SlideShare a Scribd company logo
1 of 51
@nicolefv
The Key to High Performance:
What the Data Says
Nicole Forsgren, PhD
CEO and Chief Scientist, DevOps Research and Assessment (DORA)
Research Affiliate, Clemson University, Florida International University
@nicolefv
The Data Behind DevOps:
Becoming a High Performer
@nicolefv
@nicolefv
The journey
2014:	DevOps	works!
2015:	IT	goes	lean.
2016:	Shifting	left.	
2017:	DevOps works	
for	all	organizations.
@nicolefv
The journey
The Highlights
• Technology matters
• Maturity models don’t work
• Transformations need technology AND process AND
culture
• Architecture and technology
• You can accelerate your journey
• Leadership matters
• You can help
@nicolefv
Technology matters
@nicolefv
“IT doesn’t matter.”
-- Nicholas Carr, 2003
@nicolefv
DevOps is good for
Technology
Measuring DevOps and Software delivery performance
- Deploy frequency (when business demands)
- Lead Time for Changes
- Mean Time to Recover (MTTR)
- Change Fail Rate
Software Delivery Performance is
comprised of throughput and stability,
and both are possible without
tradeoffs
@nicolefv
@nicolefv
DevOps is
good for organizations
@nicolefv
High Performing technology organizations
are twice as likely to achieve or exceed
Commercial Goals
• Productivity
• Profitability
• Market Share
• # of customers
2x
@nicolefv
High Performing technology organizations
are twice as likely to achieve or exceed
Commercial Goals
• Productivity
• Profitability
• Market Share
• # of customers
Non-commercial Goals
• Quantity of products or services
• Operating efficiency
• Customer satisfaction
• Quality of products or services
• Achieving organizational or mission goals
2x
@nicolefv
High Performing technology organizations
are twice as likely to achieve or exceed
Commercial Goals
• Productivity
• Profitability
• Market Share
• # of customers
Non-commercial Goals
• Quantity of products or services
• Operating efficiency
• Customer satisfaction
• Quality of products or services
• Achieving organizational or mission goals
50%
Higher market cap
growth over 3 years*
2x
Maturity models don’t work
@nicolefv
Maturity models are for CHUMPS
@nicolefv
@nicolefv
Maturity models are for CHUMPS
@nicolefv
Industry
changes:
Year over
year
What is good
enough in one
year is out of
date the next
Speed Stability
@nicolefv
High Performing DevOps teams
More agile
More	frequent
Code	deployments
46x
That’s	the	difference	between	multiple	
times	per	day	and	once	a	week	or	less.
Faster	lead	time	from	commit	to	
deploy
440x
That’s	the	difference	between	less	than
an	hour	and	more	than	a	week.
@nicolefv
High Performing DevOps teams
More reliable
Faster	mean	time	to	
recover	from	downtime
96x
That	means	high	performers	recover	in	
less	than	an	hour	instead	of	several	days
As	likely	that	changes	will	
fail
1/5x
That	means	high	performers	changes	fail	0-15%	of	
the	time,	compared	to	31-45%	of	the	time.
@nicolefv
Transformations need
Technology AND
Process AND
Culture
DevOps is
Technical practices
seen in Continuous Delivery,
Management practices
seen in Lean and Agile principles, and
Organizational Culture and Leadership
Research shows that these drive Organizational Performance
and Technology Performance
@nicolefv
@nicolefv
“IT doesn’t matter.”
-- Nicholas Carr, 2003
@nicolefv
@nicolefv
Remember it’s “Tech Plus”
• CAMS -- the original definition, coined by Damon
Edwards and John Willis at DOD Mountain View 2010
• 2014 – 2017 State of DevOps Reports
• Technology + Lean Management + Culture
• Bessen (2017): “Real Reason Superstar Firms are
Pulling Ahead”
• Because of IT combined with other things, like
management, brand, or IP
• Strategic use of technology explains revenue and
productivity gains more than M&A and entrepreneurship
Architecture matters…
technology doesn’t
Technology / technology stack doesn’t matter
• Low performers are more likely to:
• be working on software developed by an outsourcing partner
• be working on mainframe system
BUT
• Working on a mainframe system was not statistically
correlated with performance.
• Working on greenfield or brownfield (or any other
system) wasn’t correlated with performance, either.
Architectural outcomes: can my team…
