Why scaling down is harder than scaling up

#devops #cloud #sddc #loadbalancing Elasticity should be non-disruptive.

Elasticity is hailed as one of the biggest benefits of cloud and software-defined architectures. It's more efficient than traditional scalability models that only went one direction: up. It's based on the premise that wasting money and resources all the time just to ensure capacity on a seasonal or periodic basis is not only unappealing, but unnecessary in the age of software-defined everything.

The problem is that scaling down is much, much harder than scaling up. Oh, not from the perspective of automation and orchestration. That is, as the kids say these days, easy peasy lemon squeezy. APIs have made the ability to add and remove resources simplicity itself. There isn't a load balancing service available today without this capability - at least not one that's worth having.

But if you peek behind the kimono, you're going to quickly find out that perhaps it isn't as easy peasy as it first appears. Scaling down requires a bit more finesse than scaling up, at least if you care about the end user experience.

Consider for a moment the process of scaling up (or out, as is more often the case). A certain threshold is reached that indicates a need for more capacity. More often than not this metric is based on connections, with each application instance able to handle an approximate number of connections. When that is reached, a new application instance (node) is launched, it's added to the load balanced pool, and voila! More capacity, more connections, more consumers.

At some point that same threshold is breached on the way back down. As capacity demand wanes, the total connection count (as measured by all connections across all instances) decreases. When that count crossed a pre-determined threshold, one instance is shut down, it's removed from the pool, and voila!

You've just disconnected a whole bunch of consumers - many of whom might have been in the middle of a transaction (you know, trying to give you money).

Needless to say, they aren't happy.

That's because many of the systems implementing elastic scale these days haven't been load balancing applications for nearly twenty years and didn't recognize the importance of graceful degradation, or quiescence.

Graceful degradation was used in the olden days (and still is today, to be fair) when initiating a maintenance cycle. The requirement was that a server (today an instance) needed to be shut down for maintenance but it could not disrupt current user sessions. The load balancer would be "told" to begin quiescing (or bleeding off) connections in preparation for downtime. The service would immediately stop sending new connections to that server (instance) while allowing existing connections to complete. In this way, consumers could complete their tasks and when no connections were left, the server would be shut down and maintenance could begin.

This is not a simple thing to achieve. The load balancing service must be intelligent enough to stop sending new connections to an instance but not interrupt existing connections. It must be able to manage both active and semi-active instances for the same application, which requires stateful management across all application instances.

In today's models, this means that elasticity must embrace a more graceful, elegant means of scaling down than just suddenly killing an instance and all its associated connections.

With more and more apps - both those aimed at employees and those designed for consumers - residing in cloud environments and managed service environments, it is critical to evaluate how such providers support elasticity. Methods that disrupt productivity or interrupt consumer transactions are hardly worth the few pennies saved by immediately shutting down an instance when a threshold is crossed.

It behooves emerging software-defined models and devops that plan on managing scale automatically to recognize that elasticity isn't just about responding to thresholds; it's about responding seamlessly - in both directions. 

Published Aug 25, 2014
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When I talk on the phone, I’ve always used my left ear to listen.  Listening in the right ear just doesn’t sound right.  This might be due to being right handed, doing the shoulder hold to take notes when needed.  As corded turned to cordless and mobile along with the hands-free ear-plugs, that plug went into the left ear whenever I was on the phone.  Recently, I’ve been listening to some music while walking the dog and have run into an issue.  The stereo ear plugs do not fit, sit or stay in my right ear.  I have no problem with the nub in my left ear but need to keep re-inserting, adjusting and holding the plug in my right ear.  I’m sure I was born with the same size opening for both ears years ago and my only explanation is that my left ear has evolved over the years to accommodate an ear plug.  Even measuring each indicates that the left is opened more ever so slightly.  I seem to be fine, or at least better, with the isolation earphone style but it’s the ear-bud type that won’t fit in my right ear.  I realize there are tons of earplug types for various needs and I could just get one that works for me but it got me thinking.  If my ears or specifically my left ear has morphed due to technology, what other human physical characteristics might evolve over time.

As computers became commonplace and more people started using keyboards, we started to see a huge increase of carpal tunnel syndrome.  Sure, other repetitive tasks of the hand and wrist can cause carpal tunnel but typing on a computer keyboard is probably the most common cause.  Posture related injuries like back, neck, shoulder and arm pain along with headaches are common computer related injuries.  Focusing your eyes at the same distance over extended periods of time can cause fatigue and eye strain.  It might not do permanent damage to your eyesight but you could experience blurred vision, headaches and a temporary inability to focus on faraway objects.  Things like proper design of your workstation and taking breaks that encourage blood flow can help reduce computer related injuries.  Of course, every profession has their specific repetitive tasks which can lead to some sort of injury and, depending on your work, the body adjusts and has it’s own physical memory to accomplish the task.  Riding a bike.  Often smokers who are trying to quit can tolerate the nicotine deduction but it’s the repetitive physical act of bringing the dart up that causes grief.  That’s why many turn to straws or toothpicks or some other item to break the habit. 

