SQL Analysis · Chapter 9 of 10

Data Modeling and Normalization

Design PostgreSQL tables with keys and constraints that reduce duplication and preserve data quality.

Why this chapter matters

Solid schema design prevents update anomalies and makes analytics easier to trust over time.

What you will learn

  • Define primary keys, foreign keys, and essential constraints.
  • Apply normalization principles to reduce redundant storage.
  • Balance normalized design with query readability and performance.

Lessons in this chapter

  1. Relational modeling basicsModel entities and relationships with clear table boundaries. Read the full guide →
  2. Normal forms in practiceUse practical first, second, and third normal form checks.
  3. Constraints as guardrailsEnforce invariants with NOT NULL, UNIQUE, CHECK, and foreign keys in PostgreSQL.
  4. Schema choices and analyticsEvaluate how modeling decisions affect downstream query complexity.

Study task

Redesign a denormalized PostgreSQL orders sheet into customer, order, and order_item tables with keys and constraints.

Chapter checkpoint

Why is a foreign key useful in PostgreSQL table design?

A foreign key enforces referential integrity so related records cannot drift into invalid states.