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An effective automation strategy is built on the Testing Pyramid, which determines the optimal distribution of test coverage. Its foundation is formed by fast and isolated unit tests that test individual functions. Integration tests, which monitor the interaction of modules and APIs, occupy the middle level, while at the top are the most expensive and slow end-to-end (E2E) tests, which simulate real user behavior in the interface. In addition, TDD (test-driven development) and BDD (behavioral testing) methodologies are used, where scenarios are described in business-friendly language. The choice of tools depends on the application architecture and the team's stack. For web UI automation, Playwright (due to its high speed and auto-wait mechanism), Cypress, and the classic Selenium WebDriver are currently dominant. For working with APIs, Postman/Newman bundles or specialized libraries like RestAssured and Requests are actively used. Automated tests are most beneficial when integrated into CI/CD pipelines (Jenkins, GitLab CI, GitHub Actions), where they are automatically run at every stage—from creating a Pull Request to deploying to the Staging environment. Despite the risk of flaky tests and the cost of maintaining code, automation pays for itself in the long run, freeing up resources for exploratory testing and ensuring that critical platform modules remain stable after each release. https://nyx-bets.org