Scala
(https://scala-lang.org) 📸 Data Snapshot: May 24, 2026Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.
There is virtually zero semantic drift between the homepage signal and sub-page substance. The homepage claims to be a language that scales from scripts to large applications, and the Install and All Available Versions pages provide the literal tools and multi-year version history to prove it. The Community page further supports the Mature Ecosystem claim by listing specific, active Discord servers and Discourse forums rather than generic ‘Join us’ CTAs.
Semantic Coherence is read from the heading hierarchy first: what each page announces in its H1 and headings, then whether the body actually delivers on it. Below is the structure the engine mapped, followed by the clean text to check for drift between promise and reality.
🏗️ Semantic Structure — heading hierarchy & page identity (the promise the page makes)
HOMEPAGE The Scala Programming Language (https://scala-lang.org)
The Scala Programming Language
HEADING_REPEATED_FOOTER Community | The Scala Programming Language (https://scala-lang.org/community/index.html)
Community | The Scala Programming Language
HEADER_HEADING_REPEATED_FOOTER All Available Versions | The Scala Programming Language (https://scala-lang.org/download/all.html)
All Available Versions | The Scala Programming Language
NAV_HEADER_HEADING_REPEATED_FOOTER Install | The Scala Programming Language (https://scala-lang.org/download/)
Install | The Scala Programming Language
📝 The Narrative — clean text per page (homepage promise vs. sub-page reality)
HOMEPAGE · THIN (https://scala-lang.org) The Scala Programming Language
[H2] Proven Use Cases People around the world trust Scala to build useful software. Popular domains include Have another use case? Scaladex indexes awesome Scala libraries. Search in the box below. [H2] Scala runs on the following platforms... [IMG: the Java Virtual Machine] [IMG: with JavaScript in your browser] [IMG: natively with LLVM] [H2] Ideal for teaching [H2] The Scala language is maintained by [IMG: Scala Center] [IMG: Akka] [IMG: VirtusLab] [H3] The Scala Center is supported by [IMG: EPFL] [IMG: JetBrains] [IMG: Gradle] [IMG: Your company]
SUB-PAGE (https://scala-lang.org/community/index.html) Community | The Scala Programming Language
[H1] Community [H2] Discourse Forums [IMG: Scala Users] [H4] Scala Users for general Scala questions, discussion and library announcements. [IMG: Scala Contributors] [H4] Scala Contributors for Scala contributions, language evolution discussions, standard library, Scala platform evolution discussions and more. [H2] Discord Real-time chat [H4] Scala [H4] Scalameta [H4] Play Framework [H4] Typelevel [H4] ZIO More chat venues are listed below. [H2] Moderation The Scala community is moderated by the Moderation Team over all the official communication channels hosted by the Scala organisation. The moderation is governed by the Code of Conduct. [H3] Code of Conduct [H3] Inclusive Language Guide [H3] Moderation Team [H2] Upcoming Events and Trainings [IMG: The Scala Workshop] [H4] The Scala Workshop Brussels, Belgium 29 Jun 2026 [IMG: Scala Days] [H4] Scala Days Berlin, Germany 12 Oct 2026 - 13 Oct 2026 [IMG: Func Prog Conf] [H4] Func Prog Conf Stockholm, Sweden 14 Oct 2026 [IMG: Lambda World] [H4] Lambda World Malaga, Spain 29 Oct 2026 - 30 Oct 2026 See more events or add one to our events feed See more training or add one to our feed Popular ways to connect with the Scala community include forums, chat rooms, local user groups, and conferences. The community is also the source of many libraries, tools, and other resources around Scala. [H2] Forums The Scala Center operates the following Discourse forums: users.scala-lang.org: The main forum for questions, discussions, and announcements about programming in Scala. Beginner questions are very welcome. Any question can and should receive a courteous and insightful answer. (Replaces the old scala-user and scala-announce groups.) contributors.scala-lang.org: For anything related to moving Scala forward; from Scala Platform library discussions, to Scala Improvement Process discussions, to development work on the Scala compiler, standard library, and modules. Core maintainers and open-source contributors are both welcome, as well as those who want to see what’s coming down the pipe and would like to be involved. (Replaces the old scala-internals, scala-language, scala-debate, scala-sips, and scala-tools groups.) teachers.scala-lang: Discussions related to the usage of Scala to teach programming: material, tooling, guidelines. Discourse is an open-source forum and mailing list platform. You