When you deploy a Kubernetes application, like Pachyderm, typically, it cannot be accessed from outside the Kubernetes cluster right away. This ensures that your cluster is secure and resilient to malicious cyber attacks. In the simplest example, such as running a Pachyderm cluster locally, implicit and explicit port-forwarding enables you to communicate with
pachd, the Pachyderm daemon pod, and
pachd-dash, the Pachyderm UI. Port-forwarding can be used in cloud environments as well, but a production environment might require you to define more sophisticated inbound connection rules.
Kubernetes provides multiple ways to deliver external traffic to a service, including the following:
Through a Service with
type: NodePort. A NodePort service provides basic access to services. By default, the
pachdservice is deployed as
NodePortto simplify interaction with your localhost.
NodePortis a limited solution that might not be considered reliable or secure enough in production deployments.
Through a Service with
type: LoadBalancer. A Kubernetes service with
type: LoadBalancercan perform basic load balancing. Typically, if you change the
pachdservice type to LoadBalancer in a cloud provider, the cloud provider automatically deploys a load balancer to serve your application. The downside of this approach is that you will have to change all your services to the load balancer type and have a separate load balancers for each service. This can become difficult to manage long term.
IngressKubernetes resource. An ingress resource is completely independent of the services that you deploy. Because an Ingress resource provides advanced routing capabilities, it is the recommended option to use with Pachyderm. The only complication of this approach is that you need to deploy an ingress controller, such as NGINX or traefik, in your Kubernetes cluster. Such an ingress controller is not deployed by default with the
pachctl deploy command.
Pachyderm Ingress Requirements¶
Kubernetes supports multiple ingress controller options, and you are free to pick the one that works best for your environment. However, not all of them might be fully compatible with Pachyderm. Moreover, exposing your cluster through an ingress incorrectly might make your Pachyderm cluster and your data insecure and vulnerable to external attacks. Regardless of your choice of ingress resource, your environment must meet the following security requirements to protect your data:
- Use secure connection
Exposing your application to an outside world might pose a security risk to your data and organization. Make sure that you have Transport Layer Security (TLS) enabled for Ingress connections.
- Use Pachyderm authentication
Pachyderm authentication must be enabled and access provided to a verified list of users. Pachyderm authentication is an additional security layer to protect your data from malicious attacks. If you cannot use Pachyderm authentication providers, we highly recommend to use Pachyderm port-forwarding for security reasons. Exposing Pachyderm services through an ingress without Pachyderm authentication might result in your Pachyderm and Kubernetes clusters being compromised, along with your data.
- The ingress controller must support gRPC protocol and websockets
Some of the ingress controllers that support gRPC include NGNIX and Traefik.
Ingress Configuration Workflow¶
This section outlines the general workflow for ingress configuration. Depending on your use case, you might need to start from the bottom of this list and determine your firewall and whitelist requirements first. But commonly, you need to start with deciding which ingress controller you want to use. In any case, read and understand the requirements outlined below before you proceed with any configuration.
A general workflow for enabling external traffic inside of a Pachyderm cluster includes the following steps:
- Configure Kubernetes networking.
You can use one of the following options:
(Recommended) Deploy an ingress controller and configure an ingress resource.
Configure the pachd service as a
type: LoabBalancerin the
pachdservice manifest. As mentioned above, this is the simplest way to expose Pachyderm services to the outside world that does not provide any sophisticated control over load balancing. This option works on most cloud platforms, such as AWS and GKE, as well as in minikube, and majorly used for internal use.
Configure access to your ingress public IP addresses through firewalls and whitelisting.
If you are deploying Pachyderm on a cloud provider, you need to make sure that the ingress IP is available to external users. For example, in AWS, you can configure access through security groups in the Virtual Private Cloud (VPC) on which the Kubernetes with Pachyderm runs. Other cloud providers have similar functionality.
- Secure the connection end-to-end.
If you run Pachyderm in a cloud platform, the cloud provider is responsible for securing the underlying infrastructure, such as the Kubernetes control plane. Most cloud providers have a security compliance program that address these issues. If you are running Kubernetes locally, the security of Kubernetes APIs, kubelet, and other components becomes your responsibility. See security recommendations in the Kubernetes documentation.
As for Pachyderm, you need to make sure that you deploy Pachyderm with TLS enabled. You can deploy
dash with different certificates if required. Self-signed certificates might require additional configuration. For instructions on deployment with TLS, see Deploy Pachyderm with TLS.
In addition, you must have administrative access to the Domain Name Server (DNS) that you will use to access Pachyderm. If you are deploying Pachyderm to an internal site with a self-signed certificate, contact our support organization for assistance.