• …make large scale changes to the design of its system without
the permission of someone outside the team, or depending on
other teams?
• ...complete its work without fine-grained communication and
coordination with people outside the team?
• ...deploy and release its product or service on demand,
independently of other services the product or service depends
upon?
• ...do most of its testing on demand, without requiring an
integrated test environment?
• ...perform deployments during normal business hours with
negligible downtime?
Conway’s Law
“organizations which design systems …
are constrained to produce designs
which are copies of the communication
structures of these organizations”
You can accelerate your journey
@nicolefv
We know there are key capabilities that
drive Software Delivery Performance
•They fall into four categories:
• Technology and automation
• Process
• Measurement/monitoring
• Culture
@nicolefv
Technology and automation
• Version control
• Deployment automation
• Continuous integration
• Trunk-based development
• Test automation
• Test data management
• Shift left on security
• Continuous delivery
• Loosely-coupled architecture
• Architect for empowered teams
@nicolefv
Process
• Gather and implement customer feedback
• Work in small batches
• Lightweight change approval process
• Team experimentation
@nicolefv
Trunk-based development & change
approval process
By focusing on trunk-based development
and streamlining their change approval
processes, Capital One saw stunning
improvements in just two months.
@nicolefv
Measurement and Monitoring
• Visual management
• Monitoring for business decisions
• Check system health proactively
• WIP limits
• Visualizations
@nicolefv@nicolefv
@nicolefv
Culture
• Westrum organizational culture
• Climate for learning
• Collaboration among teams
• Make work meaningful
• Transformational leadership
@nicolefv
Westrum Organizational Culture
Pathological	
Power-oriented
Bureaucratic
Rule-oriented
Generative
Performance-oriented
Low	cooperation Modest cooperation High	cooperation
Messengers shot Messengers	neglected Messengers trained
Responsibilities	shirked Narrow	responsibilities Risks	are	shared
Bridging discouraged Bridging tolerated Bridging	encouraged
Failure	leads	to	scapegoating Failure	leads	to	justice Failure	leads	to	inquiry
Novelty	crushed Novelty	leads	to	problems Novelty	implemented
@nicolefv
Where should I start?
• “It depends.” Everyone is different
• Patterns I see often:
• Architecture is highest contributor to Continuous Delivery
(SODR 2017) and shows up for very many teams (DORA:
as the need for loosely-coupled architecture or trunk-
based development)
• Lightweight change approval process is a constraint for
most teams (DORA)
• Continuous integration (DORA – and its full complement)
@nicolefv
So what to do?
1. Identify your constraints. Pick “a few.”
2. Work to eliminate those constraints.
3. Re-evaluate your environment and system.
4. Rinse and repeat.
Leadership matters
@nicolefv@nicolefv
@nicolefv
Leadership Necessary but not Sufficient
• Teams with the least transformational leaders (the
bottom third) were one-half as likely to be high IT
performers
• Leaders cannot do it alone! Teams with the top 10%
of transformational leaders performed no better
than the median
@nicolefv
Relationship between transformational
leadership and performance
@nicolefv
Good practices and smart investment
make the work better, too!
•The work?
• Less deployment pain
• Less burnout
• Higher employee Net Promoter Score
@nicolefv
Employees in high performing
organizations are 2.2 times
more likely to recommend
their organization as a
great place to work
You can help
Your role in this
• Be the transformational leaders. Own this.
• Measure five things
• Focus on outcomes: Software delivery performance (speed &
stability)
• Drive performance improvements – both with tech and with
not tech
• Share your stories!
For more information:
@nicolefv
For our ROI whitepaper,
case studies, the State of
DevOps Reports & peer-
reviewed research, visit
devops-research.com
@nicolefv
Thank you
nicole@devops-research.com
@nicolefv
nicolefv.com
devops-research.com

