK BAREMETAL
•  A research project started in 2012
•  It was… horrible
•  But has been deployed. Yahoo has tens of thousands of machines running
this code.
•  Luckily some adults came along and turned that research project into a
productionized thing in 2013
19
OPENSTACK BAREMETAL
•  The new implementation is a separate OpenStack project
•  Manages machines by talking IPMI / DRAC / iLO / other things
•  Integrates with OpenStack Compute so that the same APIs work
everywhere
20
WHICH MEANS…
21
API CONTROL OF BULK INFRASTRUCTURE
•  We can now build images for all our various big data machine types
-  Management nodes
-  Zookeeper nodes
-  Data storage / worker nodes
•  And then manage them with simple command line tools
22
API CONTROL OF BULK INFRASTRUCTURE
•  I’ve spent the last year helping a customer of ours do something like this
23
API CONTROL OF BULK INFRASTRUCTURE
•  I’ve spent the last year helping a customer of ours do something like this
•  Why a year?
•  Well, they wanted some other stuff like continuous deployment of
OpenStack as well, and that was a lot harder than the Hadoop bits
24
API CONTROL OF BULK INFRASTRUCTURE
•  That said, based on a simpler version of their deployment, I think I have
some recommendations now for how to approach a project like this…
25
API CONTROL OF BULK INFRASTRUCTURE
•  That said, based on a simpler version of their deployment, I think I have
some recommendations now for how to approach a project like this…
•  Zookeeper nodes are harder than I thought
•  Management nodes are even harder
•  But data and processing nodes are easy
26
API CONTROL OF BULK INFRASTRUCTURE
•  That said, based on a simpler version of their deployment, I think I have
some recommendations now for how to approach a project like this…
•  Zookeeper nodes are harder than I thought
•  Management nodes are even harder
•  But data and processing nodes are easy
Luckily, this is the
vast majority of
your machines
27
API CONTROL OF BULK INFRASTRUCTURE
•  That said, based on a simpler version of their deployment, I think I have
some recommendations now for how to approach a project like this…
•  Zookeeper nodes are harder than I thought
•  Management nodes are even harder
•  But data and processing nodes are easy
Luckily, this is the
vast majority of
your machines
And this is
possible, just
harder
28
API CONTROL OF BULK INFRASTRUCTURE
•  Data and processing nodes
-  Golden image deployments are the way to go
-  Keep your data on non-boot disks
-  To update the OS / image, just rebuild the image and the use nova rebuild
-  Use keep-ephemeral to avoid re-syncing data during a rollout
29
API CONTROL OF BULK INFRASTRUCTURE
•  Zookeeper nodes
-  This is harder because all the machines in the zookeeper cluster need a shared
config listing all their peers
-  We solved this by using an overlay network
-  But floating IPs would probably work in a simpler environment
30
CANBERRA OPENSTACK MEETUP
Tuesday 29 November
7pm to 9pm
https://goo.gl/nxW62K
31
32
Copyright © 2016 Rackspace | Rackspace® Fanatical Support® and other Rackspace marks are either registered service marks or service marks of Rackspce US, Inc. in the United States and other countries. Features, benefits
and pricing presented depend on system configuration and are subject to change without notice. Rackspace disclaims any representation, warranty or other legal commitment regarding its services except for those expressly
stated in a Rackspace services agreement. All other trademarks, service marks, images, products and brands remain the sole property of their respective holders and do not imply endorsement or sponsorship.
ONE FANATICAL PLACE | SAN ANTONIO, TX 78218
US SALES: 1-800-961-2888 | US SUPPORT: 1-800-961-4454 | WWW.RACKSPACE.COM
33
Copyright © 2016 Rackspace | Rackspace® Fanatical Support® and other Rackspace marks are either registered service marks or service marks of Rackspce US, Inc. in the United States and other countries. Features, benefits
and pricing presented depend on system configuration and are subject to change without notice. Rackspace disclaims any representation, warranty or other legal commitment regarding its services except for those expressly
stated in a Rackspace services agreement. All other trademarks, service marks, images, products and brands remain the sole property of their respective holders and do not imply endorsement or sponsorship.
ONE FANATICAL PLACE | SAN ANTONIO, TX 78218
US SALES: 1-800-961-2888 | US SUPPORT: 1-800-961-4454 | WWW.RACKSPACE.COM
Feel free to contact me at:
michael.still@rackspace.com or
@mikal on twitter
34
DATA CENTERS
10 Worldwide
GLOBAL FOOTPRINT
Customers in 150 Countries
PORTFOLIO
Dedicated • Hybrid • Cloud
EXPERTS
6,200 Rackers
REVENUE
Over $2B in
Annualized Revenue
FORTUNE 100
We serve the majority
of the Fortune 100
WHO WE ARE
3,000+ Cloud Experts

More Related Content

What's hot

Operating OpenStack - Case Study in the Rackspace Cloud
Operating OpenStack - Case Study in the Rackspace CloudOperating OpenStack - Case Study in the Rackspace Cloud
Operating OpenStack - Case Study in the Rackspace CloudRainya Mosher
 
Running OpenStack in Production
Running OpenStack in Production Running OpenStack in Production
Running OpenStack in Production Nati Shalom
 
Learning to Scale OpenStack: An Update from the Rackspace Public Cloud
Learning to Scale OpenStack: An Update from the Rackspace Public CloudLearning to Scale OpenStack: An Update from the Rackspace Public Cloud
Learning to Scale OpenStack: An Update from the Rackspace Public CloudJesse Keating
 
[OpenStack Day in Korea 2015] Track 2-2 - OpenStack for PaaS: Why it's Hot
[OpenStack Day in Korea 2015] Track 2-2 - OpenStack for PaaS: Why it's Hot[OpenStack Day in Korea 2015] Track 2-2 - OpenStack for PaaS: Why it's Hot
[OpenStack Day in Korea 2015] Track 2-2 - OpenStack for PaaS: Why it's HotOpenStack Korea Community
 
Running OpenStack in Production
Running OpenStack in ProductionRunning OpenStack in Production
Running OpenStack in ProductionTesora
 
The Consequences of Infinite Storage Bandwidth: Allen Samuels, SanDisk
The Consequences of Infinite Storage Bandwidth: Allen Samuels, SanDiskThe Consequences of Infinite Storage Bandwidth: Allen Samuels, SanDisk
The Consequences of Infinite Storage Bandwidth: Allen Samuels, SanDiskOpenStack
 
