Building ETL Pipelines with SQL - Mandarin Chinese
本课程讲授如何在 Databricks Data Intelligence Platform 上使用纯 SQL 构建生产就绪的 ETL 管道。学员将学习以下内容:使用 Auto Loader 的流式处理表(用于增量摄取)、具有增量 刷新 功能的物化视图(用于白银到黄金的转换)、AUTO CDC(FLOW AUTO CDC)(用于声明式 SCD Type 1 和 Type 2 维度管理),以及 Apache Spark Declarative Pipelines(SDP)——将上述对象组合成具有数据质量期望、PRIVATE 表和统一监控功能的生产多表管道。本课程以一个真实的零售数据集为例,贯穿金银铜架构(铜 → 白银 → 黄金)的完整流程。使用 Lakeflow Jobs 进行编排作为附加模块提供。
注意:Databricks Academy 正在将 Databricks 环境中的课堂课程转为基于 notebook 的形式,并停止在讲座中使用幻灯片。您可以在 Vocareum 实验环境中访问课程 notebook。
本课程的内容面向具备以下技能、知识和能力的学员:
• 导航 Databricks 工作区(侧边栏、Catalog Explorer、SQL Editor)
• Unity Catalog 基础知识(目录、模式、表、卷)
• 中级 SQL(SELECT、JOIN、GROUP BY、CAST、COALESCE、CREATE TABLE)
• 数据仓库概念(事实表/维度表、星型模式、金银铜架构)
• 对 ETL 工作流的基本了解
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