DevOps - Containing
Complexity and Delivering
Continuous Deployment
Jeff Smith, Process & Tools Lead
Development Operations, Vertafore
visionary1usa@gmail.com
May 5, 2013
Quick Intro…
Jeff Smith, BSEE, CSM
visionary1usa@gmail.com
Companies: Dell, Boeing, LexisNexis, Vertafore, NetObjectives, Northwest
Cadence, LTV Aerospace & Defense, IBM, Recognition Equipment, Mizar,
Journee, ClearOrbit, ….
Certifications: Certified ScrumMaster, Six Sigma Greenbelt, Lean+, Rational
SME, ITIL Foundations, ATSQB Test Foundations, Cognitive Edge Advanced
Practitioner
Roles: Senior Hardware Developer, Lead Software Developer, QA Lead,
Process Advisor, Solutions Manager, Consultant, Productivity Coach, ALM
Consultant, Process & Tools Lead
Quick Poll
How Many Developers(Testers, Coders, BAs, Scrum
Masters) & Dev Teams? #P/#T
How Many Applications Total for Organization?
How Many People in IT/Data Center Operations?
(Internal Apps & Customer-facing)
On Your Application - How Often is a Major Release?
Minor Release? Hot-fix? Emergency Fix?
INTRO
Where are we and what are we trying to do?
The Overall Business Goal
 Minimize Lead Time by Focusing on Flow Throughout Process...
 Getting the Most Important Work Done First
 Agile Suggests Regular Creation of Deployable Releases - Lean
Suggests Actually Delivering
 Incremental Change is Faster to Develop & Deliver w/Lower Risk
 Continuous Value Delivered grows Customer Trust and is
actually Cheaper
 Smaller, Prioritized Increments Let You Change Direction or
Stop When Feedback Dictates
 Better customer & business results; The Best Feedback is
Customer Feedback
 Improved Clarity thru Collaboration, Innovation, Knowledge
Transfer, Visibility, Recognition of Value Throughout
Divided Commitments
 Development - We are awesome - every feature should be deployed
immediately
 Operations - We are penalized when things go wrong; stability is our goal
Also - we, like our environments, are not infinite resources simply waiting
for the next magical binary
IT/Operations vs Development – Don’t Overstep on Authority or Strengths
 Development is App-Focused; The best thing for Dev is usually
addressing quality issues, relieving the immense technical debt and
deployment pain in the application (from legacy issues of mismatch with
new tech)
 IT/Operations is Often Everything Else: 100s or 1000s of Machines,
Multiple Isolated Networks, Domains, Firewalls, Load Balancers, SAN/NAS,
CDN, Monitoring, Upgrades, Updates, Deployments, License Management,
Availability/Resources, Access Management, SLAs, Economics
COMPLEXITY
What is it?
What is this Complexity Thing?
 Things unnecessary, extra,
overhead
 Things obscure, ambiguous,
misunderstood
 Most sources of variation –
even the necessary elements
of the work
 The interplay(e.g.
dependencies) between
elements
 The inherent delays that
further obscure cause & effect
 Things non-linear and difficult
to understand or correlate
The Cynefin Framework
How do we see, decide, manage
complexity? Is reducing complexity in
the cards?
Cost of Complexity
How does it occur?
Complexity is all over software development… Architectures, Designs, Human
Systems, Processes, Domain Complexity, Requirements, Implementations,
Regulatory, Technology, Tools, Communication, and the Ongoing Change in all of
these. We tend to accumulate complexity, rarely seeking to do less or sever ties
with legacy.
What is the Impact?
E1-n= Effort for each aspect of the software delivery effort
(normalized according to effort size; aspects are each of those things listed above)
W1-n = Associated Waste of each aspect [anything extra – complexity included]
(normalized as percentage of effort E)
Complexity Waste = Size of effort((1+W1)(1+W2)…(1+Wn) - 1)
Common Cause Waste tends to be a function of Complexity.
It accumulates as multiplication – not addition – because efforts are interrelated.
Sources of Risk/Cost/Complexity
 Goodwill - Reputation, Commitments, Past History,
NPS (Net Promoter Score)
 Regulatory - SOX, PCI/CISP, SAS70, HIPAA,...
