In a container-based infrastructure, capturing and analyzing metrics is becoming increasingly challenging due to the complexity of modern computing environments. To manage these environments effectively, it's essential to capture and analyze the right metrics, which requires proper storage and management. Modern data platforms are designed to support time series data, providing a solution for system visibility in this virtualized world. By implementing new data platforms and following concrete steps, developers can maximize the benefits of their metrics and gain better visibility into their systems.