More Related Content

What's hot

2016 velocity santa clara state of dev ops report deck final
2016 velocity santa clara state of dev ops report deck final2016 velocity santa clara state of dev ops report deck final
2016 velocity santa clara state of dev ops report deck finalNicole Forsgren
 
Continuous Delivery + DevOps = Awesome
Continuous Delivery + DevOps = AwesomeContinuous Delivery + DevOps = Awesome
Continuous Delivery + DevOps = AwesomeNicole Forsgren
 
How Metrics Make Your DevOps Awesome
How Metrics Make Your DevOps AwesomeHow Metrics Make Your DevOps Awesome
How Metrics Make Your DevOps AwesomeNicole Forsgren
 
Sciencing the Crap Out of DevOps
Sciencing the Crap Out of DevOpsSciencing the Crap Out of DevOps
Sciencing the Crap Out of DevOpsNicole Forsgren
 
Vmware2021 why even devop nicolefv
Vmware2021 why even devop nicolefvVmware2021 why even devop nicolefv
Vmware2021 why even devop nicolefvNicole Forsgren
 
What I learned from 5 years of sciencing the crap out of DevOps
What I learned from 5 years of sciencing the crap out of DevOpsWhat I learned from 5 years of sciencing the crap out of DevOps
What I learned from 5 years of sciencing the crap out of DevOpsDevOpsDays DFW
 
The Data on DevOps: Making the Case for Awesome
The Data on DevOps: Making the Case for AwesomeThe Data on DevOps: Making the Case for Awesome
The Data on DevOps: Making the Case for AwesomeNicole Forsgren
 
Soaring in the Clouds - Don't be dragged down by ITIL bloat!
Soaring in the Clouds - Don't be dragged down by ITIL bloat! Soaring in the Clouds - Don't be dragged down by ITIL bloat!
Soaring in the Clouds - Don't be dragged down by ITIL bloat! Navvia
 
How DevOps is Transforming IT, and What it Can Do for Academia
How DevOps is Transforming IT, and What it Can Do for AcademiaHow DevOps is Transforming IT, and What it Can Do for Academia
How DevOps is Transforming IT, and What it Can Do for AcademiaNicole Forsgren
 
DevOps: The Key to IT Performance
DevOps: The Key to IT PerformanceDevOps: The Key to IT Performance
DevOps: The Key to IT PerformanceNicole Forsgren
 
The Anti-Transformation transformation @DevOps Summit Amsterdam
The Anti-Transformation transformation @DevOps Summit AmsterdamThe Anti-Transformation transformation @DevOps Summit Amsterdam
The Anti-Transformation transformation @DevOps Summit AmsterdamMirco Hering
 
DOES 2016 Sciencing the Crap Out of DevOps
DOES 2016 Sciencing the Crap Out of DevOpsDOES 2016 Sciencing the Crap Out of DevOps
DOES 2016 Sciencing the Crap Out of DevOpsNicole Forsgren
 
DevOps: What's Buried in the Fine Print
DevOps: What's Buried in the Fine PrintDevOps: What's Buried in the Fine Print
DevOps: What's Buried in the Fine PrintJeffery Smith
 
Nf final chef-lisa-metrics-2015-ss
Nf final chef-lisa-metrics-2015-ssNf final chef-lisa-metrics-2015-ss
Nf final chef-lisa-metrics-2015-ssNicole Forsgren
 
How Continuous Delivery and Lean Management Make your DevOps Amazeballs
How Continuous Delivery and Lean Management Make your DevOps AmazeballsHow Continuous Delivery and Lean Management Make your DevOps Amazeballs
How Continuous Delivery and Lean Management Make your DevOps AmazeballsNicole Forsgren
 
DevOps: A Value Proposition
DevOps: A Value PropositionDevOps: A Value Proposition
DevOps: A Value PropositionNicole Forsgren
 
What we learned from three years sciencing the crap out of devops
What we learned from three years sciencing the crap out of devopsWhat we learned from three years sciencing the crap out of devops
What we learned from three years sciencing the crap out of devopsNicole Forsgren
 
Starting and Scaling DevOps In the Enterprise
Starting and Scaling DevOps In the EnterpriseStarting and Scaling DevOps In the Enterprise
Starting and Scaling DevOps In the EnterpriseSonatype
 
Successful writing at work copyright 2017 cengage learn
Successful writing at work copyright 2017 cengage learnSuccessful writing at work copyright 2017 cengage learn
Successful writing at work copyright 2017 cengage learnssusere73ce3
 
The Rationale for Continuous Delivery (The culture and practice of good softw...
The Rationale for Continuous Delivery (The culture and practice of good softw...The Rationale for Continuous Delivery (The culture and practice of good softw...
The Rationale for Continuous Delivery (The culture and practice of good softw...C4Media
 

What's hot (20)

2016 velocity santa clara state of dev ops report deck final
2016 velocity santa clara state of dev ops report deck final2016 velocity santa clara state of dev ops report deck final
2016 velocity santa clara state of dev ops report deck final
 
