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It is not an official list, but a community effort to help people find the best stuff for Testcontainers in 2024 and beyond. \n\nThis comprehensive list is maintained by the [Collabnix community](https://collabnix.com). The aim is to highlight the most valuable and relevant resources for Testcontainers users. This could include the latest updates, tools, tutorials, and other materials that the community finds particularly useful.\n\n# Table of Contents\n\n\n1. [Featured Modules](#featured-modules)\n2. [Languages](#languages)\n3. [Testcontainers and AI/LLM](#testcontainers-and-aillm)\n4. [Testcontainers and CI/CD](#testcontainers-and-cicd)\n5. [Testcontainers Cloud](#testcontainers-cloud)\n6. [Testcontainers Desktop](#testcontainers-desktop)\n7. [Testcontainers and C/C++/Swift](#testcontainers-and-ccswift)\n8. [Testcontainers and Kubernetes](#testcontainers-and-kubernetes)\n9. [Testcontainers and .NET](#testcontainers-and-net)\n10. [Testcontainers and Go](#testcontainers-and-go)\n11. [Testcontainers and PHP](#testcontainers-and-php)\n12. [Testcontainers and Spring](#testcontainers-and-spring)\n13. [Testcontainers and Playwright](#testcontainers-and-playwright)\n14. [Testcontainers and AlfrescoLabs](#testcontainers-and-alfrescolabs)\n15. [Testcontainers and Flyway](#testcontainers-and-flyway)\n16. [Testcontainers and Tigerbeetle](#testcontainers-and-tigerbeetle)\n17. [Testcontainers and Grafana](#testcontainers-and-grafana)\n18. [Testcontainers and LocalStack](#testcontainers-and-localstack)\n19. [Integrations](#integrations)\n20. [Blogs](#blogs)\n21. [Developer Stories](#developer-stories)\n22. [Featured Videos](#featured-videos)\n23. [Community](#community)\n\n\n## Featured Modules\n\nDiscover official and community modules from the [Modules Catalog](https://testcontainers.com/modules/), and add your own module to the catalog by submitting a pull request to the [Modules Catalog repository](https://github.com/testcontainers/community-module-registry/).\n\n- [Kindcontainers](https://testcontainers.com/modules/kindcontainer/) \n- [LocalStack](https://testcontainers.com/modules/localstack/)\n- [Microcks](https://testcontainers.com/modules/microcks/)\n- [MongoDB](https://testcontainers.com/modules/mongodb/)\n- [MySQL](https://testcontainers.com/modules/mysql/)\n- [Neo4j](https://testcontainers.com/modules/neo4j/)\n- [PostgreSQL](https://testcontainers.com/modules/postgresql/)\n- [Redpanda](https://testcontainers.com/modules/redpanda/)\n- [WireMock](https://testcontainers.com/modules/wiremock/)\n\n## [Join Testcontainers Slack](https://testcontainers.slack.com/join/shared_invite/zt-2mivltr8m-Qz1_A7XMV79kQ8TPqMEIdw#/shared-invite/email)\n\n## Languages\n\n- .NET\n    - [Repository](https://github.com/testcontainers/testcontainers-dotnet)\n    - [Docs](https://dotnet.testcontainers.org/)\n- C/C++/Swift and other native languages\n    - [Repository](https://github.com/testcontainers/testcontainers-native)\n    - [Docs](https://testcontainers.github.io/testcontainers-native/)\n- Clojure\n    - [Repository](https://github.com/testcontainers/testcontainers-clj)\n    - [Docs](https://cljdoc.org/d/clj-test-containers/clj-test-containers/)\n- Elixir\n    - [Repository](https://github.com/testcontainers/testcontainers-elixir)\n- Go\n    - [Repository](https://github.com/testcontainers/testcontainers-go)\n    - [Docs](https://golang.testcontainers.org/)\n    - [Go