# Awesome Scala

A community driven list of useful Scala libraries, frameworks and software. This is not a catalog of all the libraries, just a starting point for your explorations. Inspired by awesome-python. Other amazingly awesome lists can be found in the awesome-awesomeness list.

Also awesome is Scaladex, the searchable, tagged, and centralized index of Scala libraries.

Projects with over 500 stargazers are in bold.

## Contributing

Your contributions are always welcome! Please submit a pull request or create an issue to add a new framework, library or software to the list. Do not submit a project that hasn’t been updated in the past 6 months or is not awesome.

Don’t modify `README.md` in your pull request. It is automatically generated. Modify `template.md` instead.

## Table of Contents

- Learning Scala
- Projects
  - Android
  - Archive and Compression
  - Artificial Intelligence
  - Authentication
  - Authorization
  - Big Data
  - Command Line Interfaces
  - Cryptography
  - CSV
  - Data Binding and Validation
  - Database
  - DevOps
  - Distributed Systems
  - Extensions
  - Functional Reactive Programming
  - Geospatial
  - Graphical User Interfaces
  - HTTP
  - i18n
  - Image processing and image analysis
  - JavaScript
  - JSON
  - Markdown
  - Metrics and Monitoring
  - Misc
  - Modularization and Dependency Injection
  - Parsing
  - Reactive Web Frameworks
  - Sbt plugins
  - Science and Data Analysis
  - Scheduling
  - Semantic Web
  - Serialization
  - Templating
  - Testing
  - Tools
  - Web Frameworks
  - XML / HTML
  - YAML
- Learning Scala
  - Books
  - Exercises
  - Tutorials and courses
  - Commercial courses
  - Community members’ blogs
  - Company Blogs
  - Podcasts
- Contributing

### Archive and Compression

Name | Description | GitHub Activity
--- | --- | ---

### Artificial Intelligence

Name | Description | GitHub Activity
--- | --- | ---

### Database

Database access libraries in Scala.

Name | Description | GitHub Activity
--- | --- | ---
akka-persistence-gcp-datastore | akka-persistence-gcp-datastore is a journal and snapshot store plugin for akka-persistence using google cloud firestore in datastore mode. |
anorm | The Anorm database library |
clickhouse-scala-client | Clickhouse Scala Client with Reactive Streams support |
couchbase-jvm-clients | The Couchbase Monorepo for JVM Clients: Java, Scala, io-core… |
doobie | Functional JDBC layer for Scala. |
elastic4s | 🔍 Elasticsearch Scala Client - Reactive, Non Blocking, Type Safe, HTTP Client |
etcd4s | Scala etcd client implementing V3 APIs |
laserdisc | A Future-free Fs2 native pure FP Redis client |
mysql-binlog-stream | None |
neotypes | Scala lightweight, type-safe, asynchronous driver for neo4j |
pulsar4s | Idiomatic, typesafe, and reactive Scala client for Apache Pulsar |
zio-quill | Compile-time Language Integrated Queries for Scala |
ReactiveMongo | :leaves: Non-blocking, Reactive MongoDB Driver for Scala |
rediscala | Non-blocking, Reactive Redis driver for Scala (with Sentinel support) |
relate | Performant database access in Scala |
sangria | Scala GraphQL implementation |
scala-forklift | Type-safe data migration tool for Slick, Git and beyond. |
scalarelational | Type-Safe framework for defining, modifying, and querying SQL databases |
scalikejdbc | A tidy SQL-based DB access library for Scala developers. This library naturally wraps JDBC APIs and provides you easy-to-use APIs. |
scanamo | Simpler DynamoDB access for Scala |
slick | Slick (Scala Language Integrated Connection Kit) is a modern database query and access library for Scala |
slick-pg | Slick extensions for PostgreSQL |
squery | Simple SQL queries in Scala 3 |
squeryl | A Scala DSL for talking with databases with minimum verbosity and maximum type safety |
molecule | Molecule translates custom Scala code to database queries for multiple databases. |
zio-redis | A ZIO-based redis client |
skunk | A data access library for Scala + Postgres. |
kvs | Highly available distributed strong eventual consistent and sequentially consistent storage with feeds, sorting and search |

### Messaging

Name | Description | GitHub Activity
--- | --- | ---

### Graphical User Interfaces

Libraries for creation of graphical user interfaces

Name | Description | GitHub Activity
--- | --- | ---
scalafx | ScalaFX simplifies creation of JavaFX-based user interfaces in Scala |

### Web Frameworks

Scala frameworks for web development.