Containers for the Enterprise: It's Not That Simple
Containers for the Enterprise: It's Not That SimpleContainers for the Enterprise: It's Not That Simple
Containers for the Enterprise: It's Not That SimpleMirantis
 
Leveraging OpenStack to Run Mesos/Marathon at Charter Communications
Leveraging OpenStack to Run Mesos/Marathon at Charter CommunicationsLeveraging OpenStack to Run Mesos/Marathon at Charter Communications
Leveraging OpenStack to Run Mesos/Marathon at Charter CommunicationsTesora
 
Journey to cloud openstack nexus ipma 2013
Journey to cloud openstack nexus ipma 2013Journey to cloud openstack nexus ipma 2013
Journey to cloud openstack nexus ipma 2013Colin McNamara
 
Protecting Yourself from the Container Shakeout
Protecting Yourself from the Container ShakeoutProtecting Yourself from the Container Shakeout
Protecting Yourself from the Container ShakeoutMirantis
 
Fast SAP system provisioning based on CloudStack
Fast SAP system provisioning based on CloudStack Fast SAP system provisioning based on CloudStack
Fast SAP system provisioning based on CloudStack ShapeBlue
 
The OpenStack Tacker Project and SDN/NFV MANO: Craig Stevens, Brocade
The OpenStack Tacker Project and SDN/NFV MANO: Craig Stevens, BrocadeThe OpenStack Tacker Project and SDN/NFV MANO: Craig Stevens, Brocade
The OpenStack Tacker Project and SDN/NFV MANO: Craig Stevens, BrocadeOpenStack
 
Accelerating the Next 10,000 Clouds
Accelerating the Next 10,000 CloudsAccelerating the Next 10,000 Clouds
Accelerating the Next 10,000 CloudsMirantis
 
Cloud stack user group - Welcome
Cloud stack user group -  WelcomeCloud stack user group -  Welcome
Cloud stack user group - WelcomeShapeBlue
 
Telco open stack use cases james thorne
Telco open stack use cases   james thorneTelco open stack use cases   james thorne
Telco open stack use cases james thorneSriram Subramanian
 
Intro to OpenStack - Scott Sanchez and Niki Acosta
Intro to OpenStack - Scott Sanchez and Niki AcostaIntro to OpenStack - Scott Sanchez and Niki Acosta
Intro to OpenStack - Scott Sanchez and Niki AcostaScott Sanchez
 
OpenStack in the Enterprise
OpenStack in the EnterpriseOpenStack in the Enterprise
OpenStack in the EnterpriseTesora
 
What's Next for OpenStack at Walmart
What's Next for OpenStack at WalmartWhat's Next for OpenStack at Walmart
What's Next for OpenStack at WalmartTesora
 

What's hot (20)

Operating OpenStack - Case Study in the Rackspace Cloud
Operating OpenStack - Case Study in the Rackspace CloudOperating OpenStack - Case Study in the Rackspace Cloud
Operating OpenStack - Case Study in the Rackspace Cloud
 
Running OpenStack in Production
Running OpenStack in Production Running OpenStack in Production
Running OpenStack in Production
 
Learning to Scale OpenStack: An Update from the Rackspace Public Cloud
Learning to Scale OpenStack: An Update from the Rackspace Public CloudLearning to Scale OpenStack: An Update from the Rackspace Public Cloud
Learning to Scale OpenStack: An Update from the Rackspace Public Cloud
 
[OpenStack Day in Korea 2015] Track 2-2 - OpenStack for PaaS: Why it's Hot
[OpenStack Day in Korea 2015] Track 2-2 - OpenStack for PaaS: Why it's Hot[OpenStack Day in Korea 2015] Track 2-2 - OpenStack for PaaS: Why it's Hot
[OpenStack Day in Korea 2015] Track 2-2 - OpenStack for PaaS: Why it's Hot
 
Running OpenStack in Production
Running OpenStack in ProductionRunning OpenStack in Production
Running OpenStack in Production
 
OpenStack Introduction
OpenStack IntroductionOpenStack Introduction
OpenStack Introduction
 
Devstack On Demand
Devstack On DemandDevstack On Demand
Devstack On Demand
 
The Consequences of Infinite Storage Bandwidth: Allen Samuels, SanDisk
The Consequences of Infinite Storage Bandwidth: Allen Samuels, SanDiskThe Consequences of Infinite Storage Bandwidth: Allen Samuels, SanDisk
The Consequences of Infinite Storage Bandwidth: Allen Samuels, SanDisk
 
Containers for the Enterprise: It's Not That Simple
Containers for the Enterprise: It's Not That SimpleContainers for the Enterprise: It's Not That Simple
Containers for the Enterprise: It's Not That Simple
 
Leveraging OpenStack to Run Mesos/Marathon at Charter Communications
Leveraging OpenStack to Run Mesos/Marathon at Charter CommunicationsLeveraging OpenStack to Run Mesos/Marathon at Charter Communications
Leveraging OpenStack to Run Mesos/Marathon at Charter Communications
 
Journey to cloud openstack nexus ipma 2013
Journey to cloud openstack nexus ipma 2013Journey to cloud openstack nexus ipma 2013
Journey to cloud openstack nexus ipma 2013
 
Protecting Yourself from the Container Shakeout
Protecting Yourself from the Container ShakeoutProtecting Yourself from the Container Shakeout
Protecting Yourself from the Container Shakeout
 
Fast SAP system provisioning based on CloudStack
Fast SAP system provisioning based on CloudStack Fast SAP system provisioning based on CloudStack
Fast SAP system provisioning based on CloudStack
 
The OpenStack Tacker Project and SDN/NFV MANO: Craig Stevens, Brocade
The OpenStack Tacker Project and SDN/NFV MANO: Craig Stevens, BrocadeThe OpenStack Tacker Project and SDN/NFV MANO: Craig Stevens, Brocade
The OpenStack Tacker Project and SDN/NFV MANO: Craig Stevens, Brocade
 
Accelerating the Next 10,000 Clouds
Accelerating the Next 10,000 CloudsAccelerating the Next 10,000 Clouds
Accelerating the Next 10,000 Clouds
 
Cloud stack user group - Welcome
Cloud stack user group -  WelcomeCloud stack user group -  Welcome
Cloud stack user group - Welcome
 
