Deploying Postgres for testing with Docker Compose is a common practice due to its ease of setup and consistency across development environments, but it presents challenges as testing needs become more complex. Limitations include cumbersome data population, unintended data persistence between runs, and resource consumption issues, which can slow down CI/CD pipelines and large-scale projects. An alternative solution is database branching, exemplified by Neon, which applies Git-like principles to create isolated database copies that share storage but maintain complete isolation. This approach offers advantages such as prepopulated test data, clean test states, and resource efficiency, making it a scalable solution for modern testing environments. While Docker Compose remains useful for local development, database branching provides a more efficient option for CI/CD pipelines and complex testing scenarios, reflecting a broader shift in how development environments are managed.