SEC, FAA, FDA, ... other agencies,
audits/assessments, legal fees/penalties
 Market Share & Financial – Delivery (Poor, Missed,
Slow, On time); Customer mismatch; Related Lost
Sales, Transactions, Licensing Fees; SLA Costs
 Technical - Labor, Environments(machines, network,
storage, power), Licenses, Headroom, Time, Single
Points of Failure
All of this stuff brings complexity
NECESSITIES?
Do we know what not to do, to get rid of, to simplify?
Technical Elements & Better Practices
CM is a Big Deal - Everything under Source Control
 Deployment Scripts
 Build Scripts
 Tests & Test Plans
 Documentation?
 Environment Descriptions
 Network Architecture
 Database Scripts
 Seed Data
 Code
 Images
 Network Architecture
 Coordination
Steps/Discussion
Technical Elements & Better Practices
 Design Reviews & Upfront Test
Techniques(BDD/ATDD/Spec-Driven Development)
 TDD, Pair Programming, Code Reviews, Developer
Unit & Functional Test
 Build Automation - Multiple level (e.g. CI/BVT, Full Build
& Deployment w/Funct/Reg Test)
 Test Automation - Functional, Regression Tests,
Scalability - Stress/Load
 Better Architectures & Adherence
 Agile / Lean Techniques, Fast Visualization & Feedback
 Intelligent Code Management (Branching, Merging,
regular check-ins, labeling, other working agreements)
Other Things to Pay Attention To
 Binary Library Mechanism - Artifactory, NuGet,
Nexus Repository
 Virtuals, Cloud
 Deployment & Rollback Plans (Scripts?)
 Time (=$$$$$)
 Technical Debt – Stay Ahead of it
 Simple, Standard Architectures is a Goal
 Synchronization of environments
 Infrastructure Updates Gate Application Flow
Get a Handle on Deployment Types
 Technical types:
 Rolling Deployments
 Staged / Production Swaps
 Hot-fixes
 Content & Other Low-risk Changes
 Pre-window Changes
 Change Types
 Emergencies, Escalations, Emergencies
 Ongoing Maintenance:
 Infrastructure Growth, Tech Refresh, Security
Updates, Patches
PROCESS ELEMENTS
Its not just about Product, Tools, and Technology
Better, Faster, Cheaper
Problems first; Merely adding tools or investing energy for local
improvement without having recognized the priority and reality of an
issue is a mistake. Limited resources means Doing the Right Things
There is a right order when looking at improvement opportunities…
 Quality reduces rework – always a goal (especially if the change is
free)
 Delays and activity times are often easy gains – but maintain
quality
 Lower costs are a side effect; focus on cost usually gets you in
trouble
Lean Concepts
 Transparency (KB Boards vs Sprint Task Boards,
CFD vs BurnUp-BurnDown, Test Results - Multi-
Level)
 Limit Work in Process by Setting Limits and Using
Pull (Standups - Lean vs Scrum)
 One Piece Flow (or at Least Small Batches - e.g.
Sprint)
 Reduce Waste (Rework, Cycle Time as Primary
Elements)
 Prioritize based on Economics (Specifically Cost of
Delay, MMF)
“Kanban” Board
Critical Process Principle
You cannot release any faster than your slowest activity
Critical Questions about Automation
 What are the costs of an Activity? (Cost of Delay, Cost of
actual Work, Cost of Automating Before Simplifying or
Understanding)
 Is this Activity really one of your top priorities?
 Is Automation actually your best first step?
 What are Possible Shortcuts, Risks?
 Activities are not set in stone… is this the best way to
deliver on the need?
 How will you keep it visible for understanding,
troubleshooting, verification?
Understand the Work
 Maintenance
 Planned Work (App & Infrastructure)
 Unplanned Work
Deal with It!