Telco open stack use cases james thorne
Telco open stack use cases   james thorneTelco open stack use cases   james thorne
Telco open stack use cases james thorne
 
Intro to OpenStack - Scott Sanchez and Niki Acosta
Intro to OpenStack - Scott Sanchez and Niki AcostaIntro to OpenStack - Scott Sanchez and Niki Acosta
Intro to OpenStack - Scott Sanchez and Niki Acosta
 
OpenStack in the Enterprise
OpenStack in the EnterpriseOpenStack in the Enterprise
OpenStack in the Enterprise
 
What's Next for OpenStack at Walmart
What's Next for OpenStack at WalmartWhat's Next for OpenStack at Walmart
What's Next for OpenStack at Walmart
 

Viewers also liked

Multiple Sites and Disaster Recovery with Ceph: Andrew Hatfield, Red Hat
Multiple Sites and Disaster Recovery with Ceph: Andrew Hatfield, Red HatMultiple Sites and Disaster Recovery with Ceph: Andrew Hatfield, Red Hat
Multiple Sites and Disaster Recovery with Ceph: Andrew Hatfield, Red HatOpenStack
 
How to deliver High Performance OpenStack Cloud: Christoph Dwertmann, Vault S...
How to deliver High Performance OpenStack Cloud: Christoph Dwertmann, Vault S...How to deliver High Performance OpenStack Cloud: Christoph Dwertmann, Vault S...
How to deliver High Performance OpenStack Cloud: Christoph Dwertmann, Vault S...OpenStack
 
Crowbar and OpenStack: Steve Kowalik, SUSE
Crowbar and OpenStack: Steve Kowalik, SUSECrowbar and OpenStack: Steve Kowalik, SUSE
Crowbar and OpenStack: Steve Kowalik, SUSEOpenStack
 
An Open Approach to Government Cloud: Dez Blanchfield, Vault Systems
An Open Approach to Government Cloud: Dez Blanchfield, Vault SystemsAn Open Approach to Government Cloud: Dez Blanchfield, Vault Systems
An Open Approach to Government Cloud: Dez Blanchfield, Vault SystemsOpenStack
 
Containers and OpenStack: Marc Van Hoof, Kumulus: Containers and OpenStack
Containers and OpenStack: Marc Van Hoof, Kumulus: Containers and OpenStackContainers and OpenStack: Marc Van Hoof, Kumulus: Containers and OpenStack
Containers and OpenStack: Marc Van Hoof, Kumulus: Containers and OpenStackOpenStack
 
Making Openstack Really Easy - Why Build Open Source When You Can Buy? Danny ...
Making Openstack Really Easy - Why Build Open Source When You Can Buy? Danny ...Making Openstack Really Easy - Why Build Open Source When You Can Buy? Danny ...
Making Openstack Really Easy - Why Build Open Source When You Can Buy? Danny ...OpenStack
 
Addressing Issues of Risk & Governance in OpenStack without sacrificing Agili...
Addressing Issues of Risk & Governance in OpenStack without sacrificing Agili...Addressing Issues of Risk & Governance in OpenStack without sacrificing Agili...
Addressing Issues of Risk & Governance in OpenStack without sacrificing Agili...OpenStack
 
/bin/tails from OpenStack Operations: Rarm Nagalingam, Red Hat
/bin/tails from OpenStack Operations: Rarm Nagalingam, Red Hat/bin/tails from OpenStack Operations: Rarm Nagalingam, Red Hat
/bin/tails from OpenStack Operations: Rarm Nagalingam, Red HatOpenStack
 
OpenStack Australia Day 2016 - Peter Lees, SUSE: Planning an Enterprise OpenS...
OpenStack Australia Day 2016 - Peter Lees, SUSE: Planning an Enterprise OpenS...OpenStack Australia Day 2016 - Peter Lees, SUSE: Planning an Enterprise OpenS...
OpenStack Australia Day 2016 - Peter Lees, SUSE: Planning an Enterprise OpenS...OpenStack
 
From Community to Enterprise and Back Again! Chris Wright, Red Hat
From Community to Enterprise and Back Again! Chris Wright, Red HatFrom Community to Enterprise and Back Again! Chris Wright, Red Hat
From Community to Enterprise and Back Again! Chris Wright, Red HatOpenStack
 
We Are OpenStack: Jonathan Bryce, OpenStack Foundation
We Are OpenStack: Jonathan Bryce, OpenStack FoundationWe Are OpenStack: Jonathan Bryce, OpenStack Foundation
We Are OpenStack: Jonathan Bryce, OpenStack FoundationOpenStack
 
OpenStack and Rackspace – an Australian perspective: Tony Breeds, Rackspace
OpenStack and Rackspace – an Australian perspective: Tony Breeds, RackspaceOpenStack and Rackspace – an Australian perspective: Tony Breeds, Rackspace
OpenStack and Rackspace – an Australian perspective: Tony Breeds, RackspaceOpenStack
 

Viewers also liked (12)

Multiple Sites and Disaster Recovery with Ceph: Andrew Hatfield, Red Hat
Multiple Sites and Disaster Recovery with Ceph: Andrew Hatfield, Red HatMultiple Sites and Disaster Recovery with Ceph: Andrew Hatfield, Red Hat
Multiple Sites and Disaster Recovery with Ceph: Andrew Hatfield, Red Hat
 
How to deliver High Performance OpenStack Cloud: Christoph Dwertmann, Vault S...
How to deliver High Performance OpenStack Cloud: Christoph Dwertmann, Vault S...How to deliver High Performance OpenStack Cloud: Christoph Dwertmann, Vault S...
How to deliver High Performance OpenStack Cloud: Christoph Dwertmann, Vault S...
 
Crowbar and OpenStack: Steve Kowalik, SUSE
Crowbar and OpenStack: Steve Kowalik, SUSECrowbar and OpenStack: Steve Kowalik, SUSE
Crowbar and OpenStack: Steve Kowalik, SUSE
 
An Open Approach to Government Cloud: Dez Blanchfield, Vault Systems
An Open Approach to Government Cloud: Dez Blanchfield, Vault SystemsAn Open Approach to Government Cloud: Dez Blanchfield, Vault Systems
An Open Approach to Government Cloud: Dez Blanchfield, Vault Systems
 
Containers and OpenStack: Marc Van Hoof, Kumulus: Containers and OpenStack
Containers and OpenStack: Marc Van Hoof, Kumulus: Containers and OpenStackContainers and OpenStack: Marc Van Hoof, Kumulus: Containers and OpenStack
Containers and OpenStack: Marc Van Hoof, Kumulus: Containers and OpenStack
 
Making Openstack Really Easy - Why Build Open Source When You Can Buy? Danny ...
Making Openstack Really Easy - Why Build Open Source When You Can Buy? Danny ...Making Openstack Really Easy - Why Build Open Source When You Can Buy? Danny ...
Making Openstack Really Easy - Why Build Open Source When You Can Buy? Danny ...
 
