Snowflake - E2E Data Engineering Project (Food Delivery App)

所在平台: Udemy

课程主页: https://www.udemy.com/course/snowflake-e2e-data-engineering-project-food-delivery-app/

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课程名称:《Snowflake - E2E 数据工程项目(餐饮配送应用)》 课程概述: 欢迎参加《Snowflake - E2E 数据工程项目(餐饮配送应用)》!您准备好提升您的数据工程技能吗?这门综合课程旨在为您提供一个动手实践的端到端体验,使用 Snowflake 建立和自动化数据管道,同时探索餐饮配送应用的真实场景。 您将学习到的内容包括: 1. **问题陈述与分析**:理解数据驱动的餐饮配送平台的挑战和需求,深入探讨源系统设计和数据分析。 2. **数据流架构**:设计高效、可扩展的数据流架构。采用 Snowflake 特定的功能,如 COPY 命令、流和合并语句。 3. **数据建模**:创建事实表和维度表,采用 SCD 第二类进行历史跟踪。 4. **处理大数据集**:高效加载和处理大数据集,展示 Snowflake 的性能能力。 5. **管道自动化**:使用存储过程、任务和任务树自动化整个流程,实现无缝工作流。 6. **利用 GitHub Actions 进行数据引入**:学习如何使用 GitHub Actions 动态引入数据,以实现实时更新。 为什么选择这门课程? 这门课程弥合了理论概念和实际应用之间的差距,赋予您以下工具: - 从零开始设计健壮的数据管道。 - 利用 Snowflake 的高级特性进行数据建模、引入和处理。 - 自动化工作流程,以提高效率和可扩展性。 课程结束时,您将拥有一个完整的、适用于生产的数据显示管道,模拟真实餐饮配送业务的运作。无论您是数据爱好者、初学数据工程者,还是希望提升技能的专业人士,这门课程将为您提供宝贵的见解和实践经验,助您在数据工程领域脱颖而出。 立即报名,提升您的数据工程之旅!

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Welcome to "Snowflake - E2E Data Engineering Project (Food Delivery App)"!Are you ready to take your data engineering skills to the next level? This comprehensive course is designed to give you a hands-on, end-to-end experience with building and automating data pipelines using Snowflake, all while exploring the real-world use case of a food delivery app.What You'll Learn:1. Problem Statement & Analysis:Understand the challenges and requirements of data-driven food delivery platforms.Dive into source system design and data analysis.2. Data Flow Architecture:Design an efficient, scalable data flow architecture.Implement Snowflake-specific features like COPY commands, streams, and merge statements.3. Data Modeling:Create fact and dimension tables, including SCD Type 2 for historical tracking.4. Handling Large Data Sets:Load and process large datasets efficiently, demonstrating Snowflake's performance capabilities.5. Pipeline Automation:Automate the entire pipeline using stored procedures, tasks, and task trees for seamless workflows.6. Data Ingestion with GitHub Actions:Learn how to ingest data dynamically using GitHub Actions for real-time updates.Why Take This Course?This course bridges the gap between theoretical concepts and practical applications, giving you the tools to:Design robust data pipelines from scratch.Leverage Snowflake's advanced features for data modeling, ingestion, and processing.Automate workflows for efficiency and scalability.By the end of the course, you'll have a complete, production-ready data pipeline that mirrors the operations of a real-world food delivery business.Whether you're a data enthusiast, a budding data engineer, or an experienced professional looking to upskill, this course will provide you with valuable insights and practical expertise to excel in the world of data engineering.Enroll today and take your data engineering journey to the next level!

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