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Patterns of cloud scaling
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Ilya Kaznacheev
May 22, 2022
Technology
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120
Patterns of cloud scaling
Ilya Kaznacheev
May 22, 2022
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Transcript
PATTERNS OF CLOUD SCALING
Ilya Kaznacheev Tech Lead @ MTS Cloud Consulting Cloud Architect,
Google Developer Expert on Cloud, GCP PCA, PhD.
what is scaling?
monolithic system scaling
None
None
None
$ $$$ $$$$$$
None
None
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None
distributed system scaling
distributed system scaling
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functional decomposition
horizontal duplication
data partitioning
cloud
virtual machines
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virtual machine scaling •manual •scheduled •dynamic •predictive
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None
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load balancer
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load balancer •L7 • http(s) + routing •L4 • tcp
• udp • esp • icmp
load balancer •regional •global • virtual/anycast IP • nearest backend
load balancer •tls termination •health monitoring •balancing algo •anti-DDoS •external/internal
•…
containers
None
None
None
None
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kubernetes
🍓 vertical pod autoscaling 🍇 horisontal pod autoscaling 🥨 cluster
autoscaling
None
None
None
🍓 vertical pod autoscaling 🍇 horisontal pod autoscaling 🥨 cluster
autoscaling
vertical pod autoscaling (VPA)
vertical pod autoscaling (VPA)
🍓 vertical pod autoscaling 🍇 horisontal pod autoscaling 🥨 cluster
autoscaling
horisontal pod autoscaling (HPA)
horisontal pod autoscaling (HPA)
🍓 vertical pod autoscaling 🍇 horisontal pod autoscaling 🥨 cluster
autoscaling
cluster autoscaling
cluster autoscaling (up)
cluster autoscaling (up)
cluster autoscaling (up)
cluster autoscaling (down)
cluster autoscaling (down)
cluster autoscaling (down)
cluster autoscaling (down)
cluster autoscaling (down)
functions
None
None
None
None
None
None
None
🦋 stateless
🦕 stateful
data storage
S3
S3
None
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MapReduce
None
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queues
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super services
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None
thank you!
www.kaznacheev.me
[email protected]
t.me/ilyakaznacheev t.me/cloud_ fl ight linkedin.com/in/ilyakaznacheev