Name | Description | GitHub Activity
--- | --- | ---
analogweb-scala | Tiny High Performance HTTP Server for Scala |
cask | Cask: a Scala HTTP micro-framework. Cask makes it easy to set up a website, backend server, or REST API using Scala |
finatra | Fast, testable, Scala services built on TwitterServer and Finagle |
framework | Lift Framework |
playframework | The Community Maintained High Velocity Web Framework For Java and Scala. |
scalajs-react | Facebook’s React on Scala.JS |
scalatra | Tiny Scala high-performance, async web framework, inspired by Sinatra |
sharaf | Minimalistic Scala 3 web framework |
unfiltered | A toolkit for servicing HTTP requests in Scala |
youi | Next generation user interface and application development in Scala and Scala.js for web, mobile, and desktop. |

### Reactive Web Frameworks

Scala libraries for Reactive Web development

Name | Description | GitHub Activity
--- | --- | ---
Binding.scala | Reactive data-binding for Scala |
udash-core | Scala framework for building beautiful and maintainable web applications. |
vertx-lang-scala | Vert.x for Scala |

### Data Binding and Validation

Scala libraries for data binding and validation

Name | Description | GitHub Activity
--- | --- | ---
dupin | Minimal, idiomatic, customizable validation Scala library. |
octopus | Scala library for boilerplate-free validation |

### i18n

Scala libraries for i18n.

Name | Description | GitHub Activity
--- | --- | ---
scaposer | GNU Gettext .po file loader for Scala |

### Authentication

Libraries for implementing authentications schemes.

Name | Description | GitHub Activity
--- | --- | ---
play-googleauth | Simple play module for authenticating against Google |
play-pac4j | Security library for Play framework 2 in Java and Scala: OAuth, CAS, SAML, OpenID Connect, LDAP, JWT… |
scala-oauth2-provider | OAuth 2.0 server-side implementation written in Scala |

### Cryptography

Cryptography and Encryption Libraries.

Name | Description | GitHub Activity
--- | --- | ---
scrypto | Cryptographic primitives for Scala |
jose | Extensible JOSE library for Scala |

### Testing

Libraries for code testing.

Name | Description | GitHub Activity
--- | --- | ---
bencher | 🐰 Bencher - Continuous Benchmarking |
cornichon | Testing tool in Scala for HTTP JSON API |
gatling | Modern Load Testing as Code |
minitest | The super light testing library for Scala and Scala.js |
mockito-scala | Mockito for Scala language |
munit | Scala testing library with actionable errors and extensible APIs |
scalacheck | Property-based testing for Scala |
ScalaMock | Native Scala mocking framework |
scalaprops | property based testing library for Scala |
scalatest | A testing tool for Scala and Java developers |
specs2 | Software Specifications for Scala |
stryker4s | Mutation testing for Scala |
weaver-test | A test framework that runs everything in parallel. |
testcontainers-scala | Docker containers for testing in scala |
utest | A simple testing framework for Scala |

### JSON

Libraries for work with json.

Name | Description | GitHub Activity
--- | --- | ---
argonaut | Purely functional JSON parser and library in scala. |
borer | Efficient CBOR and JSON (de)serialization in Scala |
circe | Yet another JSON library for Scala |
diffson | A scala diff/patch library for Json |
jackson-module-scala | Add-on module for Jackson (https://github.com/FasterXML/jackson) to support Scala-specific datatypes |
jawn | Jawn is for parsing jay-sawn (JSON) |
json4s | JSON library |
jsoniter-scala | Scala macros for compile-time generation of safe and ultra-fast JSON codecs + circe booster |
ninny-json | JSON typeclasses that know the difference between null and absent fields |
play-json | The Play JSON library |
ScalaJack | Fast JSON parser/generator for Scala |
spray-json | A lightweight, clean and simple JSON implementation in Scala |
tupson | Stupid simple Scala 3 library for writing and reading JSON |
zio-json | Fast, secure JSON library with tight ZIO integration. |

### YAML

Libraries for work with YAML.

Name | Description | GitHub Activity
--- | --- | ---

### CSV

Libraries for work with CSV.

