These four terms are all related to scaling in cloud or virtualized
environments (like AWS EC2 or Kubernetes nodes), but they have different
meanings depending on the direction and type of scaling:
twtech-Quick Definitions:
Term |
Type of Scaling |
Description |
Scale Out |
Horizontal Scaling |
Add more instances (e.g., more EC2s or pods) to distribute load. |
Scale In |
Horizontal Scaling |
Remove instances when demand drops. |
Scale Up |
Vertical Scaling |
Increase resources (CPU/RAM) of an instance (e.g., change or upgrade EC2 type from
t2.medium to t2.large). |
Scale Down |
Vertical Scaling |
Decrease resources of an instance (e.g., downgrade EC2 instance type). |
Horizontal vs. Vertical Scaling:
Scaling Direction |
Scale Type |
Examples |
Use Case |
Scale Out |
Horizontal |
Add EC2 instances, Kubernetes pods |
Handle more traffic |
Scale In |
Horizontal |
Remove EC2 instances or pods |
Save cost during low usage |
Scale Up |
Vertical |
Upgrade from t2.micro to t2.large |
Need more memory/CPU |
Scale Down |
Vertical |
Downgrade from m5.large to t3.medium |
Over-provisioned system |
twtech Tips for Remembering:
"Out and In" = number of instances.
"Up and Down" = power/capacity of a single instance.
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