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  1. Stackups
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  5. Elixir vs Go vs Python

Elixir vs Go vs Python

OverviewDecisionsComparisonAlternatives

Overview

Python
Python
Stacks262.8K
Followers205.4K
Votes6.9K
GitHub Stars69.7K
Forks33.3K
Golang
Golang
Stacks24.0K
Followers13.9K
Votes3.3K
GitHub Stars130.7K
Forks18.4K
Elixir
Elixir
Stacks3.5K
Followers3.3K
Votes1.3K
GitHub Stars26.0K
Forks3.5K

Elixir vs Go vs Python: What are the differences?

Introduction

When it comes to programming languages, Elixir, Go, and Python are popular choices among developers. Each language has its unique characteristics and advantages, making them suitable for different types of projects. Let's delve into the key differences between Elixir, Go, and Python.

  1. Concurrency Model: Elixir utilizes the Actor Model for concurrency, where processes communicate via message passing. Go, on the other hand, employs goroutines and channels for concurrent programming, emphasizing a shared memory model. Python offers threading and multiprocessing modules for concurrency, providing more flexibility but potentially leading to more complex code.

  2. Static Typing: Go is statically typed, ensuring type safety at compile time and reducing runtime errors. Elixir and Python are dynamically typed languages, allowing for more flexibility but increasing the risk of type-related bugs during runtime due to the absence of static type checking.

  3. Performance: Go is known for its fast execution speed, making it a preferred choice for performance-critical applications. Elixir prioritizes developer productivity and maintainability over raw speed, often resulting in slightly slower performance. Python, while versatile and easy to learn, may lag behind Go and Elixir in terms of performance for certain tasks.

  4. Ecosystem and Libraries: Python boasts a vast ecosystem with a wide range of libraries for various tasks, making it easy to find solutions for common problems. Go has a growing ecosystem and benefits from a strong standard library, offering many built-in packages for efficient development. Elixir, being a newer language, has a smaller ecosystem compared to Python and Go but is continuously expanding with the help of the vibrant community.

  5. Community Support and Learning Curve: Python has a large and active community, making it easier for beginners to find resources, tutorials, and support. Go also has a supportive community, with resources like effective documentation and tutorials available. Elixir, although gaining popularity, may require a steeper learning curve due to its functional programming paradigm and unique syntax compared to Python and Go.

  6. Use Cases and Industries: Each language has specific strengths that make them suitable for different use cases and industries. Go is often preferred for systems programming, networking, and cloud-based applications. Elixir shines in real-time web applications, distributed systems, and highly concurrent tasks. Python excels in data science, machine learning, web development, and scripting.

In Summary, Elixir, Go, and Python each offer unique features and capabilities, catering to different development needs and preferences within the programming community.

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Advice on Python, Golang, Elixir

Ido
Ido

Mar 6, 2020

Decided

When developing a new blockchain, we as a team chose Go lang over Java and other candidates, due to Go being (a) natively suited to concurrency - there are primitives in the language itself (goroutines, channels) that really help with reasoning about concurrency (b) super fast - build time, running, testing are all much faster that Java, this gives a far superior developer experience (c) shorter and stricter than Java - code is much shorter (less verbose), and there is usually one good way to do things, and even the code formatter that is bundled with Go is very opinionated - over a short time this makes reading other people's code far smoother than having to deal with different styles.

You should be aware that Go presently (v1.13) lacks Generics.

267k views267k
Comments
Brent
Brent

CEO at DEFY Labs

Mar 7, 2020

Decided

Node.js has been growing in popularity, and the ability to access the global pool of Javascript developers is great. There is a decreased amount of effort for people to work across the frontend and backend, and the language itself is easy and works well for many common use cases.

Go was the other serious candidate, but it just hasn't been implemented in as many Production systems yet, and the best Go engineers I've known have been hackers, whereas we're building a robust analytics platform that requires more caution. Type safety is easily added with TypeScript, and NPM is awesomely handy.

369k views369k
Comments
Mike
Mike

Enterprise Architect at Warby Parker

Dec 22, 2019

Decided

When I was evaluating languages to write this app in, I considered either Python or JavaScript at the time. I find Ruby very pleasant to read and write, and the Ruby community has built out a wide variety of test tools and approaches, helping e deliver better software faster. Along with Rails, and the Ruby-first Heroku support, this was an easy decision.

258k views258k
Comments

Detailed Comparison

Python
Python
Golang
Golang
Elixir
Elixir

Python is a general purpose programming language created by Guido Van Rossum. Python is most praised for its elegant syntax and readable code, if you are just beginning your programming career python suits you best.