Name | Description | GitHub Activity
--- | --- | ---
kantan.csv | CSV handling library for Scala |
scala-csv | CSV Reader/Writer for Scala |
spata | Functional, stream-based CSV processor for Scala |

### Serialization

Libraries for serializing and deserializing data for storage or transport.

Name | Description | GitHub Activity
--- | --- | ---
borer | Efficient CBOR and JSON (de)serialization in Scala |
avro4s | Avro schema generation and serialization / deserialization for Scala |
chill | Scala extensions for the Kryo serialization library |
ScalaPB | Protocol buffer compiler for Scala. |
scodec | Scala combinator library for working with binary data |
scrooge | A Thrift parser/generator |
upickle | uPickle: a simple, fast, dependency-free JSON & Binary (MessagePack) serialization library for Scala |
proto | Lightweight and fast serialization library for Scala 2/3 based on Protocol Buffers with macros |

### Science and Data Analysis

Libraries for scientific computing, data analysis and numerical processing.

Name | Description | GitHub Activity
--- | --- | ---
algebird | Abstract Algebra for Scala |
ipex-llm | Accelerate local LLM inference and finetuning (LLaMA, Mistral, ChatGLM, Qwen, Baichuan, Mixtral, Gemma, Phi, MiniCPM, etc.) on Intel XPU (e.g., local PC with iGPU and NPU, discrete GPU such as Arc, Flex and Max); seamlessly integrate with llama.cpp, Ollama, HuggingFace, LangChain, LlamaIndex, GraphRAG, DeepSpeed, vLLM, FastChat, Axolotl, etc. |
breeze | Breeze is/was a numerical processing library for Scala. |
doddle-model | :cake: doddle-model: machine learning in Scala. |
libra | A dimensional analysis library based on dependent types |
LoMRF | LoMRF is an open-source implementation of Markov Logic Networks |
mgo | Purely functional genetic algorithms for multi-objective optimisation |
MLLib | Machine Learning framework for Spark |
numsca | numsca is numpy for scala |
onnx-scala | An ONNX (Open Neural Network eXchange) API and backend for typeful, functional deep learning and classical machine learning in Scala 3 |
openmole | Workflow engine for exploration of simulation models using high throughput computing |
Optimus | Optimus is a mathematical programming library for Scala. |
OscaR | a Scala toolkit for solving Operations Research problems |
rings | Rings: efficient JVM library for polynomial rings |
smile | Statistical Machine Intelligence & Learning Engine |
spire | Powerful new number types and numeric abstractions for Scala. |
squants | The Scala API for Quantities, Units of Measure and Dimensional Analysis |
zeppelin | Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more. |
spark-nlp | State of the Art Natural Language Processing |
VecMatLib | Open source Scala library that provides data structures for vectors and matrices |

### Big Data

Name | Description | GitHub Activity
--- | --- | ---
flink | Apache Flink |
gridscale | Scala library for accessing various file, batch systems, job schedulers and grid middlewares. |
kafka | Mirror of Apache Kafka |
alpakka-kafka | Alpakka Kafka connector - Alpakka is a Reactive Enterprise Integration library for Java and Scala, based on Reactive Streams and Akka. |
scio | A Scala API for Apache Beam and Google Cloud Dataflow. |
Scrunch | A Scala wrapper for Apache Crunch which provides a framework for writing, testing, and running MapReduce pipelines. |
spark | Apache Spark - A unified analytics engine for large-scale data processing |
gallia-core | A schema-aware Scala library for data transformation |
nussknacker | Low-code tool for automating actions on real time data | Stream processing for the users.

### Command Line Interfaces

Libraries for creation of command line interfaces

Name | Description | GitHub Activity
--- | --- | ---
decline | A composable command-line parser for Scala. |
mainargs | A small, convenient, dependency-free library for command-line argument parsing in Scala |
scallop | a simple Scala CLI parsing library |
scopt | command line options parsing for Scala |

### Image processing and image analysis

2D and 3D image processing and image analysis

Name | Description | GitHub Activity
--- | --- | ---
scalismo | Scalable Image Analysis and Shape Modelling |
scrimage | JVM - Java, Kotlin, Scala image processing library |

### Sound processing and music

Name | Description | GitHub Activity
--- | --- | ---

### Functional Reactive Programming

Event streams, signals, observables, etc.