Docs](https://pkg.go.dev/github.com/testcontainers/testcontainers-go)\n- Haskell\n    - [Repository](https://github.com/testcontainers/testcontainers-hs)\n- Java\n    - [Repository](https://github.com/testcontainers/testcontainers-java)\n    - [Docs](https://java.testcontainers.org/)\n- Node\n    - [Repository](https://github.com/testcontainers/testcontainers-node)\n    - [Docs](https://node.testcontainers.org/)\n- PHP\n    - [Repository](https://github.com/testcontainers/testcontainers-php)\n- Python\n    - [Repository](https://github.com/testcontainers/testcontainers-python)\n    - [Docs](https://testcontainers-python.readthedocs.io/en/latest/)\n- Ruby\n    - [Repository](https://github.com/testcontainers/testcontainers-ruby)\n- Rust\n    - [Repository](https://github.com/testcontainers/testcontainers-rs)\n    - [Docs](https://docs.rs/testcontainers/latest/testcontainers/)\n\n## Testcontainers and AI/LLM\n\n- [Claude Skills for Testcontainers](https://github.com/testcontainers/claude-skills)\n- [How to Run Hugging Face Models Programmatically Using Ollama and Testcontainers](https://www.docker.com/blog/how-to-run-hugging-face-models-programmatically-using-ollama-and-testcontainers/) ![badge](https://img.shields.io/badge/-new-green) \n- [A Promising Methodology for Testing GenAI Applications in Java](https://www.docker.com/blog/testing-genai-applications-in-java/)\n- [Generative AI : How to run a LLM with Python — Testcontainers and Ollama](https://towardsdev.com/testing-llms-and-prompts-using-testcontainers-and-ollama-in-python-81e8f7c18be7)\n- [Local AI with Docker's Testcontainers](https://huggingface.co/blog/Tonic/localai-testcontainers)\n\n## Testcontainers and CI/CD\n\n- [Running Testcontainers Tests on GitLab CI](https://www.docker.com/blog/running-testcontainers-tests-on-gitlab-ci/)\n- [Running Testcontainers Tests on Buildkite](https://www.docker.com/blog/running-testcontainers-tests-on-buildkite/) ![badge](https://img.shields.io/badge/-new-green) \n- [Revolutionize Your CI/CD Pipeline: Integrating Testcontainers and Bazel](https://www.docker.com/blog/revolutionize-your-ci-cd-pipeline-integrating-testcontainers-and-bazel)\n- [How to Use Testcontainers on Jenkins CI](https://www.docker.com/blog/how-to-use-testcontainers-on-jenkins-ci/)\n- [Running Testcontainers Tests Using GitHub Actions and Testcontainers Cloud](https://www.docker.com/blog/running-testcontainers-tests-using-github-actions/)\n- [Running Testcontainers Tests Using Azure Pipelines](https://www.docker.com/blog/running-testcontainers-tests-using-azure-pipelines/)\n\n## Testcontainers Cloud\n\n- [Streamlining Local Development with Dev Containers and Testcontainers Cloud](https://www.docker.com/blog/streamlining-local-development-with-dev-containers-and-testcontainers-cloud/) ![badge](https://img.shields.io/badge/-new-green) \n- [Why Testcontainers Cloud Is a Game-Changer Compared to Docker-in-Docker for Testing Scenarios](https://www.docker.com/blog/testcontainers-cloud-vs-docker-in-docker-for-testing-scenarios/)\n\n## Testcontainers Desktop\n\n- [Connecting to Testcontainers Services using Testcontainers Desktop](https://www.docker.com/blog/connecting-to-testcontainers-services-using-testcontainers-desktop/)\n- [Testcontainers Desktop](https://www.baeldung.com/testcontainers-desktop)\n\n## Testcontainers and C/C++/Swift\n\n- [C/C++/Swift](https://github.com/testcontainers/testcontainers-native)\n\n## Testcontainers and