Go is expressive, concise, clean, and efficient. Its concurrency mechanisms make it easy to write programs that get the most out of multicore and networked machines, while its novel type system enables flexible and modular program construction. Go compiles quickly to machine code yet has the convenience of garbage collection and the power of run-time reflection. It's a fast, statically typed, compiled language that feels like a dynamically typed, interpreted language.

Elixir leverages the Erlang VM, known for running low-latency, distributed and fault-tolerant systems, while also being successfully used in web development and the embedded software domain.

Statistics
GitHub Stars
69.7K
GitHub Stars
130.7K
GitHub Stars
26.0K
GitHub Forks
33.3K
GitHub Forks
18.4K
GitHub Forks
3.5K
Stacks
262.8K
Stacks
24.0K
Stacks
3.5K
Followers
205.4K
Followers
13.9K
Followers
3.3K
Votes
6.9K
Votes
3.3K
Votes
1.3K
Pros & Cons
Pros
  • 1186
    Great libraries
  • 966
    Readable code
  • 848
    Beautiful code
  • 789
    Rapid development
  • 692
    Large community
Cons
  • 53
    Still divided between python 2 and python 3
  • 28
    Performance impact
  • 26
    Poor syntax for anonymous functions
  • 22
    GIL
  • 20
    Package management is a mess
Pros
  • 557
    High-performance
  • 398
    Simple, minimal syntax
  • 365
    Fun to write
  • 305
    Easy concurrency support via goroutines
  • 273
    Fast compilation times
Cons
  • 43
    You waste time in plumbing code catching errors
  • 25
    Verbose
  • 23
    Packages and their path dependencies are braindead
  • 16
    Google's documentations aren't beginer friendly
  • 15
    Dependency management when working on multiple projects
Pros
  • 174
    Concurrency
  • 163
    Functional
  • 133
    Erlang vm
  • 113
    Great documentation
  • 105
    Great tooling
Cons
  • 11
    Fewer jobs for Elixir experts
  • 7
    Smaller userbase than other mainstream languages
  • 5
    Elixir's dot notation less readable ("object": 1st arg)
  • 4
    Dynamic typing
  • 2
    Difficult to understand
Integrations
Django
Django
Revel
Revel
Martini
Martini
No integrations available

What are some alternatives to Python, Golang, Elixir?

JavaScript

JavaScript

JavaScript is most known as the scripting language for Web pages, but used in many non-browser environments as well such as node.js or Apache CouchDB. It is a prototype-based, multi-paradigm scripting language that is dynamic,and supports object-oriented, imperative, and functional programming styles.

PHP

PHP

Fast, flexible and pragmatic, PHP powers everything from your blog to the most popular websites in the world.

Ruby

Ruby

Ruby is a language of careful balance. Its creator, Yukihiro “Matz” Matsumoto, blended parts of his favorite languages (Perl, Smalltalk, Eiffel, Ada, and Lisp) to form a new language that balanced functional programming with imperative programming.

Java

Java

Java is a programming language and computing platform first released by Sun Microsystems in 1995. There are lots of applications and websites that will not work unless you have Java installed, and more are created every day. Java is fast, secure, and reliable. From laptops to datacenters, game consoles to scientific supercomputers, cell phones to the Internet, Java is everywhere!

HTML5

HTML5

HTML5 is a core technology markup language of the Internet used for structuring and presenting content for the World Wide Web. As of October 2014 this is the final and complete fifth revision of the HTML standard of the World Wide Web Consortium (W3C). The previous version, HTML 4, was standardised in 1997.

C#

C#

C# (pronounced "See Sharp") is a simple, modern, object-oriented, and type-safe programming language. C# has its roots in the C family of languages and will be immediately familiar to C, C++, Java, and JavaScript programmers.

Scala

Scala

Scala is an acronym for “Scalable Language”. This means that Scala grows with you. You can play with it by typing one-line expressions and observing the results. But you can also rely on it for large mission critical systems, as many companies, including Twitter, LinkedIn, or Intel do. To some, Scala feels like a scripting language. Its syntax is concise and low ceremony; its types get out of the way because the compiler can infer them.

Swift

Swift

Writing code is interactive and fun, the syntax is concise yet expressive, and apps run lightning-fast. Swift is ready for your next iOS and OS X project — or for addition into your current app — because Swift code works side-by-side with Objective-C.

Rust

Rust

Rust is a systems programming language that combines strong compile-time correctness guarantees with fast performance. It improves upon the ideas of other systems languages like C++ by providing guaranteed memory safety (no crashes, no data races) and complete control over the lifecycle of memory.

Clojure

Clojure

Clojure is designed to be a general-purpose language, combining the approachability and interactive development of a scripting language with an efficient and robust infrastructure for multithreaded programming. Clojure is a compiled language - it compiles directly to JVM bytecode, yet remains completely dynamic. Clojure is a dialect of Lisp, and shares with Lisp the code-as-data philosophy and a powerful macro system.

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