Data Engineering with Snowlake

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About Course

This course introduces the core concepts and practical skills required to build modern data pipelines using Snowflake. Students will learn how data engineers ingest, transform, model, and prepare data for analytics in cloud data platforms. Through hands-on labs and a real project workflow, participants will gain experience working with datasets, building transformations, designing schemas, and understanding how data moves from raw sources to analytics-ready structures.

What you will learn:

  • Set up and work with a Snowflake data engineering environment

  • Understand core data engineering concepts and Snowflake architecture

  • Explore and analyse a real-world project dataset

  • Build data transformations using SQL

  • Design data models for analytics

  • Apply schema design and normalization concepts

  • Understand how engineering work moves from classroom projects to workplace pipelines

  • Learn production considerations and data pipeline thinking

  • Build a simple analytics layer from engineered datasets

  • Complete a final project implementing an end-to-end Snowflake workflow

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What Will You Learn?

  • Understand Snowflake architecture and how modern cloud data platforms work
  • Set up and manage a Snowflake environment for data engineering workflows
  • Ingest and explore datasets using SQL and Snowflake tools
  • Build data transformations to convert raw data into structured datasets
  • Design normalized schemas and analytical data models
  • Implement data engineering best practices used in production environments
  • Prepare analytics-ready datasets for BI tools and analytics applications
  • Understand how data engineering pipelines support business reporting and analytics
  • Work with GitHub for project collaboration and assignment submissions
  • Complete an end-to-end Snowflake data engineering project

Course Content

Lab Setup

  • Python and Jupyter
  • Snowflake Trial
  • GitHub Setup for Course Content and Assignment Submissions

Introduction to Data Engineering & Snowflake

Project Exploration

Transformations

From classroom to workplace

Next Steps in Production

Modelling

Snowflake Schema + Normalisation

Data Platform Internals & Performance Diagnostics

Analytics App

Final Assignment

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