This state can be version controlled, written in stone, whatever you prefer and it can always be attained.
When administrators start issuing imperative commands to a cluster, state starts being changed and there is no record[0] of the state Kubernetes is being asked to maintain.
[0] Not entirely true, the state can always be retrieved from the cluster so long as it hasn't failed.
Firstly as you point out, there is a record of the state Kubernetes is being asked to maintain: it's in the API server as the spec of each resource.
Secondly, using `kubectl` "patch" in the manner described is not making changes to the cluster state directly, it's making changes to the specification of what should be maintained, and the various controllers effect the state changes.
Fundamentally, the argument seems to come down to "you don't have a record of what you once asked the API server to do", and that's fair enough - you don't. But that has nothing to do with imperative or declarative models.
I'm not advocating actually doing this on a day-to-day basis, but the arguments against it are not ones of imperative vs declarative.
[0] https://kubernetes.io/docs/tasks/manage-kubernetes-objects/i...
Applying a patch is "make these changes to your existing state".
That dependency on existing state is a difference, and it seems to map reasonably well to what declarative/imperative seem to usually be used to mean in this context.
2. "make these changes to your existing state" is still declarative
It isn’t though. It’s “please make the state look like this eventually”. You do not patch state, just spec. Controllers effect the changes.
That said, the parent is wrong that a full manifest is declaring the (etcd) state in a way that a (strategic merge) patch isn't--both are declaring etcd state, but a strategic merge patch is doing so in finer-grained increments. A strategic merge patch can declare zero state or many full manifests, while applying full manifests can only work in increments of complete resource manifests. But both are telling Kubernetes "this is your (etcd) state now".
You do actually have this record. First of all, because k8s has an audit log, and secondly because deployments maintain a revision history (so you can always rollback--kubectl even supports this via `kubectl rollback undo`).
Updating the manifests, pushing them to version control and having CD deploy them encourages humans to "do the right thing".
It would be quite easy though to just tweak that one environment variable though while I patch in the new image version to update that one service; until the entire cluster dies and I can't retrieve the last definition and need an equivalent cluster up within the hour.
This is really more about the practice of writing down the state you want the cluster to be in (the spec) and showing it to the cluster, than just ordering it to do one thing without context.
In this sense, Declarative Vs Imperative is just a proxy term for "do I have a record of the state I asked the cluster to keep?"
Moreover, people in this thread also don't know what "declarative" means. The patch is declarative, and "declarative" doesn't provide the claimed benefits. For example, as with the patch command, I can create, apply, and delete a Kubernetes manifest file (indeed, I can apply directly from stdin!) and there is no additional record of the change beyond that which would exist if I had just applied the patch.
I will grant you that `kubectl delete -f` breaks my argument, since it's imperatively modifying objects given a declarative manifest. Re: changes via stdin, I mean sure; you can also pipe a deployment manifest into `ex` or `sed` to make changes on the fly and then echo it back to `kubectl apply -` but I wouldn't recommend it.
Also, working in raw manifests isn't a panacea; if you delete a resource's manifest, Kubernetes won't delete its corresponding resource (maybe this is what you were referring to with your bit about `kubectl delete -f`). You need something that diffs the manifests against the current state of the world and applies the requisite patches (something like Terraform) but this isn't related to how you change image versions.
If everything is in code, and you have a reasonable branching strategy, it's much easier to control change, to rollback bad merges, to run pre-hooks like security checks and configuration validation tools, etc.
I think you're assuming that invoking kubectl means invoking it directly from a user's command line, but kubectl can also be called in a CD script.