can participate via the web, or you can use “mailing list mode”, where you receive posts in your inbox and can reply to them via email. The web interface provides statistics, upvoting, polls, and other features. Posts can be written in Markdown, including syntax highlighting. These forums are covered by the Scala Code of Conduct. Akka operates a Discourse forum as well: discuss.akka.io: For discussion of the Akka libraries, Akka SDK, and reactive architectures. [H2] Chat rooms Our main chat platform is Discord, and the main Scala server is: Scala the #scala-users channel is especially beginner-friendly the #scala-contributors channel is about moving Scala forward the #jobs channel is the only place we allow job postings ask on #admin if you have questions or suggestions about the server itself there are many other channels, including #spark, #scala-js, and #scala-native The server is covered by the Scala Code of Conduct. Alternate clients such as Element are supported via a Matrix bridge. Connect to #scala-lang:matrix.org to access the main Discord channel, or explore #scala-space:matrix.org to see channels from all over the Scala community (many are bridged in from other places like Discord, Gitter, or IRC). Scala-oriented Discord servers operated by the community include: IntelliJ: the IntelliJ IDEA development environment Scalameta: Scalameta-based tooling: Metals, Scalameta, Scalafix, Scalafmt, and Mdoc Play Framework: the Play web framework for Scala and Java Typelevel: the Typelevel ecosystem for pure-functional programming in Scala ZIO: the ZIO ecosystem for Type-safe, composable asynchronous and concurrent programming in Scala Laminar: the Laminar, Native Scala.js library for building user interfaces Smithy4s: the smithy4s for generating Scala code from Smithy files. indigo: the Indigo, Scala 2D game engine based on functional programming Scala Space: Discord server for VirtusLab’s and Software Mill’s open source projects Business4s: Scala community focused on product development and business Creative Scala: Making Scala fun through non-traditional means English-language Scala rooms on other chat platforms besides Discord include: scala_en (Telegram) #scala (IRC) International chat rooms are available as well: Scala Fr (Discord) scala/it (Discord) Scala Jp (Discord) Scala India (Discord) Scala Poland (Slack) scala_ru (Telegram) Scala Ukraine (Telegram) Note also that Stack Overflow offers languages other than English, for example the scala tag on es.stackoverflow.com. [H2] Events [H3] Conferences See our events page. [H3] Meetups The Scalendar monthly newsletter lists upcoming events. Scala user groups may be listed on Meetup. We update the following lists of meetups from time to time. Pull requests with updates are also welcome. (Old meetups are removed when they haven’t had a Scala event in the last year.) [H4] Europe Amsterdam Berlin Brandenburg Budapest Gdansk Kraków Lisbon London Madrid Oslo Paris Porto Stockholm UK and Europe Warsaw Wrocław Zürich [H4] North America Atlanta Boston Dallas San Francisco SF Bay Area (Bay Area Scala) SF Bay Area (Scala Bay) [H4] Asia Taiwan [H3] ScalaBridge Volunteers organizing free introductory Scala programming workshops for underrepresented groups, to improve diversity in the Scala community. London chapter [H3] Tooling summits Scala tooling summit is an event with a purpose of bringing together maintainers of build tools, linters, IDEs, and other tools. These summits are usually held alongside major Scala conferences. During the event they discuss ongoing problems within the tooling ecosystem and work towards solving them. Previously held tooling summits: Scala Tooling Summit of September 2023 Scala Tooling Summit of March 2023 The announcement of each new tooling summit will be public. [H2] The Scala Center The Scala Center is an open source foundation that brings together a coalition of individuals and organizations working together to contribute to Scala. See the Center’s FAQ. [H2] Ambassadors Ambassadors are key figures in the Scala community: speakers, organizers, teachers, content creators, open source maintainers, and so on. They are often present at community events, or open to answering questions. To learn more and discover who is an ambassador near you: see the dedicated Scala Ambassadors page. [H2] Scala jobs Employers and job seekers can find each other in the #jobs channel of the Scala Discord. Job postings are not allowed in our other forums and chat rooms. The Scala Reddit has a monthly “who is hiring?” thread. [H2] Scala on LinkedIn The Scala Enthusiasts Group is a place for Scala professionals to share information and come into contact with