 Limit the WIP
 Keep It Visible
 Address the Critical Issues, Constraints… Clear
the Congestion & Make it Flow
 Staff IT Sufficiently
Use ToC to Address Bottlenecks
Theory of Constraints “Five Focusing Steps”
1) Identify the system constraint(s)
2) Figure out how to exploit (get most out of) constraint
3) Subordinate as much as possible to constraint(s)
4) Elevate the constraint(create more capacity at the
constraint)
5) Repeat
Get Human Constraints Handled
 Kanban in front of Constraint – Understand &
Manage Workload
 Brown Bags
 Camtasia or other Recording/Capture Devices
 Learner wears keyboard
 Learn How People Share – Storytellers, scribes,
Q&A, …
 Create Solid Actionable Knowledge Stores,
Documentation, READABLE scripts & logging
Basic Process Concepts still Apply
 Better - then Faster - then Cheaper (In that Order)
 In Software, the most important variability to contain is Quality
 Do Root Cause Analysis
 Focus on the Real Problems
 The Best Process is one Easier to Follow then Circumvent
 Automate, Simplify, Improve/Tune, Review
 Reduce Single-Points-of-Failure
 Tools alone don't Solve Problems & are not the first Answer for
Problems
 Complexity issues do not add costs - they multiply them
 Improvement demands Budget & Coherent Direction
 Too Many Meetings means You are Doing them Wrong or Doing
the Wrong Meetings
 Focus on the System, Not the Individual
CURRENT THINKING
Scaled Agile Framework
Disciplined Agile Delivery
Concepts from The Phoenix Project
 The First Way emphasizes the
performance of the entire system
 The Second Way is about
creating, shortening, amplifying
feedback loops
 The Third Way is about culture,
continual experimentation and
problem-solving, growing
technical mastery thru practice
Starting Point: Medium-to-Small Outfits
 Architecture Team & Product Tech Leads Periodically Map Upcoming & In-flight
Infrastructure & App Projects
 Product Management - Builds Near-term Backlog (Epics fine for long-view, JIT
Grooming as it enters Dev Teams) and Roadmap
 Production Control (aka Agile Release Train) Meetings and Guideposts – Two
meetings at first, “Onramp” & “Final”; Reports, Deployment Types, other conventions
established
 All Dev Teams Should
Have Local Team Boards –
Delivery Pace Locally
Defined
 IT/Operations should
have Task Board and/or
Tool to Manage the Work
The Goal
 Normal, Regular, Frequent Release Cadence (weekly
probably good enough for production)
 Earlier to Market with the Right Features
 Slack - Reduced Pressure to Work Overtime
 Production Deployments as Non-events
 Better Technical Discussions
 Full Cross-functional Teams - More Trust, Less Fear,
Working Collaboration, Empowered Craftsman
Supporting Rituals & Mechanisms
 The Guardrails - How we Manage the Work; This involves
Business, Development, and IT/Operations (Key Meetings,
Reports, Policies, Deployment Types)
 Periodic Operations Review & Report (Monthly, Quarterly) -
Includes Review of Outages/ Impairments, Severity 1&2 Issues,
Capacity Planning and Issues, ITSM/ITIL measures, Unplanned
Changes, Risks Taken, Contrast with Goals/Priors
(Good/Bad/Ugly/Embarrassing), Incidents/Availability against
Environments(Outages/Errors/Failures), Trends
 Architecture Committee - Infrastructure Plans around
economics, technology refresh plans, storage and capacity
growth, new applications, reduced costs, consolidations,
improvements
 Release Planning – There is no way you avoid an ongoing
long-view meeting coordinating across programs
The Challenge
 No Shortcuts – This can take a While to Emerge; The
framework is most key – Ritual and Guardrails should be stable
 KILL REWORK
 Root-cause, quality, and constraints focus
 Don’t bite off too much – Manage WIP, Multitasking
 Make it Visible so You Can See and Address the Real Problems
 Its not about Speed; Its about Customer Value, Quality,
Balance, and Economics
 Do this – as continuous improvement steps – not a project plan
(Create some slack for this – limit WIP, invest now for later)
 Understanding thru Broader & Deeper Communication – Not
just Development, but also ITSM/ITIL, Infrastructure &
Deployment Mechanics, Program/Portfolio, Customer Needs
Interesting Books & References
 The Phoenix Project
 Lean IT
 Continuous Delivery
 Continuous Integration
 Architecture & Patterns for IT Service Management
 Pro Website Development and Operations
 The Visible Ops Handbook (A great intro for developers to ITSM/ITIL
Concerns)
 Web Operations
 Disciplined Agile Delivery (& LinkedIn group)
 The Scaled Agile Framework (www.scaledagileframework.com)
 LOTS of technical & tool references - Ant, TFS, Maven, Hudson/Jenkins,
Puppet, Chef, VMWare, HyperV, CFEngine, ITIL/ITSM, CI, SAN/NAS,
Data Center Ops, Scalability, ...
