What are different load balancer algorithms?

Free Coding Questions Catalog
Boost your coding skills with our essential coding questions catalog. Take a step towards a better tech career now!

Load balancing is a critical component in distributed systems, used to distribute workloads across multiple computing resources, such as servers or network links, to optimize resource use, maximize throughput, and minimize response time. Various algorithms are employed to determine how the load is distributed. Here are some of the commonly used load balancer algorithms:

Round Robin

  • How it Works: Requests are distributed sequentially and equally across the servers in a rotation.
  • Use Case: Effective for servers with similar specifications and when the load is evenly distributed.

Least Connections

  • How it Works: Directs traffic to the server with the fewest active connections.
  • Use Case: Useful when there are long-lived connections and the load varies significantly across servers.

Least Response Time

  • How it Works: Sends requests to the server with the lowest average response time and fewest active connections.
  • Use Case: Suitable for ensuring quick response times when server performance varies.

IP Hash

  • How it Works: A hash of the IP address of the client is calculated to direct the request to a particular server.
  • Use Case: Ensures that a particular user will consistently connect to the same server.

Weighted Round Robin

  • How it Works: An extension of the round robin algorithm, but with servers assigned a weight. Servers with higher weights receive more connections.
  • Use Case: Ideal when servers have different capacities.

Weighted Least Connections

  • How it Works: Similar to the least connections method but takes server capacity into account, where each server is assigned a weight.
  • Use Case: Useful for a group of servers with varying capacities.

Random

  • How it Works: Requests are randomly distributed across the servers.
  • Use Case: Can be effective when the load is low and the distribution doesn't need to be finely tuned.

Source IP Affinity (Session Affinity or Sticky Sessions)

  • How it Works: Requests from a specific IP address are sent to the same server. This maintains session consistency.
  • Use Case: Useful when it's important to keep a user connected to the same server (e.g., where session state is stored locally on the server).

Geographic

  • How it Works: Traffic is directed to the server geographically closest to the user.
  • Use Case: Reduces latency by serving users from a location near them; important for global services.

Each of these algorithms has its advantages and ideal use cases. The choice of a load balancing algorithm depends on the specific requirements of the environment, such as the consistency of server performance, the nature of the client sessions, the network topology, and the need for fault tolerance and high availability.

Understanding the characteristics of the traffic and the capabilities of the backend servers is crucial in selecting the most appropriate load balancing strategy.

TAGS
System Design Fundamentals
System Design Interview
CONTRIBUTOR
Design Gurus Team

GET YOUR FREE

Coding Questions Catalog

Design Gurus Newsletter - Latest from our Blog
Boost your coding skills with our essential coding questions catalog.
Take a step towards a better tech career now!
Explore Answers
Is Splunk a tool or platform?
Highlighting transferable leadership qualities from past roles
How do you ensure security in a microservices architecture?
Related Courses
Image
Grokking the Coding Interview: Patterns for Coding Questions
Grokking the Coding Interview Patterns in Java, Python, JS, C++, C#, and Go. The most comprehensive course with 476 Lessons.
Image
Grokking Data Structures & Algorithms for Coding Interviews
Unlock Coding Interview Success: Dive Deep into Data Structures and Algorithms.
Image
Grokking Advanced Coding Patterns for Interviews
Master advanced coding patterns for interviews: Unlock the key to acing MAANG-level coding questions.
Image
One-Stop Portal For Tech Interviews.
Copyright © 2024 Designgurus, Inc. All rights reserved.