Name | Description | GitHub Activity
--- | --- | ---
fs2 | Compositional, streaming I/O library for Scala |
iteratee | Iteratees for Cats |
monix | Asynchronous, Reactive Programming for Scala and Scala.js. |
REScala | REScala - distributed and reactive programming embedded in OO and FP programs. |
zio | ZIO — A type-safe, composable library for async and concurrent programming in Scala |
vertx-lang-scala | Vert.x for Scala |

### Modularization and Dependency Injection

Modularization of applications, dependency injection, etc.

Name | Description | GitHub Activity
--- | --- | ---
airframe | Essential Building Blocks for Scala |
izumi | Productivity-oriented collection of lightweight fancy stuff for Scala toolchain |
macwire | Zero-cost, compile-time, type-safe dependency injection library. |
scaldi | Lightweight Scala Dependency Injection Library |
jam | Incredibly simple DI Scala library. |

### Distributed Systems

Libraries and frameworks for writing distributed applications.

Name | Description | GitHub Activity
--- | --- | ---
akka | Build highly concurrent, distributed, and resilient message-driven applications on the JVM |
annette | Platform to build distributed, scalable, enterprise-wide business applications |
finagle | A fault tolerant, protocol-agnostic RPC system |
poppet | Minimal, type-safe RPC Scala library. |
automorph | RPC client and server library for Scala |

### Extensions

Scala extensions.

Name | Description | GitHub Activity
--- | --- | ---
Ammonite | Scala Scripting |
better-files | Simple, safe and intuitive Scala I/O |
blindsight | Blindsight is a Scala logging API with DSL based structured logging, fluent logging, semantic logging, flow logging, and context aware logging. |
cats | Lightweight, modular, and extensible library for functional programming. |
chimney | Scala library for boilerplate-free, type-safe data transformations |
chronoscala | A JSR-310 port of nscala_time |
Dsl.scala | A framework to create embedded Domain-Specific Languages in Scala |
each | A macro library that converts native imperative syntax to scalaz’s monadic expressions |
eff | Eff monad for cats - https://atnos-org.github.io/eff |
enableIf.scala | A library that toggles Scala code at compile-time, like #if in C/C++ |
enumeratum | A type-safe, reflection-free, powerful enumeration implementation for Scala with exhaustive pattern match warnings and helpful integrations. |
log4s | High-performance SLF4J wrapper for Scala. |
izumi | Productivity-oriented collection of lightweight fancy stuff for Scala toolchain |
Monocle | Optics library for Scala |
nscala-time | A new Scala wrapper for Joda Time based on scala-time |
quicklens | Modify deeply nested case class fields |
refined | Refinement types for Scala |
scala-async | An asynchronous programming facility for Scala |
scala-graph | Graph for Scala is intended to provide basic graph functionality seamlessly fitting into the Scala Collection Library. Like the well known members of scala.collection, Graph for Scala is an in-memory graph library aiming at editing and traversing graphs, finding cycles etc. in a user-friendly way. |
scala-logging | Convenient and performant logging library for Scala wrapping SLF4J. |
scalameta | Library to read, analyze, transform and generate Scala programs |
scalaz | Principled Functional Programming in Scala |
scribe | The fastest logging library in the world. Built from scratch in Scala and programmatically configurable. |
shapeless | Generic programming for Scala |
simulacrum | First class syntax support for type classes in Scala |
squid | Squid – type-safe metaprogramming and compilation framework for Scala |
tinylog | tinylog is a lightweight logging framework for Java, Kotlin, Scala, and Android |
util | Wonderful reusable code from Twitter |

### Misc

Projects that don’t fit into any specific category.

Name | Description | GitHub Activity
--- | --- | ---
Ammonite | Scala Scripting |
bootzooka | Simple project to quickly start developing a Scala-based microservice or web application, without the need to write login, user registration etc. |
eclair | A scala implementation of the Lightning Network. |
fansi | Scala/Scala.js library for manipulating Fancy Ansi colored strings |
fs2-aws | fs2 utilities to interact with AWS |
mailgun4s | Mailgun API implementation in Scala |
managerial | A zero-dependency Scala library for managing resources monadically |
media4s | Scala command-line wrapper around ffmpeg, ffprobe, ImageMagick, and other tools relating to media. |
play-swagger | Swagger spec generator for play framework |
PPrint | Pretty-printing value, types and type-signatures in Scala |
pureconfig | A boilerplate-free library for loading configuration files |
service-chassis | A scala chassis to get your applications and services bootstrapped quickly |
spliff | Efficient diffing in Scala |
scountries | Scala library that provides an enumeration of ISO 3166 codes for countries, along with their subdivisions. |
scurl-detector | Scala library that detects and extracts URLs from text. |
aptus-core | A utility library aiming to simplify the Scala coding experience. |

### Android

Scala libraries and wrappers for Android development.

