131 lines
6.7 KiB
Markdown
131 lines
6.7 KiB
Markdown
# Elastic Load Balancing & Auto Scaling Groups
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- [Elastic Load Balancing \& Auto Scaling Groups](#elastic-load-balancing--auto-scaling-groups)
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- [Scalability \& High Availability](#scalability--high-availability)
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- [Vertical Scalability](#vertical-scalability)
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- [Horizontal Scalability](#horizontal-scalability)
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- [High Availability](#high-availability)
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- [High Availability \& Scalability for EC2](#high-availability--scalability-for-ec2)
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- [Scalability vs Elasticity (vs Agility)](#scalability-vs-elasticity-vs-agility)
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- [What is Load Balancing?](#what-is-load-balancing)
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- [Why Use a Load Balancer?](#why-use-a-load-balancer)
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- [Why Use an Elastic Load Balancer?](#why-use-an-elastic-load-balancer)
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- [Types of ELB](#types-of-elb)
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- [What’s an Auto Scaling Group?](#whats-an-auto-scaling-group)
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- [Auto Scaling Group Scaling Strategies](#auto-scaling-group-scaling-strategies)
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- [ELB \& ASG Summary](#elb--asg-summary)
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## Scalability & High Availability
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- **Scalability**: Ability of a system to handle an increase in load by adapting to the demand.
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- **High Availability**: Ensures a system is operational and accessible for a high percentage of time, often achieved by reducing the impact of failures.
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- There are two kinds of scalability:
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- Vertical Scalability
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- Horizontal Scalability (= elasticity)
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- Scalability is linked but different to High Availability
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## Vertical Scalability
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- Increasing the capacity of a single instance (e.g., moving from t3.medium to t3.large).
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- Suitable for databases or applications where upgrading a single resource is more efficient.
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- Limited by hardware constraints (can only scale up to a certain point).
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## Horizontal Scalability
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- Adding more instances (servers) to distribute the load across multiple resources.
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- Achieved through technologies like **Auto Scaling Groups (ASG)** and **Elastic Load Balancing (ELB)**.
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- Preferred for applications needing resilience and distributed workloads.
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- Horizontal scaling implies distributed systems.
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## High Availability
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- Implemented by deploying resources across multiple **Availability Zones** (AZs).
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- Ensures failover and redundancy in case of failures in one AZ.
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- High Availability usually goes hand in hand with horizontal scaling
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## High Availability & Scalability for EC2
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- Vertical Scaling: Increase instance size (= scale up / down)
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- From: t2.nano - 0.5G of RAM, 1 vCPU
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- To: u-12tb1.metal – 12.3 TB of RAM, 448 vCPUs
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- Horizontal Scaling: Increase number of instances (= scale out / in)
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- Auto Scaling Group
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- Load Balancer
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- High Availability: Run instances for the same application across multi AZ
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- Auto Scaling Group multi AZ
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- Load Balancer multi AZ
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## Scalability vs Elasticity (vs Agility)
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| **Term** | **Definition** |
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| --------------- | ----------------------------------------------------------------------------------------------------------------- |
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| **Scalability** | Ability to increase or decrease the capacity to handle varying levels of traffic or load. |
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| **Elasticity** | Automatically adjusts resources up or down based on the load in real-time, preventing under or over-provisioning. |
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| **Agility** | The ability to deploy and manage resources quickly and efficiently in response to changing demands. |
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## What is Load Balancing?
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- Distributes incoming traffic across multiple targets (EC2 instances, containers, IP addresses) to ensure that no single resource is overwhelmed.
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### Why Use a Load Balancer?
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- Ensures application fault tolerance and high availability by spreading the load across multiple servers.
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- Protects against failures in a single resource by rerouting traffic automatically.
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- Do regular health checks to your instances
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- Provide SSL termination (HTTPS) for your websites
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### Why Use an Elastic Load Balancer?
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- **Elastic Load Balancer (ELB)** is a fully managed service that automatically distributes incoming application traffic across multiple targets in one or more Availability Zones.
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- It improves fault tolerance, enhances performance, and scales according to demand.
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- AWS guarantees that it will be working
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- AWS takes care of upgrades, maintenance, high availability
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- AWS provides only a few configuration knobs
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#### Types of ELB
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1. **Application Load Balancer (ALB)**: For HTTP and HTTPS traffic, operates at Layer 7 (application level).
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2. **Network Load Balancer (NLB)**: Handles high-performance traffic at Layer 4 (transport level).
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3. **Classic Load Balancer**: (slowly retiring) – Layer 4 & 7
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## What’s an Auto Scaling Group?
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- An **Auto Scaling Group (ASG)** ensures the right number of EC2 instances are running to handle the load.
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- Automatically adjusts the number of instances based on metrics such as CPU utilization or custom-defined thresholds.
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- Can span across multiple AZs to ensure high availability.
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- In real-life, the load on your websites and application can change
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- In the cloud, you can create and get rid of servers very quickly
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- The goal of an Auto Scaling Group (ASG) is to:
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- Scale out (add EC2 instances) to match an increased load
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- Scale in (remove EC2 instances) to match a decreased load
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- Ensure we have a minimum and a maximum number of machines running
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- Automatically register new instances to a load balancer
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- Replace unhealthy instances
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- Cost Savings: only run at an optimal capacity (principle of the cloud)
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### Auto Scaling Group Scaling Strategies
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- **Manual Scaling**: Adjusting the number of instances manually based on load prediction.
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- **Dynamic Scaling**: Automatically adjusts the number of instances based on demand (e.g., CPU usage).
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- Simple / Step Scaling
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- When a CloudWatch alarm is triggered (example CPU > 70%), then add 2 units
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- When a CloudWatch alarm is triggered (example CPU < 30%), then remove 1
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- Target Tracking Scaling
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- Example: I want the average ASG CPU to stay at around 40%
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- Scheduled Scaling
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- Anticipate a scaling based on known usage patterns
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- Example: increase the min. capacity to 10 at 5 pm on Fridays
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- **Predictive Scaling**: Uses machine learning to predict future traffic patterns and scales proactively.
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## ELB & ASG Summary
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- High Availability vs Scalability (vertical and horizontal) vs Elasticity vs Agility in the Cloud
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- Elastic Load Balancers (ELB)
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- Distribute traffic across backend EC2 instances, can be Multi-AZ
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- Supports health checks
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- 3 types: Application LB (HTTP – L7), Network LB (TCP – L4), Classic LB (old)
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- Auto Scaling Groups (ASG)
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- Implement Elasticity for your application, across multiple AZ
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- Scale EC2 instances based on the demand on your system, replace unhealthy
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- Integrated with the ELB
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