1. Welcome
4. 1. Resources
5. 1. 1.1. Checklists
   2. 1.2. Use Case Suggestions
   3. 1. 1.2.1. NOSQL Or Relational
   4. 1.3. Useful Links
6. 2. Orientation
7. 1. 2.1. CoP Data
   2. 2.2. New to the Water Industry?
8. 3. Consulting Basics
9. 1. 3.1. Roles & Responsibilities
   2. 3.2. Scrum & Agile
10. 4. Our Tech Stack and Learning Pathways
11. 1. 4.1. Tech Stack
    2. 4.2. Learning Pathways
    3. 4.3. Getting Started with Git
12. 5. Architectural Patterns
13. 1. 5.1. Concepts
    2. 5.2. Data Modelling
    3. 5.3. ETL Patterns
14. 6. Case Studies
15. 7. Playbooks
16. 1. 7.1. DocGen
    2. 1. 7.1.1. Example output
17. 8. Advanced Techniques
18. 1. 8.1. Data Pipeline Best Practices
    2. 8.2. Pandas or Polars
19. 9. Documentation
20. 1. 9.1. Mermaid
    2. 9.2. SQL Alchemy
    3. 9.3. SQL Temporary Tables
21. 10. aiimi Style Guide
22. 1. 10.1. SQL Style Guide
    2. 10.2. Pyspark Style Guide
25. How to Contribute