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Karpenter vs Kubernetes Cluster Autoscaler

  Рет қаралды 34,969

Justin Garrison

Justin Garrison

2 жыл бұрын

How is Karpenter different from the cluster autoscaler?
We'll show some of the differences here and you can read more at karpenter.sh
#kubernetes #aws #karpenter

Пікірлер: 81
@user-iq6um7dc5w
@user-iq6um7dc5w 11 ай бұрын
loved the way you explained the arguably very confusing topic, a very unique and fun approach for explaining difficult concepts.
@andrewmosiane3709
@andrewmosiane3709 2 жыл бұрын
"Crash Back Loop" hahaha. Thank you so much Justin.
@raulsalamanca6373
@raulsalamanca6373 2 жыл бұрын
haha!
@rorschach3285
@rorschach3285 Ай бұрын
That was hilarious!
@ankkitraj2625
@ankkitraj2625 4 ай бұрын
wow never saw anyone explaining complicated stuff with this aproach great video..
@mightGalaxyBlackhole
@mightGalaxyBlackhole 7 ай бұрын
Wow! I appreciate the time you took to make this very practical. Those balls of various sizes and the bows made a better impact to my understanding of the involved dynamics. Great video
@cloud-vietnam
@cloud-vietnam Жыл бұрын
Thank you for making technical explanations fun and easy to digest
@JoshuaMcQueen
@JoshuaMcQueen 2 жыл бұрын
This video is fire. Thanks Justin for taking the time to dumb down / explain for the layman. Nice job
@joshreji7510
@joshreji7510 11 ай бұрын
A well thought out video. thank you for your fantastic attempt to explain this concept
@bhaskar6705
@bhaskar6705 Жыл бұрын
Amazing Garrison , great explanation and easy to understand everyone
@gumtea
@gumtea Жыл бұрын
Thanks Justin for making it so easy to understand. Cheers 😊
@PrakashReddyK
@PrakashReddyK 10 ай бұрын
Thank you for all your efforts , this is the best explanation , how exactly I can understand visually, keep it coming with more concepts please
@lokeshm1505
@lokeshm1505 2 жыл бұрын
Excellent explanation, thanks for your efforts in thinking different way to explain this concept!
@diogoelias5700
@diogoelias5700 11 ай бұрын
The best explanation I could have heard!!! AMAZING!
@SunitRandhawa
@SunitRandhawa 2 жыл бұрын
Thanks for explaining with such an easy demonstration
@sadoknet
@sadoknet 2 жыл бұрын
Great explanation! love the demo!
@anilmavarkar4
@anilmavarkar4 2 жыл бұрын
Great explanation! crystal clear and fun
@laurentchriqui138
@laurentchriqui138 2 жыл бұрын
Amazing video! You made everything so crystal clear and fun!
@drumming-yossi
@drumming-yossi 2 жыл бұрын
Genius. Best ever sw demo I have ever seen.
@user-dk8is7iw1q
@user-dk8is7iw1q Жыл бұрын
Perfect high level explanation!
@thetechcentre
@thetechcentre Жыл бұрын
the point is very clear, thanks for the video.
@HafizAqibFaizi
@HafizAqibFaizi Жыл бұрын
Awesome explanation! Nice to see your 100 pods node :P . Thanks Justin.
@colochoghost86
@colochoghost86 5 ай бұрын
thanks, very creative the way how you explain the things.
@shamstabrez2986
@shamstabrez2986 Жыл бұрын
awesome man u taught over the streets like a frnd taught us
@eswarduraisamy1307
@eswarduraisamy1307 Жыл бұрын
Awesome and nicely explained🎉
@soumyadipchatterjee2267
@soumyadipchatterjee2267 6 ай бұрын
Best in the best Explanation ❤😊
@rogerior315
@rogerior315 Жыл бұрын
Amazing explanation! 👏👏👏
@david2358
@david2358 Жыл бұрын
Subscribed for the effort you put in 👍
@abdullahmustaqeemsketches
@abdullahmustaqeemsketches Жыл бұрын
Very very well explained.
@ilkinmammadzada5126
@ilkinmammadzada5126 Жыл бұрын
excellent explanation!
@MaxDevil1989
@MaxDevil1989 11 ай бұрын
amazing explanation
@__nathan
@__nathan Жыл бұрын
Woooooo "Crash Loop Back" killed me. That was fantastic.
@bhuvanchandmaddi800
@bhuvanchandmaddi800 Жыл бұрын
Amazing explanation man
@chengjohnny5228
@chengjohnny5228 9 ай бұрын
This is a fun and amazing explanation. I could not stop laugh when a ball fell out and he said 'crashbackloop' 😁
