Cookies help us display personalized product recommendations and ensure you have great shopping experience.

By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    chatgpt image jul 13, 2026, 04 23 45 pm
    How Data Analytics Helps Companies Improve User Engagement
    19 Min Read
    chatgpt image jul 13, 2026, 03 59 46 pm
    How Data Analytics Improves Multi-Location Search Strategies
    10 Min Read
    cybersecurity efforts
    How Behavioral Analytics and AI Are Redefining Cybersecurity for Boca Raton Businesses
    14 Min Read
    data driven risk management in heatlhcare
    How Data Analytics Is Changing Healthcare Risk Management
    17 Min Read
    big data and customer service outsourcing
    How Data Analytics Improves Customer Service Outsourcing
    18 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: ReBlog: On Why I Don’t Like Auto-Scaling in the Cloud
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Big Data > Data Mining > ReBlog: On Why I Don’t Like Auto-Scaling in the Cloud
Business IntelligenceData MiningData WarehousingPredictive Analytics

ReBlog: On Why I Don’t Like Auto-Scaling in the Cloud

TonyBain
TonyBain
2 Min Read
SHARE

George Reese posted the following on the O’Reilly Blog “I enter into sales meetings getting clients excited about dynamic scaling only having to vigorously talk them away from the idea of auto-scaling. I just don’t like auto-scaling.” My reply to…

George Reese posted the following on the O’Reilly Blog

“I enter into sales meetings getting clients excited about dynamic scaling only having to vigorously talk them away from the idea of auto-scaling. I just don’t like auto-scaling.”

My reply to this was as follows (I am re-posting this here as it is relevant to the chain of posts I am working on at the moment).

More Read

big data and IP laws
Big Data & AI In Collision Course With IP Laws – A Complete Guide
Public Information
How Coca-Cola Takes a Refreshing Approach to Big Data
Blind (and Incompetent) Justice Thanks to Spreadsheet?
Reminder: High-Performance Backtesting Webinar Tomorrow

George, you are dismissing a logical concept, “auto sizing”, based on current physical implementations of that concept.  A model where we don’t have to worry about manually planning application resources requirements because they are automatically allocated based on needs makes sense and certainly seems to the right direction to be heading.  One can predict a likely point in the not too distant future where planning I/O and other resource demands in detail will cease to be relevant and service providers charging metrics, such as based on network traffic, will become outdated just as charging based on number of CPU instructions or CPU time ceased to be (and charging based on number of database transactions used ceased to be, and charging based on disk space is starting to be).  Capacity planning as a discipline is becoming more holistic as the detail becomes less relevant to us humans, the focus will be on planning the capacity of an “environment” and leaving the individual allocations of applications that run in that environment up to it.

So I will agree with you that Auto Sizing systems are not necessarily fool proof or should be trusted, but only for now.

Reblog this post [with Zemanta]


Link to original postInnovations in information management

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

chatgpt image jul 15, 2026, 03 28 38 pm
How Cloud Technology Helps IT Asset Recovery Services
Cloud Computing Exclusive IT Security
chatgpt image jul 13, 2026, 04 23 45 pm
How Data Analytics Helps Companies Improve User Engagement
Analytics Big Data Exclusive
chatgpt image jul 13, 2026, 04 19 58 pm
Can AI Help Companies Improve PPC Fulfilment?
Artificial Intelligence Exclusive
chatgpt image jul 13, 2026, 04 14 54 pm
How AI Helps Companies Adapt to Fulfillment Strategy Changes
Artificial Intelligence Exclusive

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

business intelligence
AnalyticsBig DataBusiness IntelligenceExclusive

Businesses Use Inbound Comms to Generate Market Data

8 Min Read
ai in seo
Marketing

AI-Driven SEO is Becoming Essential for Modern Marketing

6 Min Read
Image
AnalyticsBig DataBusiness IntelligenceDecision ManagementITModelingPredictive AnalyticsSoftwareUnstructured DataWorkforce AnalyticsWorkforce Data

Big Data and Analytics In Sports: A Game Changer

7 Min Read
digital scams and AI need
Artificial IntelligenceExclusiveSocial Data

Experts Warn AI And Social Engineering Lead To New Digital Scams

6 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

AI and chatbots
Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Artificial Intelligence Chatbots Exclusive
ai chatbot
How AI Website Chatbots Improve Customer Support and Lead Generation
Chatbots Exclusive

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-26 SmartData Collective. All Rights Reserved.
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?