Kubernetes\n\n- [Kindcontainers](https://github.com/dajudge/kindcontainer)\n- [Develop Kubernetes Operators in Java without Breaking a Sweat](https://www.docker.com/blog/develop-kubernetes-operators-in-java-without-breaking-a-sweat/) ![badge](https://img.shields.io/badge/-new-green)\n- [Kubernetes End-to-End Testing Using Testcontainers and Python](https://thenewstack.io/kubernetes-end-to-end-testing-using-testcontainers-and-python/)\n\n## Testcontainers and .NET\n\n- [How to Create a Testcontainers for .NET Module for Wider Ecosystem](https://www.docker.com/blog/how-to-create-a-testcontainers-for-net-module-for-wider-ecosystem/)\n\n## Testcontainers and Go\n\n- [Creating Modules in Testcontainers for Go](https://www.docker.com/blog/creating-modules-in-testcontainers-go/)\n- [Local Development of Go Applications with Testcontainers](https://www.docker.com/blog/local-development-of-go-applications-with-testcontainers/)\n\n## Testcontainers and PHP\n\n- [Testcontainers for PHP](https://github.com/testcontainers/testcontainers-php)\n\n## Testcontainers and Spring \n\n- [Spring Boot Application Testing and Development with Testcontainers](https://www.docker.com/blog/spring-boot-application-testing-and-development-with-testcontainers/)\n- [Testcontainers](https://docs.spring.io/spring-boot/reference/testing/testcontainers.html)\n- [DB Integration Tests with Spring Boot and Testcontainers](https://www.baeldung.com/spring-boot-testcontainers-integration-test)\n- [Spring Boot Testing with JUnit 5, Mockito \u0026 Testcontainers](https://www.udemy.com/course/testing-spring-boot-application-with-junit-and-mockito/)\n- [What’s new with Testcontainers in Spring Boot 3.2.0](https://www.atomicjar.com/2023/11/whats-new-with-testcontainers-in-spring-boot-3-2-0/)\n- [How to Reuse Testcontainers in Java](https://www.baeldung.com/java-reuse-testcontainers)\n\n## Testcontainers and Playwright\n - [testcontainers-playwright](https://github.com/orange-buffalo/testcontainers-playwright)\n\n## Testcontainers and AlfrescoLabs\n - [testcontainers-AlfrescoLabs](https://github.com/AlfrescoLabs/alfresco-testcontainers)\n   \n## Testcontainers and Flyway\n - [testcontainers-Flyway](https://github.com/testcontainers/testcontainers-dotnet/tree/develop/examples/Flyway)\n   \n## Testcontainers and Tigerbeetle \n - [testcontainers-Tigerbeetle](https://github.com/mkadirtan/testcontainers-tigerbeetle-go?tab=readme-ov-file)\n\n## Testcontainers and Grafana\n- [testcontainers-Grafana](https://testcontainers.com/modules/grafana/?language=go)\n\n## Testcontainers and LocalStack\n- [Testing cloud applications without breaking the bank: Testcontainers and LocalStack](https://www.ministryoftesting.com/articles/testing-cloud-applications-without-breaking-the-bank-testcontainers-and-localstack)\n\n## Testcontainer implementation for Keycloak IAM \u0026 SSO\n- [A Testcontainer implementation for Keycloak IAM \u0026 SSO](https://testcontainers.com/modules/keycloak/)\n\n  \n## Testcontainer \u0026 Jqwik\n- [\nModel-Based Testing with Testcontainers and Jqwik\n](https://www.docker.com/blog/model-based-testing-testcontainers-jqwik/)\n\n## Debug Testcontainers-based services\n- [Set fixed ports to easily debug development services](https://testcontainers.com/desktop/docs/#debug-testcontainers-based-services)\n\n\n## Integrations\n\n- [Leveraging Testcontainers for Complex Integration Testing in Mattermost