We’ve gotten use to seeing people walking around with little blue-tooth ear apparatus attached to their heads and think nothing of it.  They’ll leave it in all day even if they are not talking on the phone.  Many probably feel ‘naked’ if they forgot it one day, almost like a watch or ring that we wear daily.  I mentioned a couple years ago in IPv6 and the End of the World that with IPv6, each one of us, worldwide, would be able to have our own personal IP address that would follow us anywhere.  Hold on, I’m getting a call through my earring but first must authenticate with the chip in my earlobe. That same chip, after checking my print and pulse, would open the garage, unlock the doors, disable the home alarm, turn on the heat and start the microwave for a nice hot meal as soon as I enter.  Who would have thought that Carol Burnett's ear tug would come back.

Now that many of us have mobile devices with touch-screens, we’re tapping away with index fingers and thumbs.  I know my thumb joints can get sore when tapping too much.  Will our thumbs grow larger or stronger over time to accommodate the new repetitive movement or go smaller and pointy to make sure we’re able to click the the correct virtual keypad on the device.  We got video eyewear so it’s only a matter of time that our email and mobile screens could simply appear while wearing shades or as heads up on the car windshield.  With special gloves or an implant under our hand, we can control the device through movement or tapping the steering wheel.

Ahhh, anyway, I’m sure things will change again in the next decade and we’ll have some other things happening within our evolutionary process but it’ll be interesting to see if we can maintain control over technology or will technology change us.  In the meantime, I’ll be ordering some new earphones.

ps

Technorati Tags: F5, humans, people, Pete Silva, security, behavior, education, technology, mobile, earphone, ipv6, computer injury, iPhone, web,

","body@stringLength":"8702","rawBody":"

When I talk on the phone, I’ve always used my left ear to listen.  Listening in the right ear just doesn’t sound right.  This might be due to being right handed, doing the shoulder hold to take notes when needed.  As corded turned to cordless and mobile along with the hands-free ear-plugs, that plug went into the left ear whenever I was on the phone.  Recently, I’ve been listening to some music while walking the dog and have run into an issue.  The stereo ear plugs do not fit, sit or stay in my right ear.  I have no problem with the nub in my left ear but need to keep re-inserting, adjusting and holding the plug in my right ear.  I’m sure I was born with the same size opening for both ears years ago and my only explanation is that my left ear has evolved over the years to accommodate an ear plug.  Even measuring each indicates that the left is opened more ever so slightly.  I seem to be fine, or at least better, with the isolation earphone style but it’s the ear-bud type that won’t fit in my right ear.  I realize there are tons of earplug types for various needs and I could just get one that works for me but it got me thinking.  If my ears or specifically my left ear has morphed due to technology, what other human physical characteristics might evolve over time.

As computers became commonplace and more people started using keyboards, we started to see a huge increase of carpal tunnel syndrome.  Sure, other repetitive tasks of the hand and wrist can cause carpal tunnel but typing on a computer keyboard is probably the most common cause.  Posture related injuries like back, neck, shoulder and arm pain along with headaches are common computer related injuries.  Focusing your eyes at the same distance over extended periods of time can cause fatigue and eye strain.  It might not do permanent damage to your eyesight but you could experience blurred vision, headaches and a temporary inability to focus on faraway objects.  Things like proper design of your workstation and taking breaks that encourage blood flow can help reduce computer related injuries.  Of course, every profession has their specific repetitive tasks which can lead to some sort of injury and, depending on your work, the body adjusts and has it’s own physical memory to accomplish the task.  Riding a bike.  Often smokers who are trying to quit can tolerate the nicotine deduction but it’s the repetitive physical act of bringing the dart up that causes grief.  That’s why many turn to straws or toothpicks or some other item to break the habit. 

We’ve gotten use to seeing people walking around with little blue-tooth ear apparatus attached to their heads and think nothing of it.  They’ll leave it in all day even if they are not talking on the phone.  Many probably feel ‘naked’ if they forgot it one day, almost like a watch or ring that we wear daily.  I mentioned a couple years ago in IPv6 and the End of the World that with IPv6, each one of us, worldwide, would be able to have our own personal IP address that would follow us anywhere.  Hold on, I’m getting a call through my earring but first must authenticate with the chip in my earlobe. That same chip, after checking my print and pulse, would open the garage, unlock the doors, disable the home alarm, turn on the heat and start the microwave for a nice hot meal as soon as I enter.  Who would have thought that Carol Burnett's ear tug would come back.

Now that many of us have mobile devices with touch-screens, we’re tapping away with index fingers and thumbs.  I know my thumb joints can get sore when tapping too much.  Will our thumbs grow larger or stronger over time to accommodate the new repetitive movement or go smaller and pointy to make sure we’re able to click the the correct virtual keypad on the device.  We got video eyewear so it’s only a matter of time that our email and mobile screens could simply appear while wearing shades or as heads up on the car windshield.  With special gloves or an implant under our hand, we can control the device through movement or tapping the steering wheel.

Ahhh, anyway, I’m sure things will change again in the next decade and we’ll have some other things happening within our evolutionary process but it’ll be interesting to see if we can maintain control over technology or will technology change us.  In the meantime, I’ll be ordering some new earphones.

ps

Technorati Tags: F5, humans, people, Pete Silva, security, behavior, education, technology, mobile, earphone, ipv6, computer injury, iPhone, web,

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