Data Modeling

The Truth About PostgreSQL Constraints

Michael Patrick McCoy

Most developers think they understand database constraints — until PostgreSQL politely corrects them. Constraints aren’t just rules. They’re guarantees. They tell PostgreSQL what must be true at all times. And when constraints are designed well, your data stays clean and your application becomes dramatically safer!


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How to Generate Sample Data in PostgreSQL (The Easy Way)

Michael Patrick McCoy

A quick, beginner-friendly guide to generating sample data in PostgreSQL. Learn how to create thousands of rows using generate_series, random(), arrays, and timestamps — no CSVs required.


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JSONB in PostgreSQL: The Beginner’s Guide I Wish I Had

Michael Patrick McCoy

PostgreSQL’s JSONB data type gives you the flexibility of a document store while keeping all the relational superpowers you already know. But the truth is simple: most developers struggle with JSONB purely because they forget the syntax. This guide is the refresher I wish someone handed me years ago!


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JSONB Performance: What Developers Get Wrong

Michael Patrick McCoy

PostgreSQL’s JSONB type is incredibly powerful. It’s flexible, fast, and lets developers store semi-structured data without spinning up a separate document store. But here’s the truth: most JSONB performance problems come from developers treating JSONB like a magic box instead of a real data type with real indexing rules.


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PostgreSQL Locking for Humans

Michael Patrick McCoy

PostgreSQL locking feels scary — mostly because the documentation lists 15 different lock modes, half of which sound like they were named during a caffeine-fueled meeting. But here’s the truth: you only need to understand a few key concepts to debug almost every lock issue you’ll ever encounter.


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PostgreSQL Data Types You’re Probably Using Wrong

Michael Patrick McCoy

PostgreSQL gives you a huge toolbox of data types, which is great — until you accidentally pick the wrong one and end up fighting performance issues, storage problems, or subtle bugs that show up months later. In this article, we’ll go over the four data type pairs developers misuse the most, and I’ll show you the simple rules that will keep your schemas clean and your data correct.


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