Plugins](https://www.docker.com/blog/leveraging-testcontainers-for-complex-integration-testing-in-mattermost-plugins/) ![badge](https://img.shields.io/badge/-new-green) \n- [JUnit 4](https://java.testcontainers.org/test_framework_integration/junit_4/)\n- [JUnit 5](https://java.testcontainers.org/test_framework_integration/junit_5/)\n- [Spock](https://java.testcontainers.org/test_framework_integration/spock/)\n- [api-oha-benchmarker](https://github.com/ivangfr/api-oha-benchmarker) ![badge](https://img.shields.io/badge/-new-green)\n- [Integration tests on Symfony with Testcontainers](https://blog.redrat.com.br/integration-tests-on-symfony-with-testcontainers)\n- [Testcontainers-Based Load Testing Bench](https://dzone.com/articles/testcontainers-based-load-testing-bench)\n- [Testing the Integration Layer of Your Spring Boot Application with Testcontainers and MockServer](https://igventurelli.io/testing-the-integration-layer-of-your-spring-boot-application-with-testcontainers-and-mockserver/)\n\n## Blogs\n\n- [Testcontainers: Testing with Real Dependencies](https://www.docker.com/blog/testcontainers-testing-with-real-dependencies/)\n- [Developing Resilient Applications with Toxiproxy and Testcontainers](https://www.docker.com/blog/developing-resilient-applications-with-toxiproxy-and-testcontainers/)\n- [Testcontainers - Integration Testing Using Docker In .NET](https://www.milanjovanovic.tech/blog/testcontainers-integration-testing-using-docker-in-dotnet)\n- [How to use Testcontainers with .NET Unit Tests](https://blog.jetbrains.com/dotnet/2023/10/24/how-to-use-testcontainers-with-dotnet-unit-tests/)\n- [How to use Testcontainers with Spring Boot applications for integration testing](https://bell-sw.com/blog/how-to-use-testcontainers-with-spring-boot-applications-for-integration-testing/)\n- [Test-Driven Development with Python, Testcontainers, and pytest](https://collabnix.com/test-driven-development-with-python-testcontainers-and-pytest/)\n- [Build true-to-production tests with Testcontainers, JUnit and Open Liberty](https://openliberty.io/blog/2024/03/13/testcontainers-guide.html)\n- [Integration tests in .NET with Testcontainers](https://www.production-ready.de/2024/04/27/integration-testing-with-testcontainers-en.html)\n- [Testcontainers Best Practices](https://www.docker.com/blog/testcontainers-best-practices/)\n- [Improved Testcontainers Support in Spring Boot 3.1](https://spring.io/blog/2023/06/23/improved-testcontainers-support-in-spring-boot-3-1)\n- [INTRODUCTION TO TEST CONTAINERS: THE BEGINNER’S GUIDE](https://medium.com/the-sixt-india-blog/introduction-to-test-containers-the-beginners-guide-dd1760f918a2)\n- [Streamline Browser Automation: 1 Powerful Way with Testcontainers-Playwright](https://collabnix.com/streamline-browser-automation-1-powerful-way-with-testcontainers-playwright/)\n- [Writing Integration Test using Spring AI and Testcontainers](https://medium.com/itnext/part-3-writing-integration-test-using-spring-ai-and-testcontainers-05207bd48ae3)\n- [NestJS Integration Tests with Testcontainers](https://medium.com/javascript-in-plain-english/nestjs-integration-tests-with-test-containers-0fda3264dbb6)\n- [How to create tests for Bigquery integration with tests containers and Spring Boot 3](https://medium.com/@danielarrais.dev/how-to-create-tests-for-bigquery-integration-with-tests-containers-and-spring-boot-3-685afadf5496)\n- [Testing Microservices with Testcontainers](https://manerajona.medium.com/testing-microservices-with-testcontainers-88fe40363bb3)\n- [Part 