Addressing Issues of Risk & Governance in OpenStack without sacrificing Agili...
Addressing Issues of Risk & Governance in OpenStack without sacrificing Agili...Addressing Issues of Risk & Governance in OpenStack without sacrificing Agili...
Addressing Issues of Risk & Governance in OpenStack without sacrificing Agili...
 
/bin/tails from OpenStack Operations: Rarm Nagalingam, Red Hat
/bin/tails from OpenStack Operations: Rarm Nagalingam, Red Hat/bin/tails from OpenStack Operations: Rarm Nagalingam, Red Hat
/bin/tails from OpenStack Operations: Rarm Nagalingam, Red Hat
 
OpenStack Australia Day 2016 - Peter Lees, SUSE: Planning an Enterprise OpenS...
OpenStack Australia Day 2016 - Peter Lees, SUSE: Planning an Enterprise OpenS...OpenStack Australia Day 2016 - Peter Lees, SUSE: Planning an Enterprise OpenS...
OpenStack Australia Day 2016 - Peter Lees, SUSE: Planning an Enterprise OpenS...
 
From Community to Enterprise and Back Again! Chris Wright, Red Hat
From Community to Enterprise and Back Again! Chris Wright, Red HatFrom Community to Enterprise and Back Again! Chris Wright, Red Hat
From Community to Enterprise and Back Again! Chris Wright, Red Hat
 
We Are OpenStack: Jonathan Bryce, OpenStack Foundation
We Are OpenStack: Jonathan Bryce, OpenStack FoundationWe Are OpenStack: Jonathan Bryce, OpenStack Foundation
We Are OpenStack: Jonathan Bryce, OpenStack Foundation
 
OpenStack and Rackspace – an Australian perspective: Tony Breeds, Rackspace
OpenStack and Rackspace – an Australian perspective: Tony Breeds, RackspaceOpenStack and Rackspace – an Australian perspective: Tony Breeds, Rackspace
OpenStack and Rackspace – an Australian perspective: Tony Breeds, Rackspace
 

Similar to Big Data and OpenStack, a Love Story: Michael Still, Rackspace

Monitor OpenStack Environments from the bottom up and front to back
Monitor OpenStack Environments from the bottom up and front to backMonitor OpenStack Environments from the bottom up and front to back
Monitor OpenStack Environments from the bottom up and front to backIcinga
 
Introduction to the Typesafe Reactive Platform
Introduction to the Typesafe Reactive PlatformIntroduction to the Typesafe Reactive Platform
Introduction to the Typesafe Reactive PlatformBoldRadius Solutions
 
C5 journey to_the_cloud_with_oracle_sparc
C5 journey to_the_cloud_with_oracle_sparcC5 journey to_the_cloud_with_oracle_sparc
C5 journey to_the_cloud_with_oracle_sparcDr. Wilfred Lin (Ph.D.)
 
Oracle Cloud : Big Data Use Cases and Architecture
Oracle Cloud : Big Data Use Cases and ArchitectureOracle Cloud : Big Data Use Cases and Architecture
Oracle Cloud : Big Data Use Cases and ArchitectureRiccardo Romani
 
#PCMVision: Oracle Hybrid Cloud Solutions
#PCMVision: Oracle Hybrid Cloud Solutions#PCMVision: Oracle Hybrid Cloud Solutions
#PCMVision: Oracle Hybrid Cloud SolutionsPCM
 
Putting AI to Work on Apache Spark
Putting AI to Work on Apache SparkPutting AI to Work on Apache Spark
Putting AI to Work on Apache SparkAnyscale
 
Oracle engineered systems executive presentation
Oracle engineered systems executive presentationOracle engineered systems executive presentation
Oracle engineered systems executive presentationOTN Systems Hub
 
Oracle Openworld Presentation with Paul Kent (SAS) on Big Data Appliance and ...
Oracle Openworld Presentation with Paul Kent (SAS) on Big Data Appliance and ...Oracle Openworld Presentation with Paul Kent (SAS) on Big Data Appliance and ...
Oracle Openworld Presentation with Paul Kent (SAS) on Big Data Appliance and ...jdijcks
 
OpsStack--Integrated Operation Platform
OpsStack--Integrated Operation PlatformOpsStack--Integrated Operation Platform
OpsStack--Integrated Operation PlatformChinaNetCloud
 
OpenStack in the Enterprise - NJ VMUG June 9, 2015 - Melissa Palmer
OpenStack in the Enterprise - NJ VMUG June 9, 2015 - Melissa PalmerOpenStack in the Enterprise - NJ VMUG June 9, 2015 - Melissa Palmer
OpenStack in the Enterprise - NJ VMUG June 9, 2015 - Melissa Palmervmiss33
 
Data Science in the Cloud @StitchFix
Data Science in the Cloud @StitchFixData Science in the Cloud @StitchFix
Data Science in the Cloud @StitchFixC4Media
 
PCM Vision 2019 Breakout: Quest Software
PCM Vision 2019 Breakout: Quest SoftwarePCM Vision 2019 Breakout: Quest Software
PCM Vision 2019 Breakout: Quest SoftwarePCM
 
Interoperable Clouds and How to Build (or Buy) Them
Interoperable Clouds and How to Build (or Buy) ThemInteroperable Clouds and How to Build (or Buy) Them
Interoperable Clouds and How to Build (or Buy) ThemMark Voelker
 
MySQL for Software-as-a-Service (SaaS)
MySQL for Software-as-a-Service (SaaS)MySQL for Software-as-a-Service (SaaS)
MySQL for Software-as-a-Service (SaaS)Mario Beck
 
Mastering DevOps With Oracle
Mastering DevOps With OracleMastering DevOps With Oracle
Mastering DevOps With OracleKelly Goetsch
 