 Still waiting on solid practice & knowledge convergence for DevOps,
Continuous Deployment, true Lean at enterprise level (full value stream) –
Early stage, competing beliefs, emerging knowledge
Questions?

Sea spin5 2013

  • 1.
    DevOps - Containing Complexityand Delivering Continuous Deployment Jeff Smith, Process & Tools Lead Development Operations, Vertafore visionary1usa@gmail.com May 5, 2013
  • 2.
    Quick Intro… Jeff Smith,BSEE, CSM visionary1usa@gmail.com Companies: Dell, Boeing, LexisNexis, Vertafore, NetObjectives, Northwest Cadence, LTV Aerospace & Defense, IBM, Recognition Equipment, Mizar, Journee, ClearOrbit, …. Certifications: Certified ScrumMaster, Six Sigma Greenbelt, Lean+, Rational SME, ITIL Foundations, ATSQB Test Foundations, Cognitive Edge Advanced Practitioner Roles: Senior Hardware Developer, Lead Software Developer, QA Lead, Process Advisor, Solutions Manager, Consultant, Productivity Coach, ALM Consultant, Process & Tools Lead
  • 3.
    Quick Poll How ManyDevelopers(Testers, Coders, BAs, Scrum Masters) & Dev Teams? #P/#T How Many Applications Total for Organization? How Many People in IT/Data Center Operations? (Internal Apps & Customer-facing) On Your Application - How Often is a Major Release? Minor Release? Hot-fix? Emergency Fix?
  • 4.
    INTRO Where are weand what are we trying to do?
  • 5.
    The Overall BusinessGoal  Minimize Lead Time by Focusing on Flow Throughout Process...  Getting the Most Important Work Done First  Agile Suggests Regular Creation of Deployable Releases - Lean Suggests Actually Delivering  Incremental Change is Faster to Develop & Deliver w/Lower Risk  Continuous Value Delivered grows Customer Trust and is actually Cheaper  Smaller, Prioritized Increments Let You Change Direction or Stop When Feedback Dictates  Better customer & business results; The Best Feedback is Customer Feedback  Improved Clarity thru Collaboration, Innovation, Knowledge Transfer, Visibility, Recognition of Value Throughout
  • 6.
    Divided Commitments  Development- We are awesome - every feature should be deployed immediately  Operations - We are penalized when things go wrong; stability is our goal Also - we, like our environments, are not infinite resources simply waiting for the next magical binary IT/Operations vs Development – Don’t Overstep on Authority or Strengths  Development is App-Focused; The best thing for Dev is usually addressing quality issues, relieving the immense technical debt and deployment pain in the application (from legacy issues of mismatch with new tech)  IT/Operations is Often Everything Else: 100s or 1000s of Machines, Multiple Isolated Networks, Domains, Firewalls, Load Balancers, SAN/NAS, CDN, Monitoring, Upgrades, Updates, Deployments, License Management, Availability/Resources, Access Management, SLAs, Economics
  • 7.
  • 8.
    What is thisComplexity Thing?  Things unnecessary, extra, overhead  Things obscure, ambiguous, misunderstood  Most sources of variation – even the necessary elements of the work  The interplay(e.g. dependencies) between elements  The inherent delays that further obscure cause & effect  Things non-linear and difficult to understand or correlate The Cynefin Framework How do we see, decide, manage complexity? Is reducing complexity in the cards?
  • 9.
    Cost of Complexity Howdoes it occur? Complexity is all over software development… Architectures, Designs, Human Systems, Processes, Domain Complexity, Requirements, Implementations, Regulatory, Technology, Tools, Communication, and the Ongoing Change in all of these. We tend to accumulate complexity, rarely seeking to do less or sever ties with legacy. What is the Impact? E1-n= Effort for each aspect of the software delivery effort (normalized according to effort size; aspects are each of those things listed above) W1-n = Associated Waste of each aspect [anything extra – complexity included] (normalized as percentage of effort E) Complexity Waste = Size of effort((1+W1)(1+W2)…(1+Wn) - 1) Common Cause Waste tends to be a function of Complexity. It accumulates as multiplication – not addition – because efforts are interrelated.
  • 10.
