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Using Testcontainers has radically improved the process of working with test scenarios. Thanks to this tool, creating environments for integration tests has become simpler (see the article Isolation in Testing with Kafka ). Now we can easily launch containers with different versions of databases, message brokers, and other services. For integration tests, Testcontainers has proven indispensable.
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