Google Cloud Platform (GCP)
Google Cloud Platform (GCP) offers a wide range of features and tools for DevOps and MLOps (Machine Learning Operations) to help organizations build, deploy, and manage applications and machine learning models efficiently.
Google Cloud Build
Cloud Build is a fully managed CI/CD platform that automates the build, test, and deployment of applications. It integrates with popular source code repositories and supports Docker containers.
Google Kubernetes Engine (GKE)
GKE is a managed Kubernetes service that simplifies the deployment, scaling, and management of containerized applications. It supports DevOps practices for container orchestration.
Google Cloud Debugger
Debugger allows you to inspect and debug applications running in production without impacting performance. It supports debugging for multiple programming languages.
Google AI Platform
AI Platform provides tools for building, training, and deploying machine learning models. It supports MLOps practices, including model versioning and monitoring.
Serverless Computing
Google Cloud Functions for Firebase offers serverless computing capabilities, meaning you can focus solely on writing code for your application's functions without worrying about server provisioning or management.
FAQs
What is Google Cloud DevOps?
Google Cloud DevOps refers to the adoption of DevOps practices and tools on the Google Cloud Platform (GCP). It involves using GCP services to automate and streamline software development and operations.
Which GCP services are commonly used for DevOps?
Common GCP services used in DevOps include Google Cloud Build, Google Cloud Deployment Manager, Google Kubernetes Engine (GKE), and Google Cloud Functions.
What is Google Cloud Build, and how does it work?
Google Cloud Build is a managed CI/CD platform that automatically builds, tests, and deploys code changes. It integrates with version control systems like Git.
How does GCP support containerization and orchestration for DevOps?
GCP provides services like Google Kubernetes Engine (GKE) for container orchestration and Google Container Registry for hosting container images.
What is Vertex AI on GCP, and how does it relate to MLOps?
Vertex AI is Google Cloud’s machine learning platform. It supports MLOps by offering tools for model development, training, deployment, and monitoring.
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