Continuous Delivery + DevOps = Awesome
Continuous Delivery + DevOps = AwesomeContinuous Delivery + DevOps = Awesome
Continuous Delivery + DevOps = Awesome
 
How Metrics Make Your DevOps Awesome
How Metrics Make Your DevOps AwesomeHow Metrics Make Your DevOps Awesome
How Metrics Make Your DevOps Awesome
 
Sciencing the Crap Out of DevOps
Sciencing the Crap Out of DevOpsSciencing the Crap Out of DevOps
Sciencing the Crap Out of DevOps
 
Vmware2021 why even devop nicolefv
Vmware2021 why even devop nicolefvVmware2021 why even devop nicolefv
Vmware2021 why even devop nicolefv
 
What I learned from 5 years of sciencing the crap out of DevOps
What I learned from 5 years of sciencing the crap out of DevOpsWhat I learned from 5 years of sciencing the crap out of DevOps
What I learned from 5 years of sciencing the crap out of DevOps
 
The Data on DevOps: Making the Case for Awesome
The Data on DevOps: Making the Case for AwesomeThe Data on DevOps: Making the Case for Awesome
The Data on DevOps: Making the Case for Awesome
 
Soaring in the Clouds - Don't be dragged down by ITIL bloat!
Soaring in the Clouds - Don't be dragged down by ITIL bloat! Soaring in the Clouds - Don't be dragged down by ITIL bloat!
Soaring in the Clouds - Don't be dragged down by ITIL bloat!
 
How DevOps is Transforming IT, and What it Can Do for Academia
How DevOps is Transforming IT, and What it Can Do for AcademiaHow DevOps is Transforming IT, and What it Can Do for Academia
How DevOps is Transforming IT, and What it Can Do for Academia
 
DevOps: The Key to IT Performance
DevOps: The Key to IT PerformanceDevOps: The Key to IT Performance
DevOps: The Key to IT Performance
 
The Anti-Transformation transformation @DevOps Summit Amsterdam
The Anti-Transformation transformation @DevOps Summit AmsterdamThe Anti-Transformation transformation @DevOps Summit Amsterdam
The Anti-Transformation transformation @DevOps Summit Amsterdam
 
DOES 2016 Sciencing the Crap Out of DevOps
DOES 2016 Sciencing the Crap Out of DevOpsDOES 2016 Sciencing the Crap Out of DevOps
DOES 2016 Sciencing the Crap Out of DevOps
 
DevOps: What's Buried in the Fine Print
DevOps: What's Buried in the Fine PrintDevOps: What's Buried in the Fine Print
DevOps: What's Buried in the Fine Print
 
Nf final chef-lisa-metrics-2015-ss
Nf final chef-lisa-metrics-2015-ssNf final chef-lisa-metrics-2015-ss
Nf final chef-lisa-metrics-2015-ss
 
How Continuous Delivery and Lean Management Make your DevOps Amazeballs
How Continuous Delivery and Lean Management Make your DevOps AmazeballsHow Continuous Delivery and Lean Management Make your DevOps Amazeballs
How Continuous Delivery and Lean Management Make your DevOps Amazeballs
 
DevOps: A Value Proposition
DevOps: A Value PropositionDevOps: A Value Proposition
DevOps: A Value Proposition
 
What we learned from three years sciencing the crap out of devops
What we learned from three years sciencing the crap out of devopsWhat we learned from three years sciencing the crap out of devops
What we learned from three years sciencing the crap out of devops
 
Starting and Scaling DevOps In the Enterprise
Starting and Scaling DevOps In the EnterpriseStarting and Scaling DevOps In the Enterprise
Starting and Scaling DevOps In the Enterprise
 
Successful writing at work copyright 2017 cengage learn
Successful writing at work copyright 2017 cengage learnSuccessful writing at work copyright 2017 cengage learn
Successful writing at work copyright 2017 cengage learn
 
The Rationale for Continuous Delivery (The culture and practice of good softw...
The Rationale for Continuous Delivery (The culture and practice of good softw...The Rationale for Continuous Delivery (The culture and practice of good softw...
The Rationale for Continuous Delivery (The culture and practice of good softw...
 