    Sources of Risk/Cost/Complexity Goodwill - Reputation, Commitments, Past History, NPS (Net Promoter Score)  Regulatory - SOX, PCI/CISP, SAS70, HIPAA,... SEC, FAA, FDA, ... other agencies, audits/assessments, legal fees/penalties  Market Share & Financial – Delivery (Poor, Missed, Slow, On time); Customer mismatch; Related Lost Sales, Transactions, Licensing Fees; SLA Costs  Technical - Labor, Environments(machines, network, storage, power), Licenses, Headroom, Time, Single Points of Failure All of this stuff brings complexity
  • 11.
    NECESSITIES? Do we knowwhat not to do, to get rid of, to simplify?
  • 12.
    Technical Elements &Better Practices CM is a Big Deal - Everything under Source Control  Deployment Scripts  Build Scripts  Tests & Test Plans  Documentation?  Environment Descriptions  Network Architecture  Database Scripts  Seed Data  Code  Images  Network Architecture  Coordination Steps/Discussion
  • 13.
    Technical Elements &Better Practices  Design Reviews & Upfront Test Techniques(BDD/ATDD/Spec-Driven Development)  TDD, Pair Programming, Code Reviews, Developer Unit & Functional Test  Build Automation - Multiple level (e.g. CI/BVT, Full Build & Deployment w/Funct/Reg Test)  Test Automation - Functional, Regression Tests, Scalability - Stress/Load  Better Architectures & Adherence  Agile / Lean Techniques, Fast Visualization & Feedback  Intelligent Code Management (Branching, Merging, regular check-ins, labeling, other working agreements)
  • 14.
    Other Things toPay Attention To  Binary Library Mechanism - Artifactory, NuGet, Nexus Repository  Virtuals, Cloud  Deployment & Rollback Plans (Scripts?)  Time (=$$$$$)  Technical Debt – Stay Ahead of it  Simple, Standard Architectures is a Goal  Synchronization of environments  Infrastructure Updates Gate Application Flow
  • 15.
    Get a Handleon Deployment Types  Technical types:  Rolling Deployments  Staged / Production Swaps  Hot-fixes  Content & Other Low-risk Changes  Pre-window Changes  Change Types  Emergencies, Escalations, Emergencies  Ongoing Maintenance:  Infrastructure Growth, Tech Refresh, Security Updates, Patches
  • 16.
    PROCESS ELEMENTS Its notjust about Product, Tools, and Technology
  • 17.
    Better, Faster, Cheaper Problemsfirst; Merely adding tools or investing energy for local improvement without having recognized the priority and reality of an issue is a mistake. Limited resources means Doing the Right Things There is a right order when looking at improvement opportunities…  Quality reduces rework – always a goal (especially if the change is free)  Delays and activity times are often easy gains – but maintain quality  Lower costs are a side effect; focus on cost usually gets you in trouble
  • 18.
    Lean Concepts  Transparency(KB Boards vs Sprint Task Boards, CFD vs BurnUp-BurnDown, Test Results - Multi- Level)  Limit Work in Process by Setting Limits and Using Pull (Standups - Lean vs Scrum)  One Piece Flow (or at Least Small Batches - e.g. Sprint)  Reduce Waste (Rework, Cycle Time as Primary Elements)  Prioritize based on Economics (Specifically Cost of Delay, MMF)
  • 19.
  • 20.
    Critical Process Principle Youcannot release any faster than your slowest activity Critical Questions about Automation  What are the costs of an Activity? (Cost of Delay, Cost of actual Work, Cost of Automating Before Simplifying or Understanding)  Is this Activity really one of your top priorities?  Is Automation actually your best first step?  What are Possible Shortcuts, Risks?  Activities are not set in stone… is this the best way to deliver on the need?  How will you keep it visible for understanding, troubleshooting, verification?
  • 21.
    Understand the Work Maintenance  Planned Work (App & Infrastructure)  Unplanned Work Deal with It!  Limit the WIP  Keep It Visible  Address the Critical Issues, Constraints… Clear the Congestion & Make it Flow  Staff IT Sufficiently
  • 22.
    Use ToC toAddress Bottlenecks Theory of Constraints “Five Focusing Steps” 1) Identify the system constraint(s) 2) Figure out how to exploit (get most out of) constraint 3) Subordinate as much as possible to constraint(s) 4) Elevate the constraint(create more capacity at the constraint) 5) Repeat
  • 23.
    Get Human ConstraintsHandled  Kanban in front of Constraint – Understand & Manage Workload  Brown Bags  Camtasia or other Recording/Capture Devices  Learner wears keyboard  Learn How People Share – Storytellers, scribes, Q&A, …  Create Solid Actionable Knowledge Stores, Documentation, READABLE scripts & logging
  • 24.