Name | Description | GitHub Activity
--- | --- | ---
scaloid | Scaloid makes your Android code easy to understand and maintain. |

### HTTP

Scala libraries and wrappers for HTTP clients.

Name | Description | GitHub Activity
--- | --- | ---
akka-http | The Streaming-first HTTP server/module of Akka |
reboot | Scala wrapper for the Java AsyncHttpClient. |
finch | Scala combinator library for building Finagle HTTP services |
http4s | A minimal, idiomatic Scala interface for HTTP |
lolhttp | An HTTP Server and Client library for Scala. |
requests-scala | A Scala port of the popular Python Requests HTTP client: flexible, intuitive, and straightforward to use. |
scalaxb | scalaxb is an XML data binding tool for Scala. |
sttp | The Scala HTTP client you always wanted! |
tapir | Rapid development of self-documenting APIs |
endpoints4s | Describe HTTP endpoints in Scala and derive clients, servers, and documentation |
frontier | A lightweight HTTP/WebSocket server built with ZIO |

### Semantic Web

Scala libraries for interactions with the Web of Data, and other RDF tools.

Name | Description | GitHub Activity
--- | --- | ---
scowl | A Scala DSL for programming with the OWL API. |

### Metrics and Monitoring

Scala libraries for gathering metrics and monitoring applications.

Name | Description | GitHub Activity
--- | --- | ---
metrics-scala | The scala API for Dropwizard’s Metrics. |

### Parsing

Scala libraries for creating parsers.

Name | Description | GitHub Activity
--- | --- | ---
atto | friendly little parsers |
fastparse | Writing Fast Parsers Fast in Scala |
parboiled2 | A macro-based PEG parser generator for Scala 2.10+ |
scala-parser-combinators | simple combinator-based parsing for Scala. formerly part of the Scala standard library, now a separate community-maintained module |
cats-parse | A parsing library for the cats ecosystem |

### Sbt plugins

Sbt plugins to make your life easier.

Name | Description | GitHub Activity
--- | --- | ---
better-monadic-for | Desugaring scala `for` without implicit `withFilter`s |
coursier | Pure Scala Artifact Fetching |
mdoc | Typechecked markdown documentation for Scala |
sbt-api-mappings | An Sbt plugin that fills apiMappings for common Scala libraries. |
sbt-assembly | Deploy über-JARs. Restart processes. (port of codahale/assembly-sbt) |
sbt-buildinfo | I know this because build.sbt knows this. |
sbt-ci-release | sbt plugin to automate Sonatype releases from GitHub Actions |
sbt-dependency-check | SBT Plugin for OWASP DependencyCheck. Monitor your dependencies and report if there are any publicly known vulnerabilities (e.g. CVEs). :rainbow: |
sbt-docker | Create Docker images directly from sbt |
sbt-doctest | Doctest for scala |
sbt-ghpages | git, site and ghpages support for sbt projects. |
sbt-header | sbt-header is an sbt plugin for creating file headers, e.g. copyright headers |
sbt-hepek | Sbt plugin for rendering Scala objects to files. And more! |
sbt-ide-settings | SBT plugin for tweaking various IDE settings |
sbt-jmh | “Trust no one, bench everything.” - sbt plugin for JMH (Java Microbenchmark Harness) |
sbt-microsites | An sbt plugin to create awesome microsites for your project |
mima | A tool for catching binary incompatibility in Scala |
sbt-native-packager | sbt Native Packager |
sbt-pack | A sbt plugin for creating distributable Scala packages. |
sbt-pgp | PGP plugin for sbt |
sbt-release | A release plugin for sbt |
sbt-scala-js-map | A Sbt plugin that configures source mapping for Scala.js projects hosted on Github |
sbt-scalafmt | sbt plugin for Scalafmt |
sbt-scoverage | sbt plugin for scoverage |
sbt-site | Site generation for sbt |
sbt-sonatype | A sbt plugin for publishing Scala/Java projects to the Maven central. |
sbt-unidoc | sbt plugin to create a unified Scaladoc or Javadoc API document across multiple subprojects. |
sbt-updates | sbt plugin that can check Maven and Ivy repositories for dependency updates |
sbt-eclipse | Plugin for sbt to create Eclipse project definitions |
splain | better implicit errors for scala |
xsbt-web-plugin | Servlet support for sbt |
sbt-git | A git plugin for sbt |