Similar to The Key to High Performance: What the Data Says on DevOps

Continuous Delivery: Making DevOps Awesome
Continuous Delivery: Making DevOps AwesomeContinuous Delivery: Making DevOps Awesome
Continuous Delivery: Making DevOps AwesomeNicole Forsgren
 
The caseforawesome
The caseforawesomeThe caseforawesome
The caseforawesomeChef
 
DevOps Culture transformation in Modern Software Delivery
DevOps Culture transformation in Modern Software DeliveryDevOps Culture transformation in Modern Software Delivery
DevOps Culture transformation in Modern Software DeliveryNajib Radzuan
 
The Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
The Latest in DevOps: Elite Performance, Productivity, and Scaling - GoogleThe Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
The Latest in DevOps: Elite Performance, Productivity, and Scaling - GoogleMarilyne Huret
 
Measuring Performance: See the Science of DevOps Measurement in Action
Measuring Performance: See the Science of DevOps Measurement in ActionMeasuring Performance: See the Science of DevOps Measurement in Action
Measuring Performance: See the Science of DevOps Measurement in ActionXebiaLabs
 
Dg-DevOps_seminar.pptx
Dg-DevOps_seminar.pptxDg-DevOps_seminar.pptx
Dg-DevOps_seminar.pptxArunRangrej1
 
Key Findings from the 2017 State of DevOps Report 06.08.2017
Key Findings from the 2017 State of DevOps Report 06.08.2017Key Findings from the 2017 State of DevOps Report 06.08.2017
Key Findings from the 2017 State of DevOps Report 06.08.2017Claire Priester Papas
 
Testing in DevOps world
Testing in DevOps worldTesting in DevOps world
Testing in DevOps worldMoataz Nabil
 
BuildingBlocksEbook-Sept2019.pdf
BuildingBlocksEbook-Sept2019.pdfBuildingBlocksEbook-Sept2019.pdf
BuildingBlocksEbook-Sept2019.pdfAndri Muhyidin
 
Gleanster Delphix State-of-DevOps 2015 Report (1)
Gleanster Delphix State-of-DevOps 2015 Report (1)Gleanster Delphix State-of-DevOps 2015 Report (1)
Gleanster Delphix State-of-DevOps 2015 Report (1)James Spafford
 
Analyst Keynote: Continuous Delivery: Making DevOps Awesome
Analyst Keynote: Continuous Delivery: Making DevOps AwesomeAnalyst Keynote: Continuous Delivery: Making DevOps Awesome
Analyst Keynote: Continuous Delivery: Making DevOps AwesomeCA Technologies
 
Building a DevOps organization
Building a DevOps organizationBuilding a DevOps organization
Building a DevOps organizationZinnov
 
Creating a DevOps Practice for Analytics -- Strata Data, September 28, 2017
Creating a DevOps Practice for Analytics -- Strata Data, September 28, 2017Creating a DevOps Practice for Analytics -- Strata Data, September 28, 2017
Creating a DevOps Practice for Analytics -- Strata Data, September 28, 2017Caserta
 
DevOps Online Training
DevOps Online Training DevOps Online Training
DevOps Online Training VijayVijji8
 
DevOps Online Training
DevOps Online TrainingDevOps Online Training
DevOps Online TrainingVijayVijji8
 

Similar to The Key to High Performance: What the Data Says on DevOps (20)

Continuous Delivery: Making DevOps Awesome
Continuous Delivery: Making DevOps AwesomeContinuous Delivery: Making DevOps Awesome
Continuous Delivery: Making DevOps Awesome
 
The caseforawesome
The caseforawesomeThe caseforawesome
The caseforawesome
 
DevOps Culture transformation in Modern Software Delivery
DevOps Culture transformation in Modern Software DeliveryDevOps Culture transformation in Modern Software Delivery
DevOps Culture transformation in Modern Software Delivery
 
The Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
The Latest in DevOps: Elite Performance, Productivity, and Scaling - GoogleThe Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
The Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
 
Measuring Performance: See the Science of DevOps Measurement in Action
Measuring Performance: See the Science of DevOps Measurement in ActionMeasuring Performance: See the Science of DevOps Measurement in Action
Measuring Performance: See the Science of DevOps Measurement in Action
 
Dg-DevOps_seminar.pptx
Dg-DevOps_seminar.pptxDg-DevOps_seminar.pptx
Dg-DevOps_seminar.pptx
 
Key Findings from the 2017 State of DevOps Report 06.08.2017
Key Findings from the 2017 State of DevOps Report 06.08.2017Key Findings from the 2017 State of DevOps Report 06.08.2017
Key Findings from the 2017 State of DevOps Report 06.08.2017
 
Testing in DevOps world
Testing in DevOps worldTesting in DevOps world
Testing in DevOps world
 