    Basic Process Conceptsstill Apply  Better - then Faster - then Cheaper (In that Order)  In Software, the most important variability to contain is Quality  Do Root Cause Analysis  Focus on the Real Problems  The Best Process is one Easier to Follow then Circumvent  Automate, Simplify, Improve/Tune, Review  Reduce Single-Points-of-Failure  Tools alone don't Solve Problems & are not the first Answer for Problems  Complexity issues do not add costs - they multiply them  Improvement demands Budget & Coherent Direction  Too Many Meetings means You are Doing them Wrong or Doing the Wrong Meetings  Focus on the System, Not the Individual
  • 25.
  • 26.
  • 27.
  • 28.
    Concepts from ThePhoenix Project  The First Way emphasizes the performance of the entire system  The Second Way is about creating, shortening, amplifying feedback loops  The Third Way is about culture, continual experimentation and problem-solving, growing technical mastery thru practice
  • 29.
    Starting Point: Medium-to-SmallOutfits  Architecture Team & Product Tech Leads Periodically Map Upcoming & In-flight Infrastructure & App Projects  Product Management - Builds Near-term Backlog (Epics fine for long-view, JIT Grooming as it enters Dev Teams) and Roadmap  Production Control (aka Agile Release Train) Meetings and Guideposts – Two meetings at first, “Onramp” & “Final”; Reports, Deployment Types, other conventions established  All Dev Teams Should Have Local Team Boards – Delivery Pace Locally Defined  IT/Operations should have Task Board and/or Tool to Manage the Work
  • 30.
    The Goal  Normal,Regular, Frequent Release Cadence (weekly probably good enough for production)  Earlier to Market with the Right Features  Slack - Reduced Pressure to Work Overtime  Production Deployments as Non-events  Better Technical Discussions  Full Cross-functional Teams - More Trust, Less Fear, Working Collaboration, Empowered Craftsman
  • 31.
    Supporting Rituals &Mechanisms  The Guardrails - How we Manage the Work; This involves Business, Development, and IT/Operations (Key Meetings, Reports, Policies, Deployment Types)  Periodic Operations Review & Report (Monthly, Quarterly) - Includes Review of Outages/ Impairments, Severity 1&2 Issues, Capacity Planning and Issues, ITSM/ITIL measures, Unplanned Changes, Risks Taken, Contrast with Goals/Priors (Good/Bad/Ugly/Embarrassing), Incidents/Availability against Environments(Outages/Errors/Failures), Trends  Architecture Committee - Infrastructure Plans around economics, technology refresh plans, storage and capacity growth, new applications, reduced costs, consolidations, improvements  Release Planning – There is no way you avoid an ongoing long-view meeting coordinating across programs
  • 32.
    The Challenge  NoShortcuts – This can take a While to Emerge; The framework is most key – Ritual and Guardrails should be stable  KILL REWORK  Root-cause, quality, and constraints focus  Don’t bite off too much – Manage WIP, Multitasking  Make it Visible so You Can See and Address the Real Problems  Its not about Speed; Its about Customer Value, Quality, Balance, and Economics  Do this – as continuous improvement steps – not a project plan (Create some slack for this – limit WIP, invest now for later)  Understanding thru Broader & Deeper Communication – Not just Development, but also ITSM/ITIL, Infrastructure & Deployment Mechanics, Program/Portfolio, Customer Needs
  • 33.
    Interesting Books &References  The Phoenix Project  Lean IT  Continuous Delivery  Continuous Integration  Architecture & Patterns for IT Service Management  Pro Website Development and Operations  The Visible Ops Handbook (A great intro for developers to ITSM/ITIL Concerns)  Web Operations  Disciplined Agile Delivery (& LinkedIn group)  The Scaled Agile Framework (www.scaledagileframework.com)  LOTS of technical & tool references - Ant, TFS, Maven, Hudson/Jenkins, Puppet, Chef, VMWare, HyperV, CFEngine, ITIL/ITSM, CI, SAN/NAS, Data Center Ops, Scalability, ...  Still waiting on solid practice & knowledge convergence for DevOps, Continuous Deployment, true Lean at enterprise level (full value stream) – Early stage, competing beliefs, emerging knowledge
  • 34.