3: Writing Integration Test using Spring AI and Testcontainers](https://itnext.io/part-3-writing-integration-test-using-spring-ai-and-testcontainers-05207bd48ae3)\n- [Testcontainers MongoDB ReplicaSet ](https://dev.to/carc/testcontainers-mongodb-replicaset-4koa )\n- [Writing Tests for Dapper with TestContainers in xUnit](https://blogs.sathiyaraman-m.com/writing-tests-for-dapper-with-testcontainers-in-xunit/)\n- [Testcontainers and ASP.NET blog post](https://www.devleader.ca/2024/2/20/testcontainers-in-asp-net-core-a-simplified-beginners-guide)\n- [How to Emulate Real Dependencies in Integration Tests using Testcontainers](https://www.freecodecamp.org/news/integration-tests-using-testcontainers/)\n- [Spring Boot + Testcontainers Tests at Jet Speed](https://www.sivalabs.in/run-spring-boot-testcontainers-tests-at-jet-speed/)\n\n## Developer Stories\n\n- [Our DPE Journey Halved Pre-Merge Build Time](https://dev.henry.jp/entry/dpe-journey) ![badge](https://img.shields.io/badge/-new-green)\n\n## Sample Apps\n\n- [Movie Recommendation System - pgvector + Flyway + Spring](https://github.com/hardikSinghBehl/spring-ai-playground/tree/main/movie-recommendation-system)\n- [A Todo-List Application - Spring + Postgres](https://github.com/shelajev/todo-app)\n- [Link Shortner - Spring WebFlux + Spring Data Redis + TestContainers](https://github.com/spring-academy-legacy/reactive-link-shortener-sample-app)\n\n# Featured Videos\n\n\n| Introduction to Testcontainers   | Run TestContainers in Azure Pipeline      |\n| ------------------------------------------------ | -------------------------------------------- |\n| [![Introduction to Testcontainers ](https://i1.ytimg.com/vi/HUZppOYDoXs/hqdefault.jpg)](https://www.youtube.com/watch?v=HUZppOYDoXs) | [![Run TestContainers in Azure Pipeline](https://img.youtube.com/vi/7bBDOgVK8r4/sddefault.jpg)](https://www.youtube.com/watch?v=7bBDOgVK8r4) |\n\n| Introducing Testcontainers Desktop |Getting Started with Testcontainers for .NET | \n| ------------------------------------------------ | ---------------------------------------------------- |\n| [![TestContainers Desktop](https://img.youtube.com/vi/uRWKTNbOX-8/sddefault.jpg)](https://www.youtube.com/watch?v=uRWKTNbOX-8) | [![Getting Started with Testcontainers for .NET](https://img.youtube.com/vi/ZLwZ3Cdt9Vs/sddefault.jpg)](https://www.youtube.com/watch?v=ZLwZ3Cdt9Vs) |\n\n| Testcontainers have forever changed the way I write tests |Testcontainers – From Zero to Hero. By @MarcoCodes |\n| ------------------------------------------------ | ---------------------------------------------------- |\n| [![TestContainers](https://img.youtube.com/vi/sNg0bnMF_qY/sddefault.jpg)](https://www.youtube.com/watch?v=sNg0bnMF_qY) | [![Testcontainers – From Zero to Hero. By @MarcoCodes](https://img.youtube.com/vi/v3eQCIWLYOw/sddefault.jpg)](https://www.youtube.com/watch?v=v3eQCIWLYOw\u0026pp=ygUOdGVzdGNvbnRhaW5lcnM%3D) |\n\n| Mastering Testcontainers by Oleg Šelajev     | Mastering Testcontainers for Better Integration Tests        |\n| ------------------------------------------------ | -------------------------------------------- |\n| [![Mastering Testcontainers by Oleg Šelajev](https://img.youtube.com/vi/0kXEwo0XFaY/sddefault.jpg)](https://www.youtube.com/watch?v=0kXEwo0XFaY\u0026pp=ygUOdGVzdGNvbnRhaW5lcnM%3D) | [![Mastering Testcontainers for Better Integration