Module 3: Walkthrough – SQL Performance Optimizations – Analytics Engineering

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Analytics Engineering

Grades

Resources

Course Introduction

Module 1: Intro Video
Module 1: Lesson

Module 2: Intro Video
Module 2: Lesson
Interactive Lesson: Data Architecture Challenge
Interactive Lesson: Data Detective Challenge

Module 2: Homework - BigQuery Data Structures

Module 2: Homework - Fivetran Snowflake ELT

Module 3: Intro Video
Module 3: Lesson
Module 3: Walkthrough - SQL SELECT / DISTINCT
Module 3: Walkthrough - SQL Filtering / WHERE
Module 3: Walkthrough - SQL ORDER BY / LIMIT
Module 3: Walkthrough - SQL Aggregations
Module 3: Walkthrough - SQL Filtering & Pattern Matching
Module 3: Walkthrough - SQL HAVING
Module 3: Walkthrough - SQL Inner Joins
Module 3: Walkthrough - SQL Left Joins
Module 3: Walkthrough - SQL Multi-Table Joins
Module 3: Walkthrough - SQL Subqueries
Module 3: Walkthrough - SQL Case Statements
Module 3: Walkthrough - SQL String Functions
Module 3: Walkthrough - SQL Set Operators
Module 3: Walkthrough - SQL Date & Time Functions
Module 3: Walkthrough - SQL Numeric and Scalar Functions
Module 3: Walkthrough - SQL Window Functions
Module 3: Walkthrough - SQL CTEs
Module 3: Walkthrough - SQL Performance Optimizations
Module 3: Walkthrough - SQL Styling and Formatting
Module 3: Walkthrough - SQL Interview Questions & Tips
Interactive Lesson: SQL Rescue Quest
Interactive Lesson: Advanced SQL Space Station

Module 4: Intro Video
Module 4: Lesson
Interactive Lesson: Data Modeling
Interactive Lesson: Normalization Ride Share
Interactive Lesson: Slowly Changing Dimensions

Module 4: Homework - CityBike Data Modeling

Module 5: Intro Video
Module 5: Lesson
Interactive Exercise: Github Workflows
Interactive Exercise: dbt Incremental Materialization

Module 6: Intro Video
Module 6: Lesson
Interactive Lesson: Anomaly Detection Bollinger Bands
Interactive Lesson: Data Quality Investigation
Interactive Lesson: Great Expectations
Interactive Lesson: dbt Testing

Module 7: Intro Video
Module 7: Lesson
Module 7: Walkthrough - Python, Airflow, Orchestration
Interactive Lesson: Python Food Delivery

Module 8: Intro Video
Module 8: Lesson
Interactive Lesson: Dashboard Design Simulator

Module 8: Homework - Looker Studio Marketing Sales and Spend

ChatGPT Intro
ChatGPT Projects
Create your own GPT
Claude for Coding
Cursor for AI Agent Automation
Interactive Lesson: AI Tools for Analytics Engineering

Capstone Intro
Google Account Creation
Github Repo Creation
Google Cloud (BigQuery) & Service Account
dbt Cloud Initial Setup
dbt Cloud Github Connection
dbt Project Initialization
dbt Project & Packages yml
dbt Seed Files pt 1/2
dbt Seed Files pt 2/2
dbt Macros
Staging Orders
Staging Order Items
Staging Customers
Staging Adspend
dbt Snapshots SCD2
Intermediate Order Items Enriched
Intermediate ROAS
Mart ROAS
Mart Order Item Customers
Dim Customers

Module 3: Walkthrough – SQL Performance Optimizations

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