ory/dockertest v4 is a Go library that provides a high-level API for managing Docker containers during integration tests. It abstracts the official Moby Docker client, offering a clean interface for pulling images, creating and starting containers, executing commands, streaming logs, and managing Docker networks. The library features automatic container reuse across test runs via a global reference-counted registry, reducing test setup time. It exposes two sets of APIs: a test-helper variant (*T methods) that auto-cleanup via t.Cleanup, and a context-aware variant for non-test code. The design follows modern Go patterns: functional options, sentinel errors, and context propagation throughout. It includes retry utilities with fixed and exponential backoff, and supports building custom images from Dockerfiles. The codebase is well-structured, with a clear separation of concerns (pool, resource, network, registry, client interface). Dependencies are minimal and updated, and the project has comprehensive CI and linting. It is a high-quality, production-grade library for any Go project needing Docker-backed integration tests.