@Marvin does single flow will have single k8 pod if the deployment is made in server in self hosted prefect

You want to know if a single flow will result in a single Kubernetes pod in a self-hosted Prefect server deployment. Let me search the Prefect documentation and GitHub issues to find the most accurate and recent information for you. Alright, I've gathered the relevant information regarding whether a single flow will result in a single Kubernetes pod in a self-hosted Prefect server deployment. ### Key Findings: 1. Prefect 2.x Documentation: - Prefect integrates well with Kubernetes for flow management. Specifically, you can create Kubernetes pods from Prefect flows using modules like

prefect_kubernetes.pods

. This allows for dynamic pod creation, meaning a flow can spawn one or multiple pods depending on its configuration and tasks. -> More Info - In Kubernetes deployments, the manifest often specifies running a single replica of a flow container by default. However, this configuration is adjustable based on the needs of the flow, such as handling high-load tasks. -> More Info 2. Prefect 3.x Documentation: - Deployments can be highly customized using work pools and job variables which can define how the infrastructure (like Kubernetes) is used during execution. This includes aspects like Docker image names and Kubernetes limits. -> More Info - Flows in Kubernetes can be configured with various advanced settings to optimize pod creation, such as CPU requests and pod watch timeouts, making it flexible to adjust according to the flow requirements. -> More Info 3. GitHub Issues: - There are various issues discussed, such as managing multiple tasks within a flow using Kubernetes, optimizing task scheduling, and handling complex data orchestration. These discussions suggest that while a single flow can potentially be managed within a single pod, more complex workflows might utilize multiple pods to efficiently balance the workload and resources. -> Issue about Prefect Worker -> Issue about Prefect Kubernetes Orchestrated Data Pipeline ### Conclusion: Yes, by default, a single flow typically runs in a single pod when deployed in a self-hosted Prefect server using Kubernetes. However, this is highly configurable depending on the flow's requirements and specified Kubernetes manifest. For more complex operations or higher loads, you may need to adjust settings to utilize multiple pods. Let me know if you need more details on any specific aspect!