Testcontainers
Arquillian
JUnit
Cucumber
TestNG
PHPUnit
RSpec
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> Anyway, it is a basic practice of keeping test and dev environment as close as feasible to production, to avoid missing issues and wrong assumptions. Containers are great for this during development. Testcontainers are great for this when you don't want to use some mocked in-memory DB because those have the same issues as using a different DB during development: https://testcontainers.com/. - Source: Hacker News / 3 days ago
- Logging and telemetry to give agents insights and visibility into the runtime state of the application The core setup is used at a series C, post-YC startup to ship fast with AI while maintaining high quality standards (in combination with other tools facilitating code review and context management) Part 1 (https://chrlschn.dev/blog/2026/08/the-unexpected-ai-stack-csharp-dotnet-part-1/) is an intro into a... - Source: Hacker News / 5 days ago
Codec round-trips are pure, so you can unit-test encrypt-then-decrypt without a database at all. For the real thing โ values actually flowing through Postgres โ skunk-crypt's own suite uses Testcontainers to spin up a throwaway postgres:16, which is a good pattern to copy:. - Source: dev.to / 2 months ago
The test job also mounts the host Docker socket so Testcontainers can start sibling containers (for example Spark) from within the job container. - Source: dev.to / 4 months ago
Spins up the actual database (use Testcontainers โ it runs in CI just fine). - Source: dev.to / 6 months ago
Arquillian - Arquillian is an open-source testing platform that offers no more container lifecycle, deployment hassles, and mocks.
JUnit - JUnit is a simple framework to write repeatable tests.
Cucumber - Cucumber is a BDD tool for specification of application features and user scenarios in plain text.
TestNG - TestNG is a testing framework.
PHPUnit - Application and Data, Build, Test, Deploy, and Testing Frameworks
RSpec - RSpec is a testing tool for the Ruby programming language born under the banner of Behavior-Driven Development featuring a rich command line program, textual descriptions of examples, and more.