@miguelsarmiento9268
@miguelsarmiento9268 11 ай бұрын
video is amazing very easy of understand.
@dirien
@dirien 2 жыл бұрын
Very cool and funny explanation!
@anishkumar-pz6bl
@anishkumar-pz6bl 2 жыл бұрын
Such a awesome job.
@sureshadapa7194
@sureshadapa7194 11 ай бұрын
Super explained
@thiyagarajan_elangovan
@thiyagarajan_elangovan 2 жыл бұрын
wow.. nice demo :-).. great..
@zhangpeng5938
@zhangpeng5938 8 ай бұрын
Good. I learned the difference between a karpenter and CA.
@hilal890
@hilal890 2 жыл бұрын
Amazing!
@moryosef5423
@moryosef5423 2 жыл бұрын
very nice video.
@frankfan4029
@frankfan4029 2 жыл бұрын
such a clever way to explain a complex concept! Thanks Justin. I got the point that Karpenter doesn't rely on pre-configured instance type. I am curious how Karpenter will determine the instance type. Will it just choose few big instances instead of many small instances for the unscheduled pod ?
@TheMeowex
@TheMeowex 2 жыл бұрын
From what I understood and tried, it goes by batches. So if you come with a lot of pods to schedule at once it will fit them all in a big instance, if you come with a few pods at once it will take a smaller instance. According to resource requests it will choose a bunch of satisfying instance types and ask aws for the cheapest. Test done by scaling a basic nginx deployment to different numbers: With 30 replicas, karpenter spins up a t3a.small eks node. With 100 replicas, karpenter spins up a c4a.4xlarge eks node. Keep in mind that there's also the node pod capacity that can induce new nodes creation even if there are available resources (I was surprised it needed a new node for nginx pods with all the available CPU & mem, but turns out the m6g.medium instances I was using have an 8 pod limit capacity)
@JustinGarrison
@JustinGarrison Жыл бұрын
It will find the cheapest available instance type based on the workload requirements and batch size. With cluster rebalancing it'll even calculate what has changed and make sure the cluster is running with optimal utilization and low cost
@flavb83music
@flavb83music Жыл бұрын
You're fantastic.
@heyjiqing2754
@heyjiqing2754 2 жыл бұрын
Amazing
@rishabhmaurya4169
@rishabhmaurya4169 Жыл бұрын
thanks bro
@KevinHoman
@KevinHoman 2 жыл бұрын
Where do I get that Infinidash t-shirt? Great video BTW
@mranonymous_4728
@mranonymous_4728 7 ай бұрын
This is most easy explanation i ever saw ever for Karpenter, keep up the good work !
@KarthikShanmugamkoundy
@KarthikShanmugamkoundy 2 жыл бұрын
Wow !! Simple and easy explanation. Thanks.
@walkoutvasu1
@walkoutvasu1 Жыл бұрын
Great explanation about Karpenter and Cluster Autoscaler. Can you let me know for an EKS cluster having both Karpenter and Cluster Autoscaler enabled at the same time, will there be a race condition between them to scale or de-scale instances when there is huge Unscheduled pods or Unused nodes to terminate.
@JustinGarrison
@JustinGarrison Жыл бұрын
Yes, if you don’t limit the scope of nodes Karpenter or CAS are controlling you will have race conditions. You can do that by specifying node groups for CAS and provisioner labels for Karpenter
@snygg-johan9958
@snygg-johan9958 2 жыл бұрын
Very nice! Does it also work with hpa during high loads?
@JustinGarrison
@JustinGarrison Жыл бұрын
Yep! HPA creates new pods. The scheduler will try to place them. If it fails Karpenter will create new nodes.
@abdi14
@abdi14 Жыл бұрын
Great video thanks. But that last example you have shown goes against the high availability concept since it is a single point of failure.
@JustinGarrison
@JustinGarrison Жыл бұрын
For some workloads a single point of failure is acceptable. With Karpenter it’s up to the application to decide
@thePribs
@thePribs 2 жыл бұрын
Justin, this was an amazing explanation. I have a doubt though. Does Karpenter also re adjust pod placement on nodes for better utilisation of nodes and to conserve space and cost during auto scaling ?