### XML / HTML

XML and HTML generation and processing

Name | Description | GitHub Activity
--- | --- | ---
scala-scraper | A Scala library for scraping content from HTML pages |
xs4s | XML Streaming for Scala including FS2/cats support |
phobos | Efficient and expressive XML data-binding library for Scala |

### Markdown

Name | Description | GitHub Activity
--- | --- | ---
Laika | Site and E-book Generator and Customizable Text Markup Transformer for sbt, Scala and Scala.js |

### JavaScript

JavaScript generation and interop libraries.

Name | Description | GitHub Activity
--- | --- | ---
scala-js | Scala.js, the Scala to JavaScript compiler |

### Scheduling

Name | Description | GitHub Activity
--- | --- | ---
akka-quartz-scheduler | Quartz Extension and utilities for cron-style scheduling in Akka |

### Templating

Web templating engines.

Name | Description | GitHub Activity
--- | --- | ---
scalatags | ScalaTags is a small XML/HTML construction library for Scala. |
scalate | Scalate is a Scala based template engine which supports HAML, Mustache and JSP, Erb and Velocity style syntaxes. |
twirl | Twirl is Play’s default template engine |
hepek | Typesafe HTML templates and static site generator in pure Scala |

### Tools

Name | Description | GitHub Activity
--- | --- | ---
bloop | Bloop is a build server and CLI tool to compile, test and run Scala fast from any editor or build tool. |
coursier | Pure Scala Artifact Fetching |
dregex | dregex is a Java library that implements a regular expression engine using deterministic finite automata (DFA). It supports some Perl-style features and yet retains linear matching time, and also offers set operations. |
fast-string-interpolator | Scala macro that generates ultra-fast string interpolators. |
fastring | Extremely fast string formatting |
gitbucket | A Git platform powered by Scala with easy installation, high extensibility & GitHub API compatibility |
giter8 | a command line tool to apply templates defined on GitHub |
metals | Scala language server with rich IDE features 🚀 |
mill | Mill is a fast JVM build tool that supports Java and Scala. 2-3x faster than Gradle and 5-10x faster than Maven for common workflows, Mill aims to make your project’s build process performant, maintainable, and flexible |
sbt | sbt, the interactive build tool |
scalafix | Refactoring and linting tool for Scala |
Scalafmt | Code formatter for Scala |
scalariform | Scala source code formatter |
scapegoat | Scala compiler plugin for static code analysis |
wartremover | Flexible Scala code linting tool |
scala2plantuml | Scala2PlantUML generates PlantUML diagrams from Scala code. |

### Geospatial

Libraries to aid with geospatial calculations and artifacts.

Name | Description | GitHub Activity
--- | --- | ---
geotrellis | GeoTrellis is a geographic data processing engine for high performance applications. |
osm4scala | Scala and Spark library focused on reading OpenStreetMap Pbf files. |
rtree2d | RTree2D is a 2D immutable R-tree for ultra-fast nearest and intersection queries in plane and spherical coordinates |
stac4s | a scala library with primitives to build applications using the SpatioTemporal Asset Catalogs specification |
franklin | A STAC/OGC API Features Web Service |

### Devops

DevOps related tools and libraries.

Name | Description | GitHub Activity
--- | --- | ---
skuber | A Scala Kubernetes client library |

# Learning Scala

Nice books, blogs and other resources to learn Scala

## Books

- Essential Scala by Noel Welsh and Dave Gurnell - Essential Scala is aimed at experienced developers who are encountering Scala for the first time.
- Functional and Reactive Domain Modeling by Debasish Ghosh
- Functional Programming for Mortals by Sam Halliday
- Functional Programming in Scala by Paul Chiusano and Runar Bjarnason
- Functional Programming, Simplified (Scala edition) by Alvin Alexander
- Get Programming with Scala by Daniela Sfregola - Tutorial-driven introduction to Scala
- Practical FP in Scala: A hands-on approach by Gabriel Volpe
- Programming in Scala by Martin Odersky, Lex Spoon, and Bill Venners
- Pure functional HTTP APIs in Scala by Jens Grassel
- Reactive Programming with Scala and Akka - Use the concepts of reactive programming to build distributed systems running on multiple nodes
- Scala Cookbook by Alvin Alexander
- Scala for the Impatient by Cay Horstmann - Covers most Scala features with short and easy to understand explainations.
- Scala With Cats by Noel Welsh and Dave Gurnell - Learn system architecture and design using the techniques of modern functional programming with Cats
- The Type Astronaut’s Guide to Shapeless by Dave Gurnell
- Zionomicon by John A. De Goes, Adam Fraser - Master the dark art of creating scalable, type-safe, concurrent apps with ZIO