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...Daniel Krook
 
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...Animesh Singh
 
The Next Generation IT Department MUST HAVE CLOUD
The Next Generation IT Department MUST HAVE CLOUDThe Next Generation IT Department MUST HAVE CLOUD
The Next Generation IT Department MUST HAVE CLOUDRackspace
 
Simplify IT: Oracle SuperCluster
Simplify IT: Oracle SuperCluster Simplify IT: Oracle SuperCluster
Simplify IT: Oracle SuperCluster Fran Navarro
 

Similar to Big Data and OpenStack, a Love Story: Michael Still, Rackspace (20)

Monitor OpenStack Environments from the bottom up and front to back
Monitor OpenStack Environments from the bottom up and front to backMonitor OpenStack Environments from the bottom up and front to back
Monitor OpenStack Environments from the bottom up and front to back
 
Introduction to the Typesafe Reactive Platform
Introduction to the Typesafe Reactive PlatformIntroduction to the Typesafe Reactive Platform
Introduction to the Typesafe Reactive Platform
 
C5 journey to_the_cloud_with_oracle_sparc
C5 journey to_the_cloud_with_oracle_sparcC5 journey to_the_cloud_with_oracle_sparc
C5 journey to_the_cloud_with_oracle_sparc
 
Oracle Cloud : Big Data Use Cases and Architecture
Oracle Cloud : Big Data Use Cases and ArchitectureOracle Cloud : Big Data Use Cases and Architecture
Oracle Cloud : Big Data Use Cases and Architecture
 
#PCMVision: Oracle Hybrid Cloud Solutions
#PCMVision: Oracle Hybrid Cloud Solutions#PCMVision: Oracle Hybrid Cloud Solutions
#PCMVision: Oracle Hybrid Cloud Solutions
 
What is this cloud thing?
What is this cloud thing?What is this cloud thing?
What is this cloud thing?
 
Putting AI to Work on Apache Spark
Putting AI to Work on Apache SparkPutting AI to Work on Apache Spark
Putting AI to Work on Apache Spark
 
Oracle engineered systems executive presentation
Oracle engineered systems executive presentationOracle engineered systems executive presentation
Oracle engineered systems executive presentation
 
Oracle Openworld Presentation with Paul Kent (SAS) on Big Data Appliance and ...
Oracle Openworld Presentation with Paul Kent (SAS) on Big Data Appliance and ...Oracle Openworld Presentation with Paul Kent (SAS) on Big Data Appliance and ...
Oracle Openworld Presentation with Paul Kent (SAS) on Big Data Appliance and ...
 
OpsStack--Integrated Operation Platform
OpsStack--Integrated Operation PlatformOpsStack--Integrated Operation Platform
OpsStack--Integrated Operation Platform
 
OpenStack in the Enterprise - NJ VMUG June 9, 2015 - Melissa Palmer
OpenStack in the Enterprise - NJ VMUG June 9, 2015 - Melissa PalmerOpenStack in the Enterprise - NJ VMUG June 9, 2015 - Melissa Palmer
OpenStack in the Enterprise - NJ VMUG June 9, 2015 - Melissa Palmer
 
Data Science in the Cloud @StitchFix
Data Science in the Cloud @StitchFixData Science in the Cloud @StitchFix
Data Science in the Cloud @StitchFix
 
PCM Vision 2019 Breakout: Quest Software
PCM Vision 2019 Breakout: Quest SoftwarePCM Vision 2019 Breakout: Quest Software
PCM Vision 2019 Breakout: Quest Software
 
Interoperable Clouds and How to Build (or Buy) Them
Interoperable Clouds and How to Build (or Buy) ThemInteroperable Clouds and How to Build (or Buy) Them
Interoperable Clouds and How to Build (or Buy) Them
 
MySQL for Software-as-a-Service (SaaS)
MySQL for Software-as-a-Service (SaaS)MySQL for Software-as-a-Service (SaaS)
MySQL for Software-as-a-Service (SaaS)
 
Mastering DevOps With Oracle
Mastering DevOps With OracleMastering DevOps With Oracle
Mastering DevOps With Oracle
 
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
 
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
CAPS: What's best for deploying and managing OpenStack? Chef vs. Ansible vs. ...
 
The Next Generation IT Department MUST HAVE CLOUD
The Next Generation IT Department MUST HAVE CLOUDThe Next Generation IT Department MUST HAVE CLOUD
The Next Generation IT Department MUST HAVE CLOUD
 
Simplify IT: Oracle SuperCluster
Simplify IT: Oracle SuperCluster Simplify IT: Oracle SuperCluster
Simplify IT: Oracle SuperCluster
 

More from OpenStack

Swinburne University of Technology - Shunde Zhang & Kieran Spear, Aptira
Swinburne University of Technology - Shunde Zhang & Kieran Spear, AptiraSwinburne University of Technology - Shunde Zhang & Kieran Spear, Aptira
Swinburne University of Technology - Shunde Zhang & Kieran Spear, AptiraOpenStack
 
Related OSS Projects - Peter Rowe, Flexera Software
Related OSS Projects - Peter Rowe, Flexera SoftwareRelated OSS Projects - Peter Rowe, Flexera Software
Related OSS Projects - Peter Rowe, Flexera SoftwareOpenStack
 
Supercomputing by API: Connecting Modern Web Apps to HPC
Supercomputing by API: Connecting Modern Web Apps to HPCSupercomputing by API: Connecting Modern Web Apps to HPC
Supercomputing by API: Connecting Modern Web Apps to HPCOpenStack
 
Federation and Interoperability in the Nectar Research Cloud
Federation and Interoperability in the Nectar Research CloudFederation and Interoperability in the Nectar Research Cloud
Federation and Interoperability in the Nectar Research CloudOpenStack
 
Simplifying the Move to OpenStack
Simplifying the Move to OpenStackSimplifying the Move to OpenStack
Simplifying the Move to OpenStackOpenStack
 
Hyperconverged Cloud, Not just a toy anymore - Andrew Hatfield, Red Hat
Hyperconverged Cloud, Not just a toy anymore - Andrew Hatfield, Red HatHyperconverged Cloud, Not just a toy anymore - Andrew Hatfield, Red Hat
Hyperconverged Cloud, Not just a toy anymore - Andrew Hatfield, Red HatOpenStack
 
