Snowflake - Dynamic Table Masterclass & Data Pipeline

via Udemy

Udemy

4052 Courses


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Overview

Create a Complete Data Pipeline with Live Data Using Dynamic Tables - A Step-by-Step Guide for Snowflake Developers

Syllabus

    - Introduction to Snowflake Dynamic Tables -- Overview of Snowflake Dynamic Tables -- Use cases and benefits in data management -- Key differences from traditional tables - Setting Up Your Environment -- Prerequisites for Snowflake usage -- Configuring Snowflake accounts and user roles -- Using SnowSQL and Snowflake Web UI - Understanding Snowflake Dynamic Tables -- Core concepts and architecture -- Detailing declarative pipeline construction -- Working with schemas and queries - Building Dynamic Tables -- Step-by-step guide to creating dynamic tables -- SQL commands for dynamic table creation -- Understanding and implementing materialized views - Designing Declarative Data Pipelines -- Principles of declarative pipelines in Snowflake -- Streamlining development workflows -- Minimizing object requirements in pipeline construction - Hands-On Exercises -- Building a simple dynamic table -- Constructing a data pipeline with real-time data -- Debugging and optimizing pipeline performance - Advanced Topics -- Using dynamic tables for real-time analytics -- Integrating dynamic tables with ETL processes -- Best practices for dynamic tables and data governance - Performance Optimization -- Strategies for optimizing query performance -- Effective use of caching and persistence -- Monitoring dynamic table workloads - Case Studies and Applications -- Real-world examples of dynamic table deployments -- Discussion on industry-specific use cases -- Group project: Design and deploy a complex data pipeline - Assessment and Review -- Project presentations and peer review -- Course assessment quiz -- Feedback and discussion - Conclusion and Next Steps -- Recap of key learning outcomes -- Resources for continued learning and development -- Opportunities for certification and further specialization in Snowflake

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