people and companies using Scala. [H2] Stack Overflow Scala is an active topic on Stack Overflow, a very popular programmer Q&A site. [H2] Reddit There is a large and active Scala community on the community-managed /r/Scala subreddit. [H2] Sources of Scala news Official: Blog/News Page on this site @scala-lang on Bluesky @scala_lang on Mastodon @scala_lang on X Community: Scala Times weekly Scala newspaper This Week in Scala weekly Scala newspaper Scala News source for Scala news and blog feeds blog directory Scala Space podcast by VirtusLab and SoftwareMill Many Scala users are active on social media, sharing Scala-related news items and opinions. Ask your Scala friends who they follow. [H2] Learning resources Our Online Courses page lists courses offered by the Scala Center as well as paid courses from Rock the JVM. Our Books page offers a small selection of Scala books (many others exist). There are too many other Scala learning resources out there for any list to be exhaustive, but here are a few: Scala Exercises Scala Cookbook [H2] Libraries and tools Integrated Development Environments: Scala IDEs discusses main Scala IDEs Finding libraries: Scaladex, maintained by the Scala Center, is “an index of the known Scala ecosystem” Awesome Scala is “a community driven list of useful Scala libraries, frameworks and software” Typelevel.org provides an assortment of popular libraries and extensions to Scala. Trending Scala repositories on GitHub Staying current: Scala Times includes library releases #ThisWeekInScala includes library releases [H2] Non-JVM platforms Scala.js compiles Scala code to JavaScript Scala Native compiles Scala code to LLVM for native execution The Scala Discord has #scala-js, #scala-native, and #scala-android channels. [H2] Security To receive security announcements or contact us about security issues, see our security policy. [H2] Reporting issues If you’re having a problem with Scala, your first line of defense is our forums and chat rooms. The unexpected behavior you’re seeing might not be a bug. Especially if you’re new to the language, it’s best to discuss the matter with more experienced users before filing a bug report. That said, bugs do occur and bug reports are valuable. You can report bugs here: Scala 2 compiler, standard library, and language spec: scala/bug Scala 3 compiler and standard library additions: scala/scala3 Don’t forget to search past issues first to see if the issue has already been reported. [H2] Scala open source Want to start making open-source contributions to projects in the Scala ecosystem? Scaladex lists projects welcoming contributions. Also, on GitHub, a common convention is to use the label “good first issue” on issues that are especially easy on-ramps to getting started in a particular repo: “good first issue” tickets: GitHub link And, some repos also use a “help wanted” label if the maintainers especially desire contributor attention: “help wanted” tickets: GitHub link [H2] Phil Bagwell Memorial Scala Community Award The Phil Bagwell Memorial Scala Community Award is given to individuals who have made significant efforts to grow the Scala Community. [H2] Archives Read-only archives of these retired groups remain available. scala-user, scala-announce, scala-language, scala-debate, scala-internals, scala-sips
SUB-PAGE (https://scala-lang.org/download/all.html) All Available Versions | The Scala Programming Language
[H1] All Available Versions This page contains a comprehensive archive of Scala releases. [H3] Current Releases Current 3.8.x release: 3.8.3Released on March 31, 2026 Current 3.3.x LTS release: 3.3.7Released on October 13, 2025 Current 2.13.x release: 2.13.18Released on November 24, 2025 [H3] Maintenance Releases Latest 2.12.x maintenance release: 2.12.21Released on December 11, 2025 Last 2.11.x maintenance release: 2.11.12Released on November 9, 2017 Last 2.10.x maintenance release: 2.10.7Released on November 9, 2017 [H3] All Releases Scala 3.8.3 Scala 3.8.2 Scala 3.8.1 Scala 3.8.0 Scala 3.7.4 Scala 3.7.3 Scala 3.7.2 Scala 3.7.1 Scala 3.7.0 Scala 3.6.4 Scala 3.6.3 Scala 3.6.2 Scala 3.5.2 Scala 3.5.1 Scala 3.5.0 Scala 3.4.3 Scala 3.4.2 Scala 3.4.1 Scala 3.4.0 Scala 3.3.7 LTS Scala 3.3.6 LTS Scala 3.3.5 LTS Scala 3.3.4 LTS Scala 3.3.3 LTS Scala 3.3.1 LTS Scala 3.3.0 LTS Scala 3.2.2 Scala 3.2.1 Scala 3.2.0 Scala 3.1.3 Scala 3.1.2 Scala 3.1.1 Scala 3.1.0 Scala 3.0.2 Scala 3.0.1 Scala 3.0.0 Scala 2.13.18 Scala 2.13.17 Scala 2.13.16 Scala 2.13.15 Scala 2.13.14 Scala 2.13.13 Scala 2.13.12 Scala 2.13.11 Scala 2.13.10 Scala 2.13.9 Scala 2.13.8 Scala 2.13.7 Scala 2.13.6 Scala 2.13.5 Scala 2.13.4 Scala 2.13.3 Scala 2.13.2 Scala 2.13.1 Scala 2.13.0 Scala 2.13.0-RC3 Scala 2.13.0-RC2 Scala 2.13.0-RC1 Scala 2.13.0-M5 Scala 2.13.0-M4 Scala 2.13.0-M3 Scala 2.13.0-M2 Scala 2.13.0-M1 Scala 2.12.21 Scala 2.12.20 Scala 2.12.19 Scala 2.12.18 Scala 2.12.17 Scala 2.12.16 Scala 2.12.15 Scala 2.12.14 Scala 2.12.13 Scala 2.12.12 Scala 2.12.11 Scala 2.12.10 Scala 2.12.9 Scala 2.12.8 Scala 2.12.7 Scala 2.12.6 Scala 2.12.5 Scala 2.12.4 Scala 2.12.3 Scala 2.12.2 Scala 2.12.1 Scala 2.12.0 Scala 2.12.0-RC2 Scala 2.12.0-RC1 Scala 2.12.0-M5 Scala 2.12.0-M4 Scala 2.12.0-M3 Scala 2.12.0-M2 Scala 2.12.0-M1