Migrating your infrastructure to OpenStack - Avi Miller, Oracle
Migrating your infrastructure to OpenStack - Avi Miller, OracleMigrating your infrastructure to OpenStack - Avi Miller, Oracle
Migrating your infrastructure to OpenStack - Avi Miller, OracleOpenStack
 
A glimpse into an industry Cloud using Open Source Technologies - Adrian Koh,...
A glimpse into an industry Cloud using Open Source Technologies - Adrian Koh,...A glimpse into an industry Cloud using Open Source Technologies - Adrian Koh,...
A glimpse into an industry Cloud using Open Source Technologies - Adrian Koh,...OpenStack
 
Enabling OpenStack for Enterprise - Tarso Dos Santos, Veritas
Enabling OpenStack for Enterprise - Tarso Dos Santos, VeritasEnabling OpenStack for Enterprise - Tarso Dos Santos, Veritas
Enabling OpenStack for Enterprise - Tarso Dos Santos, VeritasOpenStack
 
Understanding blue store, Ceph's new storage backend - Tim Serong, SUSE
Understanding blue store, Ceph's new storage backend - Tim Serong, SUSEUnderstanding blue store, Ceph's new storage backend - Tim Serong, SUSE
Understanding blue store, Ceph's new storage backend - Tim Serong, SUSEOpenStack
 
OpenStack Networks the Web-Scale Way - Scott Laffer, Cumulus Networks
OpenStack Networks the Web-Scale Way - Scott Laffer, Cumulus NetworksOpenStack Networks the Web-Scale Way - Scott Laffer, Cumulus Networks
OpenStack Networks the Web-Scale Way - Scott Laffer, Cumulus NetworksOpenStack
 
Diving in the desert: A quick overview into OpenStack Sahara capabilities - A...
Diving in the desert: A quick overview into OpenStack Sahara capabilities - A...Diving in the desert: A quick overview into OpenStack Sahara capabilities - A...
Diving in the desert: A quick overview into OpenStack Sahara capabilities - A...OpenStack
 
Building a GPU-enabled OpenStack Cloud for HPC - Blair Bethwaite, Monash Univ...
Building a GPU-enabled OpenStack Cloud for HPC - Blair Bethwaite, Monash Univ...Building a GPU-enabled OpenStack Cloud for HPC - Blair Bethwaite, Monash Univ...
Building a GPU-enabled OpenStack Cloud for HPC - Blair Bethwaite, Monash Univ...OpenStack
 
OpenStack and Red Hat: How we learned to adapt with our customers in a maturi...
OpenStack and Red Hat: How we learned to adapt with our customers in a maturi...OpenStack and Red Hat: How we learned to adapt with our customers in a maturi...
OpenStack and Red Hat: How we learned to adapt with our customers in a maturi...OpenStack
 
Meshing OpenStack and Bare Metal Networks with EVPN - David Iles, Mellanox Te...
Meshing OpenStack and Bare Metal Networks with EVPN - David Iles, Mellanox Te...Meshing OpenStack and Bare Metal Networks with EVPN - David Iles, Mellanox Te...
Meshing OpenStack and Bare Metal Networks with EVPN - David Iles, Mellanox Te...OpenStack
 
The Why and How of HPC-Cloud Hybrids with OpenStack - Lev Lafayette, Universi...
The Why and How of HPC-Cloud Hybrids with OpenStack - Lev Lafayette, Universi...The Why and How of HPC-Cloud Hybrids with OpenStack - Lev Lafayette, Universi...
The Why and How of HPC-Cloud Hybrids with OpenStack - Lev Lafayette, Universi...OpenStack
 
Ironically, Infrastructure Doesn't Matter - Quinton Anderson, Commonwealth Ba...
Ironically, Infrastructure Doesn't Matter - Quinton Anderson, Commonwealth Ba...Ironically, Infrastructure Doesn't Matter - Quinton Anderson, Commonwealth Ba...
Ironically, Infrastructure Doesn't Matter - Quinton Anderson, Commonwealth Ba...OpenStack
 
Traditional Enterprise to OpenStack Cloud - An Unexpected Journey
Traditional Enterprise to OpenStack Cloud - An Unexpected JourneyTraditional Enterprise to OpenStack Cloud - An Unexpected Journey
Traditional Enterprise to OpenStack Cloud - An Unexpected JourneyOpenStack
 
Building a GPU-enabled OpenStack Cloud for HPC - Lance Wilson, Monash University
Building a GPU-enabled OpenStack Cloud for HPC - Lance Wilson, Monash UniversityBuilding a GPU-enabled OpenStack Cloud for HPC - Lance Wilson, Monash University
Building a GPU-enabled OpenStack Cloud for HPC - Lance Wilson, Monash UniversityOpenStack
 
Monitoring Uptime on the NeCTAR Research Cloud - Andy Botting, University of ...
Monitoring Uptime on the NeCTAR Research Cloud - Andy Botting, University of ...Monitoring Uptime on the NeCTAR Research Cloud - Andy Botting, University of ...
Monitoring Uptime on the NeCTAR Research Cloud - Andy Botting, University of ...OpenStack
 

More from OpenStack (20)

Swinburne University of Technology - Shunde Zhang & Kieran Spear, Aptira
Swinburne University of Technology - Shunde Zhang & Kieran Spear, AptiraSwinburne University of Technology - Shunde Zhang & Kieran Spear, Aptira
Swinburne University of Technology - Shunde Zhang & Kieran Spear, Aptira
 
Related OSS Projects - Peter Rowe, Flexera Software
Related OSS Projects - Peter Rowe, Flexera SoftwareRelated OSS Projects - Peter Rowe, Flexera Software
Related OSS Projects - Peter Rowe, Flexera Software
 
Supercomputing by API: Connecting Modern Web Apps to HPC
Supercomputing by API: Connecting Modern Web Apps to HPCSupercomputing by API: Connecting Modern Web Apps to HPC
Supercomputing by API: Connecting Modern Web Apps to HPC
 
Federation and Interoperability in the Nectar Research Cloud
Federation and Interoperability in the Nectar Research CloudFederation and Interoperability in the Nectar Research Cloud
Federation and Interoperability in the Nectar Research Cloud
 
Simplifying the Move to OpenStack
Simplifying the Move to OpenStackSimplifying the Move to OpenStack
Simplifying the Move to OpenStack
 
Hyperconverged Cloud, Not just a toy anymore - Andrew Hatfield, Red Hat
Hyperconverged Cloud, Not just a toy anymore - Andrew Hatfield, Red HatHyperconverged Cloud, Not just a toy anymore - Andrew Hatfield, Red Hat
Hyperconverged Cloud, Not just a toy anymore - Andrew Hatfield, Red Hat
 
Migrating your infrastructure to OpenStack - Avi Miller, Oracle
Migrating your infrastructure to OpenStack - Avi Miller, OracleMigrating your infrastructure to OpenStack - Avi Miller, Oracle
Migrating your infrastructure to OpenStack - Avi Miller, Oracle
 
A glimpse into an industry Cloud using Open Source Technologies - Adrian Koh,...
A glimpse into an industry Cloud using Open Source Technologies - Adrian Koh,...A glimpse into an industry Cloud using Open Source Technologies - Adrian Koh,...
A glimpse into an industry Cloud using Open Source Technologies - Adrian Koh,...
 
