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Custom object

A Kubernetes custom object is an API object whose resource type and schema are defined by a custom resource definition or another extension mechanism.

How 2 Manning books explain it

Acing the Certified Kubernetes Administrator Exam, Second Edition

A custom resource is a Kubernetes API resource instance representing domain-specific state defined by a custom resource definition.

How it is used
Operates domain-specific state through Kubernetes APIs and lets an operator reconcile application behavior from declarative objects.
How deep it goes
Explains the CR-versus-CRD distinction, manifest fields, operator interaction, and kubectl verification, without descending into controller implementation.
Examples
Uses a CloudNativePG Cluster object with one instance and 1Gi storage, then checks cluster status, description, and pod readiness.
What you can do after
Operate/configure a custom resource with YAML and kubectl, then verify reconciliation through resource status, descriptions, and pods.

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Distributed Machine Learning Patterns

A Kubernetes custom resource is an API object of a user-defined resource type that extends the Kubernetes API.

How it is used
Deploys Kubernetes-native abstractions for distributed or nondistributed machine-learning jobs.
How deep it goes
Explains registration, kubectl access, and controller processing, but stops short of controller implementation details.
Examples
Uses a TFJob definition with two workers, TensorFlow containers, restart behavior, kubectl submission, and resulting worker Pods.
What you can do after
Operate/configure custom objects with kubectl and delegate workload reconciliation to a Kubernetes controller.

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Related concepts

These guides are generated from the text of Manning books by Manning's knowledge graph and link to the sections they draw on. The full books are available on liveBook and at manning.com.