## Exercises

- S-99 - Ninety-Nine Scala Problems
- Scala Exercises - Brings the popular Scala Koans to the web. Offering hundreds of solvable exercises organized into 42 categories covering the basics of the Scala language.
- Exercism - Scala Exercises - Community-driven Scala exercises.
- Learn-by-doing functional programming course on Scala - Covers type classes, functors, applicatives, monads, monad transformers, free monad

## Tutorials and courses

- A Tour of Scala - Bite-sized introductions to some of the core language concepts.
- Functional Programming in Scala - Coursera Specialization (5 courses) created by Martin Odersky et al. at the EPFL (Ecole polytechnique fédérale de Lausanne).
- Resources by Dr. Mark Lewis >> Website | Youtube Playlists
- Demos and Examples in Scala (Chinese) ★ 923 ⧗ 2 - repo of sample Scala library usage, written in Chinese
- Introduction to programming with dependent types in Scala - Video Course by Dmytro Mitin
- Scala Collections Cookbook - Scala collections introduction. written in Chinese.
- Free Scala Courses - A curated list of free Scala courses.
- Clean Architecture Example - A step-by-step guide to develop an application using Clean Architecture in Scala.

## Commercial courses

- Foundations of Functional Programming in Scala - a professional video course with exercises covering covers functional principles, custom IO (effects) and functional design.
- Scala Algorithms - a collection of nearly 100 algorithms in pure-functional Scala with test cases, explanations and a web-based IDE. Built with http4s & Scala.js.

## Community Members’ Blogs

- http://lihaoyi.com
- http://warski.org/blog
- https://degoes.net/articles
- http://eed3si9n.com/category/tags/scala
- https://danielwestheide.com/tags/scala
- https://kubuszok.com/tags/#scala
- http://debasishg.blogspot.com
- http://appliedscala.com/blog
- http://blog.higher-order.com
- http://ktoso.github.io/scala-types-of-types
- http://scalaprof.blogspot.com
- http://torre.me.uk/docs/scala
- https://alvinalexander.com
- https://blog.bruchez.name/search/label/scala
- https://github.com/lemastero/scala_typeclassopedia
- https://pchiusano.github.io
- https://beyondthelines.net
- https://manuel.bernhardt.io/blog

## Company Blogs

- Functional Works / Learn - Quality resources maintained by functional works
- http://allaboutscala.com/
- http://enear.github.io/
- https://blog.knoldus.com/tag/scala/
- https://blog.scalac.io/tags/Scala/
- https://blog.softwaremill.com/tagged/scala
- https://medium.com/disney-streaming/tagged/thisweekinscala
- https://www.codacy.com/blog/
- Scala Times - Weekly newsletter about scala
- 47 Degrees - Functional Programming news, updates, and more.

## Podcasts

- The Scala Logs - Interviewing developers, open source contributors, subject matter experts, and the like to talk about FP, Scala, open source, and their interests.
- Scala Love - Podcast about the Scala Programming Language and its community
- CoRecursive Interviews - In-depth Interviews with software developers, often on the subject of scala libraries and functional programming.
- Scala for Fun & Profit - Interviewing Scala users and companies.

## Communities

- Scala Ukraine - Telegram chat of Ukrainian Scala Community

## Misc.

- Programming Community Curated Resources for Learning Scala
- Scalera Blog - Blog about Scala language and its environment (howto’s, good practices, tips,…). Weekly posts written in both spanish and english
- Scala @LibHunt - A community driven list of useful Scala libraries, frameworks and software
- List of Scala Online Courses - A list of free and paid Scala online courses by Classpert, An online course search and comparison website
- Scala Days Conferences - A youtube channel that provides full fledged videos, recorded at Scala Days Conferences
- CA Art - A small project aimed at learning Scala on intermediate level by experimenting with Cellular Automata

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