Enabling OpenStack for Enterprise - Tarso Dos Santos, Veritas
Enabling OpenStack for Enterprise - Tarso Dos Santos, VeritasEnabling OpenStack for Enterprise - Tarso Dos Santos, Veritas
Enabling OpenStack for Enterprise - Tarso Dos Santos, Veritas
 
Understanding blue store, Ceph's new storage backend - Tim Serong, SUSE
Understanding blue store, Ceph's new storage backend - Tim Serong, SUSEUnderstanding blue store, Ceph's new storage backend - Tim Serong, SUSE
Understanding blue store, Ceph's new storage backend - Tim Serong, SUSE
 
OpenStack Networks the Web-Scale Way - Scott Laffer, Cumulus Networks
OpenStack Networks the Web-Scale Way - Scott Laffer, Cumulus NetworksOpenStack Networks the Web-Scale Way - Scott Laffer, Cumulus Networks
OpenStack Networks the Web-Scale Way - Scott Laffer, Cumulus Networks
 
Diving in the desert: A quick overview into OpenStack Sahara capabilities - A...
Diving in the desert: A quick overview into OpenStack Sahara capabilities - A...Diving in the desert: A quick overview into OpenStack Sahara capabilities - A...
Diving in the desert: A quick overview into OpenStack Sahara capabilities - A...
 
Building a GPU-enabled OpenStack Cloud for HPC - Blair Bethwaite, Monash Univ...
Building a GPU-enabled OpenStack Cloud for HPC - Blair Bethwaite, Monash Univ...Building a GPU-enabled OpenStack Cloud for HPC - Blair Bethwaite, Monash Univ...
Building a GPU-enabled OpenStack Cloud for HPC - Blair Bethwaite, Monash Univ...
 
OpenStack and Red Hat: How we learned to adapt with our customers in a maturi...
OpenStack and Red Hat: How we learned to adapt with our customers in a maturi...OpenStack and Red Hat: How we learned to adapt with our customers in a maturi...
OpenStack and Red Hat: How we learned to adapt with our customers in a maturi...
 
Meshing OpenStack and Bare Metal Networks with EVPN - David Iles, Mellanox Te...
Meshing OpenStack and Bare Metal Networks with EVPN - David Iles, Mellanox Te...Meshing OpenStack and Bare Metal Networks with EVPN - David Iles, Mellanox Te...
Meshing OpenStack and Bare Metal Networks with EVPN - David Iles, Mellanox Te...
 
The Why and How of HPC-Cloud Hybrids with OpenStack - Lev Lafayette, Universi...
The Why and How of HPC-Cloud Hybrids with OpenStack - Lev Lafayette, Universi...The Why and How of HPC-Cloud Hybrids with OpenStack - Lev Lafayette, Universi...
The Why and How of HPC-Cloud Hybrids with OpenStack - Lev Lafayette, Universi...
 
Ironically, Infrastructure Doesn't Matter - Quinton Anderson, Commonwealth Ba...
Ironically, Infrastructure Doesn't Matter - Quinton Anderson, Commonwealth Ba...Ironically, Infrastructure Doesn't Matter - Quinton Anderson, Commonwealth Ba...
Ironically, Infrastructure Doesn't Matter - Quinton Anderson, Commonwealth Ba...
 
Traditional Enterprise to OpenStack Cloud - An Unexpected Journey
Traditional Enterprise to OpenStack Cloud - An Unexpected JourneyTraditional Enterprise to OpenStack Cloud - An Unexpected Journey
Traditional Enterprise to OpenStack Cloud - An Unexpected Journey
 
Building a GPU-enabled OpenStack Cloud for HPC - Lance Wilson, Monash University
Building a GPU-enabled OpenStack Cloud for HPC - Lance Wilson, Monash UniversityBuilding a GPU-enabled OpenStack Cloud for HPC - Lance Wilson, Monash University
Building a GPU-enabled OpenStack Cloud for HPC - Lance Wilson, Monash University
 
Monitoring Uptime on the NeCTAR Research Cloud - Andy Botting, University of ...
Monitoring Uptime on the NeCTAR Research Cloud - Andy Botting, University of ...Monitoring Uptime on the NeCTAR Research Cloud - Andy Botting, University of ...
Monitoring Uptime on the NeCTAR Research Cloud - Andy Botting, University of ...
 

Recently uploaded

Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfRankYa
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clashcharlottematthew16
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 

Recently uploaded (20)

Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
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
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdf
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clash
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 