@shivacool27
@shivacool27 2 жыл бұрын
Not for now.
@TheMeowex
@TheMeowex 2 жыл бұрын
The node expiration does it indirectly: when an underused node is terminated by karpenter upon expiration, the pods to reschedule will use an existing node if available capacity, if not it will recreate a node accordingly.
@JustinGarrison
@JustinGarrison Жыл бұрын
Node consolidation is out now kzfaq.infoxX3aBgpY3B4?feature=share
@ehsanShirzadi
@ehsanShirzadi Жыл бұрын
City is in fire and you are recording a tutorial 😁
@ranjitpradhan7915
@ranjitpradhan7915 2 жыл бұрын
Oops "crashloopbackoff"! That was hilarious.
@JackReacher1
@JackReacher1 Жыл бұрын
So the difference is Karpenter (talks to nodes) vs Cluster Autoscaler (talks on nodegroup level)?
@JustinGarrison
@JustinGarrison Жыл бұрын
Roughly, yes. There’s a lot of assumptions made with node groups and more control (and requirements) talking to nodes
@user-dw3vk6ji1i
@user-dw3vk6ji1i Жыл бұрын
@Justin Garrison I watched a video for you where you demoed Karpenter. You said something about a blog for a company called strike or spike that reduced cost by using on demand ec2 for their baseline workloads and spot for what exceeds that. Can you share a link for that?
@JustinGarrison
@JustinGarrison Жыл бұрын
I remember reading that article but don’t remember the company, sorry
@user-dw3vk6ji1i
@user-dw3vk6ji1i Жыл бұрын
@@JustinGarrison no worries, thank you for your response, do you happen to remember any useful docs that shed light on how to set a provisioner to handle your baseline workloads with on demand instances and provision spot instances for what exceeds that?
@PhaseTw0
@PhaseTw0 2 жыл бұрын
This guy has balls
@joeblue241
@joeblue241 2 жыл бұрын
Is it possible to use Karpenter with "kubeadm k8s cluster", other than the EKS.
@JustinGarrison
@JustinGarrison Жыл бұрын
Yes, it works with any Kubernetes cluster running in AWS (not just EKS)
@joeblue241
@joeblue241 Жыл бұрын
@@JustinGarrison Thanks for the info.
@lunno64
@lunno64 Жыл бұрын
So so Aws
@gabrieldavidorozcourrutia7589
@gabrieldavidorozcourrutia7589 Жыл бұрын
I was at work and nobody belived in me when I said I was studying
@everettkleven9086
@everettkleven9086 Жыл бұрын
CRASHLOOPBACK!!! LOL
@jiaruitian677
@jiaruitian677 7 ай бұрын
oh, sorry, I just keep worrying you would run out the balls 😂
@danielhd6719
@danielhd6719 Жыл бұрын
What about a situation when someone fucks up their deployment manifest and deploys to cluster ? As an administrator I have cost constraints on top of business requirements and on top of devs requirements. And as a K8S Operator of Multi-Tenant clusters you have to make sure the workloads have strictly defined requests and limits that match what you signed with customer -> you can use OPA for that but still deploying something without "Why" question is open for abuse. If you deploy something that just looks at workload and provisions without asking a "why the fuck you need 50 RTX3090 EC2?" instances -> you are a great source of exploitation.
@JustinGarrison
@JustinGarrison Жыл бұрын
The provisioners can set limits in multiple dimensions. You can set caps at instance types, total number of CPU/memory and other options. It's possible to set up provisioners per namespace (if that's how dev teams are separated) and restrict what instances teams can deploy
@J.erem.y
@J.erem.y Жыл бұрын
This video is a serious take on the current state of technology? What could go wrong... This is like needing surgery, and someone in a clown outfit is your surgeon and he explains things by squeaking his nose and juggling balls.
@JustinGarrison
@JustinGarrison Жыл бұрын
Everyone learns differently and have you ever seen Bill Nye, Alton Brown, or Patch Adams?
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