SUB-PAGE (https://scala-lang.org/download/) Install | The Scala Programming Language
[H1] Install [H2] Install Scala with cs setup (recommended) To install Scala, it is recommended to use cs setup, the Scala installer powered by Coursier. It installs everything necessary to use the latest Scala release from a command line: macOS Linux Windows Other Run the following command in your terminal, following the on-screen instructions: brew install coursier/formulas/coursier && cs setup Alternatively for Apple Silicon, or if you don't use Homebrew: On the Apple Silicon (M1, M2, …) architecture: curl -fL https://github.com/coursier/coursier/releases/latest/download/cs-aarch64-apple-darwin.gz | gzip -d > cs && chmod +x cs && (xattr -d com.apple.quarantine cs || true) && ./cs setup Otherwise, on the x86-64 architecture: curl -fL https://github.com/coursier/coursier/releases/latest/download/cs-x86_64-apple-darwin.gz | gzip -d > cs && chmod +x cs && (xattr -d com.apple.quarantine cs || true) && ./cs setup Run the following command in your terminal, following the on-screen instructions. On the x86-64 architecture: curl -fL https://github.com/coursier/coursier/releases/latest/download/cs-x86_64-pc-linux.gz | gzip -d > cs && chmod +x cs && ./cs setup Otherwise, on the ARM64 architecture: curl -fL https://github.com/VirtusLab/coursier-m1/releases/latest/download/cs-aarch64-pc-linux.gz | gzip -d > cs && chmod +x cs && ./cs setup Download and execute the Scala installer for Windows based on Coursier, and follow the on-screen instructions. Follow the documentation from Coursier on how to install and run cs setup. Testing your setup Check your setup with the command scala -version, which should output: $ scala -version Scala code runner version 3.3.7 -- Copyright 2002-2022, LAMP/EPFL If that does not work, close and reopen your terminal; otherwise, you may need to log out and log back in (or reboot) in order for the changes to take effect. If you are just beginning your journey with Scala, we recommend that you read our getting started guide, which expands upon these details, teaching you how to build your first Scala project: Get Started with Scala [H2] Which version of Scala should I choose? There are 2 distribution lines of Scala 3: Scala Next currently 3.8.3 - The default to be used by most users, containing the latest features, bug fixes and improvements. Scala LTS currently 3.3.7 - Advised to be used for publishing libraries. [H2] Other ways to install Scala Pick a Specific Release Each Scala release has its own page listing alternative installation methods. Click the button above to see the full list of Scala releases, or pick from the most recent releases below. [H3] Current releases Current 3.8.x release: 3.8.3Released on March 31, 2026 Current 3.3.x LTS release: 3.3.7Released on October 13, 2025 Current 2.13.x release: 2.13.18Released on November 24, 2025 [H3] Maintenance releases Latest 2.12.x maintenance release: 2.12.21Released on December 11, 2025 Last 2.11.x maintenance release: 2.11.12Released on November 9, 2017 Last 2.10.x maintenance release: 2.10.7Released on November 9, 2017
This page presents a snapshot of public data from Scala, captured on May 24, 2026, to show how machine logic reads Semantic Coherence signals into an AI reputation evaluation.
Purpose: This data is presented under “Fair Use” for the purpose of independent signal analysis, allowing readers to see the raw signals behind the reputation score.
Notice to Scala: This analysis is part of a non-adversarial audit conducted by 1 Euro SEO. The results are intended as professional feedback to help improve any website’s machine-readability and authority signals. The evaluation is free, and any company can request a fresh audit at any time.
Any company can use the insights for free and improve its voice. When a company has updated its content, it can always submit a new audit request, which will be reflected in a new current score.
To all users: You are encouraged to visit the live site at https://scala-lang.org to view the most current version of its content and see directly what this company is about and what it offers.