Big Data and OpenStack, a Love Story: Michael Still, Rackspace

  • 1. OPENSTACK AND BIG DATA, A LOVE STORY Michael Still Senior Software Development Manager michael.still@rackspace.com or @mikal on twitter
  • 2. 2 WHO IS THIS GUY? •  A Canberran born and bred •  An OpenStack developer since 2011, first commit merged January 2012 -  https://review.openstack.org/#/c/2899/ •  A Compute Core Reviewer, former Compute PTL, and have served on the OpenStack Technical Committee •  Manager for a team of OpenStack developers spread across Australia
  • 4. 4
  • 5. 5
  • 6. 6 WHO IS RACKSPACE? •  Do any of you guys know who Rackspace is and how they fit into the OpenStack story?
  • 7. 7 BIG DATA •  Hopefully we’re all familiar with the term •  That said, the basic idea is to store and process large amounts of data on commodity equipment •  Pioneered by Internet companies •  But now used by many ”more traditional” organizations
  • 10. 10 BIG DATA •  The most obvious thing here is that machine counts are increasing… •  We’re talking about hundreds or thousands of machines instead of the one big machine
  • 11. 11 BIG DATA •  The most obvious thing here is that machine counts are increasing… •  We’re talking about hundreds or thousands of machines instead of the one big machine •  And our operational budgets are not increasing with machine count (of course)
  • 12. 12 BIG DATA •  The most obvious thing here is that machine counts are increasing… •  We’re talking about hundreds or thousands of machines instead of the one big machine •  And our operational budgets are not increasing with machine count (of course) •  So we need to automate more
  • 13. 13 OPENSTACK COMPUTE •  From day zero OpenStack supported running virtual machines •  We call them instances
  • 14. 14 OPENSTACK COMPUTE •  From day zero OpenStack supported running virtual machines •  We call them instances •  Virtual machines aren’t a great choice for most big data applications though -  For example, its nice if you replicate your data -  But what if all the VMs containing replicas are on the same hypervisor? -  There are performance costs as well
  • 15. 15 OPENSTACK COMPUTE •  From day zero OpenStack supported running virtual machines •  We call them instances •  Virtual machines aren’t a great choice for most big data applications though -  For example, its nice if you replicate your data -  But what if all the VMs containing replicas are on the same hypervisor? -  There are performance costs as well •  Big data is about bulk, not artisanal machine orchestration
  • 16. 16 OPENSTACK BAREMETAL •  A research project started in 2012
  • 17. 17 OPENSTACK BAREMETAL •  A research project started in 2012 •  It was… horrible •  But has been deployed. Yahoo has tens of thousands of machines running this code.
  • 18. 18 OPENSTACK BAREMETAL •  A research project started in 2012 •  It was… horrible •  But has been deployed. Yahoo has tens of thousands of machines running this code. •  Luckily some adults came along and turned that research project into a productionized thing in 2013
  • 19. 19 OPENSTACK BAREMETAL •  The new implementation is a separate OpenStack project •  Manages machines by talking IPMI / DRAC / iLO / other things •  Integrates with OpenStack Compute so that the same APIs work everywhere
  • 21. 21 API CONTROL OF BULK INFRASTRUCTURE •  We can now build images for all our various big data machine types -  Management nodes -  Zookeeper nodes -  Data storage / worker nodes •  And then manage them with simple command line tools
  • 22. 22 API CONTROL OF BULK INFRASTRUCTURE •  I’ve spent the last year helping a customer of ours do something like this
  • 23. 23 API CONTROL OF BULK INFRASTRUCTURE •  I’ve spent the last year helping a customer of ours do something like this •  Why a year? •  Well, they wanted some other stuff like continuous deployment of OpenStack as well, and that was a lot harder than the Hadoop bits
  • 24. 24 API CONTROL OF BULK INFRASTRUCTURE •  That said, based on a simpler version of their deployment, I think I have some recommendations now for how to approach a project like this…
  • 25. 25 API CONTROL OF BULK INFRASTRUCTURE •  That said, based on a simpler version of their deployment, I think I have some recommendations now for how to approach a project like this… •  Zookeeper nodes are harder than I thought •  Management nodes are even harder •  But data and processing nodes are easy
  • 26. 26 API CONTROL OF BULK INFRASTRUCTURE •  That said, based on a simpler version of their deployment, I think I have some recommendations now for how to approach a project like this… •  Zookeeper nodes are harder than I thought •  Management nodes are even harder •  But data and processing nodes are easy Luckily, this is the vast majority of your machines
  • 27. 27 API CONTROL OF BULK INFRASTRUCTURE •  That said, based on a simpler version of their deployment, I think I have some recommendations now for how to approach a project like this… •  Zookeeper nodes are harder than I thought •  Management nodes are even harder •  But data and processing nodes are easy Luckily, this is the vast majority of your machines And this is possible, just harder
  • 28. 28 API CONTROL OF BULK INFRASTRUCTURE •  Data and processing nodes -  Golden image deployments are the way to go -  Keep your data on non-boot disks -  To update the OS / image, just rebuild the image and the use nova rebuild -  Use keep-ephemeral to avoid re-syncing data during a rollout
  • 29. 29 API CONTROL OF BULK INFRASTRUCTURE •  Zookeeper nodes -  This is harder because all the machines in the zookeeper cluster need a shared config listing all their peers -  We solved this by using an overlay network -  But floating IPs would probably work in a simpler environment
  • 30. 30 CANBERRA OPENSTACK MEETUP Tuesday 29 November 7pm to 9pm https://goo.gl/nxW62K
  • 31. 31
  • 32. 32 Copyright © 2016 Rackspace | Rackspace® Fanatical Support® and other Rackspace marks are either registered service marks or service marks of Rackspce US, Inc. in the United States and other countries. Features, benefits and pricing presented depend on system configuration and are subject to change without notice. Rackspace disclaims any representation, warranty or other legal commitment regarding its services except for those expressly stated in a Rackspace services agreement. All other trademarks, service marks, images, products and brands remain the sole property of their respective holders and do not imply endorsement or sponsorship. ONE FANATICAL PLACE | SAN ANTONIO, TX 78218 US SALES: 1-800-961-2888 | US SUPPORT: 1-800-961-4454 | WWW.RACKSPACE.COM
  • 33. 33 Copyright © 2016 Rackspace | Rackspace® Fanatical Support® and other Rackspace marks are either registered service marks or service marks of Rackspce US, Inc. in the United States and other countries. Features, benefits and pricing presented depend on system configuration and are subject to change without notice. Rackspace disclaims any representation, warranty or other legal commitment regarding its services except for those expressly stated in a Rackspace services agreement. All other trademarks, service marks, images, products and brands remain the sole property of their respective holders and do not imply endorsement or sponsorship. ONE FANATICAL PLACE | SAN ANTONIO, TX 78218 US SALES: 1-800-961-2888 | US SUPPORT: 1-800-961-4454 | WWW.RACKSPACE.COM Feel free to contact me at: michael.still@rackspace.com or @mikal on twitter
  • 34. 34 DATA CENTERS 10 Worldwide GLOBAL FOOTPRINT Customers in 150 Countries PORTFOLIO Dedicated • Hybrid • Cloud EXPERTS 6,200 Rackers REVENUE Over $2B in Annualized Revenue FORTUNE 100 We serve the majority of the Fortune 100 WHO WE ARE 3,000+ Cloud Experts