CI/CD in Azure Databricks using Azure DevOps

所在平台: Udemy

课程主页: https://www.udemy.com/course/cicd-in-azure-databricks-using-azure-devops/

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课程简介

课程名称:使用 Azure DevOps 的 Azure Databricks 中的 CI/CD 课程概述:本课程开始于 CI/CD(持续集成和持续部署)的基本概念,重点探讨如何将这些实践应用于自动化将 Azure Databricks 笔记本从开发环境部署到生产环境的过程。课程将深入探讨维护干净和高效的管道工作流所需的合并技术。 接下来,我们将转向构建 CI/CD 管道所需的环境设置。本部分涵盖 Azure DevOps 与 Azure Databricks 工作区的集成,设置分支保护以确保代码安全,以及实施有效的合并策略。每个概念都配有动手演示,确保您能够在自己的项目中应用这些技术。 然后,我们深入了解持续集成(CI)过程。我将指导您设置 CI 管道,详细解释 YAML 配置文件,并演示如何自动化验证和整合代码更改。您将学习如何从头开始构建 CI/CD 管道,利用 YAML 文件简化整个过程。 在建立 CI 管道后,我们将重点关注持续部署(CD)。在这一部分,您将学习如何配置部署过程,使其能够自动将更改推送从开发环境到生产 Databricks 工作区,确保平稳且无错误的过渡。 最后,我们将解决设置生产环境权限的关键问题。您将学习如何管理访问控制,以保护您的生产环境,并确保只有授权更改才能被部署。我们将以对整个 CI/CD 管道进行全面的端到端测试来结束课程,确保所有组件无缝协作,部署过程完全可靠。 完成本课程后,您将深入理解如何为 Azure Databricks 构建、配置和管理 CI/CD 管道,并掌握可以直接应用到您项目中的实用技能。

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In this course, we begin by exploring the fundamentals of CI/CD (Continuous Integration and Continuous Deployment), focusing on how these practices can be applied to automate the deployment of Azure Databricks notebooks from development to production. We'll also delve into the merging techniques essential for maintaining a clean and efficient pipeline workflow.We then transition into the environment setup necessary for building CI/CD pipelines. This section covers the integration of Azure DevOps with the Azure Databricks workspace, setting up branch protection to safeguard your code, and implementing effective merging strategies. Each concept is accompanied by a hands-on demonstration to ensure you can apply these techniques in your own projects.Next, we dive into the Continuous Integration (CI) process. I'll guide you through the setup of the CI pipeline, explaining the YAML configuration files in detail, and demonstrating how to automate the validation and integration of your code changes. You'll learn how to build the CI/CD pipeline from scratch, using YAML files to streamline the entire process.After establishing the CI pipeline, we shift our focus to Continuous Deployment (CD). Here, you'll learn how to configure the deployment process to automatically push changes from the development environment to the production Databricks workspace, ensuring a smooth and error-free transition.Finally, we address the critical aspect of setting up permissions for the production environment. You'll learn how to manage access controls to protect your production environment and ensure that only authorized changes are deployed. We'll wrap up the course with a comprehensive end-to-end testing of the entire CI/CD pipeline, ensuring that all components work together seamlessly and that the deployment process is fully reliable.By the end of this course, you will have a deep understanding of how to build, configure, and manage CI/CD pipelines for Azure Databricks, along with practical skills that you can apply directly to your projects.

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