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We are building a product (Epinio) to avoid this. The idea is that devs don't need to access the cluster and to know the Kubernetes internals to deploy something. It's still in alpha/beta, with a lot of development ongoing. 🙂
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Portainer Community Edition might be good as it helps with RBAC kubeconfigs. More features like logging, using your AD are there with the Business Edition which supports 5 free nodes. https://github.com/portainer/portainer
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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devspace
DevSpace - The Fastest Developer Tool for Kubernetes ⚡ Automate your deployment workflow with DevSpace and develop software directly inside Kubernetes.
Then for devs, i've deployed loft.sh to the rke clusters (dev, stage, for now, prod to come) and provided devspace.sh (also by loft) as a tool for devs.