Tests](https://img.youtube.com/vi/zfN8m9Dh9cs/sddefault.jpg)](https://www.youtube.com/watch?v=zfN8m9Dh9cs\u0026pp=ygUOdGVzdGNvbnRhaW5lcnM%3D) |\n\n| Spring Boot 3 Integration Testing With TestContainers  Junit 5    | Test your Go code with Testcontainers       |\n| ------------------------------------------------ | -------------------------------------------- |\n| [![Spring Boot 3 Integration Testing With TestContainers Junit 5 ](https://img.youtube.com/vi/Q-0Z6KZF1xM/sddefault.jpg)](https://www.youtube.com/watch?v=Q-0Z6KZF1xM) | [![Test your Go code with Testcontainers](https://img.youtube.com/vi/axhCnAuYohw/sddefault.jpg)](https://www.youtube.com/watch?v=axhCnAuYohw) |\n\n| Using TestContainers in .NET Core  | Testcontainers Desktop: questions, answers, and more      |\n| ---------------------------------- | ---------------------------------- |\n|[![Using TestContainers in .NET Core](https://img.youtube.com/vi/vy1aIT5Ppj8/sddefault.jpg)](https://www.youtube.com/watch?v=vy1aIT5Ppj8)|[![Testcontainers Desktop: questions, answers, and more](https://img.youtube.com/vi/PcSWI4W5jWY/sddefault.jpg)](https://www.youtube.com/watch?v=PcSWI4W5jWY) |\n\n\n| Creating Realistic Unit Tests with Testcontainers | Clean Test Data for every test with TestContainers 🐳     |\n| ---------------------------------- | ---------------------------------- |\n|[![Creating Realistic Unit Tests with Testcontainers](https://img.youtube.com/vi/sX4s1HqPZcw/sddefault.jpg)](https://www.youtube.com/watch?v=sX4s1HqPZcw)|[![Clean Test Data for every test with TestContainers 🐳](https://img.youtube.com/vi/985jhpv44NU/sddefault.jpg)](https://www.youtube.com/watch?v=985jhpv44NU) |\n\n| Run Selenium Test with TestContainer Cloud ☁️ and TestContainer Desktop 🖥️| Spring Tips: Testcontainers, Docker Compose, and Service Connections, oh my!   |\n| ---------------------------------- | ---------------------------------- |\n|[![Run Selenium Test with TestContainer Cloud ☁️ and TestContainer Desktop 🖥️](https://img.youtube.com/vi/WwiNZZA0q8o/sddefault.jpg)](https://www.youtube.com/watch?v=WwiNZZA0q8o)|[![Spring Tips: Testcontainers, Docker Compose, and Service Connections, oh my!](https://img.youtube.com/vi/msb2b3BeeQo/sddefault.jpg)](https://www.youtube.com/watch?v=msb2b3BeeQo) |\n\n| Using Testcontainers For Testing by Jasper van Zandbeek| Spring Boot 3 Integration Testing With TestContainers  |\n| ---------------------------------- | ---------------------------------- |\n|[![Using Testcontainers For Testing by Jasper van Zandbeek](https://img.youtube.com/vi/EGmMv2JtCEQ/sddefault.jpg)](https://www.youtube.com/watch?v=EGmMv2JtCEQ)|[![Spring Boot 3 Integration Testing With TestContainers](https://img.youtube.com/vi/41Ry2ojnJFM/sddefault.jpg)](https://www.youtube.com/watch?v=41Ry2ojnJFM) |\n\n| How to Test RabbitMQ with Testcontainers in .NET | \n| ---------------------------------- | \n|[![How to Test RabbitMQ with Testcontainers in .NET](https://github.com/user-attachments/assets/0f3ef42e-65a5-47ed-ab93-9607168ca1fc)](https://www.youtube.com/watch?v=DMs3ZuakHGA)\n\n## Community\nFind us on [Slack](https://testcontainers.slack.com/join/shared_invite/zt-2mivltr8m-Qz1_A7XMV79kQ8TPqMEIdw#/shared-invite/email)\n\n\u003ca href=\"https://github.com/collabnix/awesome-testcontainers/graphs/contributors\"\u003e\n  \u003cimg src=\"https://contrib.rocks/image?repo=collabnix/awesome-testcontainers\" /\u003e\n\u003c/a\u003e\n","projects_url":"https://awesome.ecosyste.ms/api/v1/lists/collabnix%2Fawesome-testcontainers/projects"}