DevOps 1 (1).pptx
DevOps 1 (1).pptxDevOps 1 (1).pptx
DevOps 1 (1).pptx
 
BuildingBlocksEbook-Sept2019.pdf
BuildingBlocksEbook-Sept2019.pdfBuildingBlocksEbook-Sept2019.pdf
BuildingBlocksEbook-Sept2019.pdf
 
Gleanster Delphix State-of-DevOps 2015 Report (1)
Gleanster Delphix State-of-DevOps 2015 Report (1)Gleanster Delphix State-of-DevOps 2015 Report (1)
Gleanster Delphix State-of-DevOps 2015 Report (1)
 
Analyst Keynote: Continuous Delivery: Making DevOps Awesome
Analyst Keynote: Continuous Delivery: Making DevOps AwesomeAnalyst Keynote: Continuous Delivery: Making DevOps Awesome
Analyst Keynote: Continuous Delivery: Making DevOps Awesome
 
Building a DevOps organization
Building a DevOps organizationBuilding a DevOps organization
Building a DevOps organization
 
DevOps
DevOpsDevOps
DevOps
 
DevOps
DevOpsDevOps
DevOps
 
Dev ops
Dev opsDev ops
Dev ops
 
Creating a DevOps Practice for Analytics -- Strata Data, September 28, 2017
Creating a DevOps Practice for Analytics -- Strata Data, September 28, 2017Creating a DevOps Practice for Analytics -- Strata Data, September 28, 2017
Creating a DevOps Practice for Analytics -- Strata Data, September 28, 2017
 
Devops intro
Devops introDevops intro
Devops intro
 
DevOps Online Training
DevOps Online Training DevOps Online Training
DevOps Online Training
 
DevOps Online Training
DevOps Online TrainingDevOps Online Training
DevOps Online Training
 

More from Nicole Forsgren

DevOps: Next (ChefConf 2015 keynote)
DevOps: Next (ChefConf 2015 keynote)DevOps: Next (ChefConf 2015 keynote)
DevOps: Next (ChefConf 2015 keynote)Nicole Forsgren
 
Winning the Budget Game: How to Get the Money You Need for IT Every Time
Winning the Budget Game: How to Get the Money You Need for IT Every TimeWinning the Budget Game: How to Get the Money You Need for IT Every Time
Winning the Budget Game: How to Get the Money You Need for IT Every TimeNicole Forsgren
 
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...Nicole Forsgren
 
DevOps and the Bottom Line
DevOps and the Bottom LineDevOps and the Bottom Line
DevOps and the Bottom LineNicole Forsgren
 

More from Nicole Forsgren (7)

DevEx Essentials
DevEx EssentialsDevEx Essentials
DevEx Essentials
 
2016 metrics-as-culture
2016 metrics-as-culture2016 metrics-as-culture
2016 metrics-as-culture
 
DevOps: Next (ChefConf 2015 keynote)
DevOps: Next (ChefConf 2015 keynote)DevOps: Next (ChefConf 2015 keynote)
DevOps: Next (ChefConf 2015 keynote)
 
Winning the Budget Game: How to Get the Money You Need for IT Every Time
Winning the Budget Game: How to Get the Money You Need for IT Every TimeWinning the Budget Game: How to Get the Money You Need for IT Every Time
Winning the Budget Game: How to Get the Money You Need for IT Every Time
 
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
 
How to Speak "Manager"
How to Speak "Manager"How to Speak "Manager"
How to Speak "Manager"
 
DevOps and the Bottom Line
DevOps and the Bottom LineDevOps and the Bottom Line
DevOps and the Bottom Line
 

Recently uploaded

Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?XfilesPro
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
Snow Chain-Integrated Tire for a Safe Drive on Winter Roads
Snow Chain-Integrated Tire for a Safe Drive on Winter RoadsSnow Chain-Integrated Tire for a Safe Drive on Winter Roads
Snow Chain-Integrated Tire for a Safe Drive on Winter RoadsHyundai Motor Group
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxnull - The Open Security Community
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 

Recently uploaded (20)

Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
Snow Chain-Integrated Tire for a Safe Drive on Winter Roads
Snow Chain-Integrated Tire for a Safe Drive on Winter RoadsSnow Chain-Integrated Tire for a Safe Drive on Winter Roads
Snow Chain-Integrated Tire for a Safe Drive on Winter Roads
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
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
 

The Key to High Performance: What the Data Says on DevOps