Skip to main content
← The Owens Vibe Coding & Development Institute

Data & Databases

Where everything your app knows lives.

Model data properly, write real SQL, design schemas that don't rot, index for speed, use transactions to stay correct, and migrate without losing a byte. The layer every serious app stands on.

For:Anyone whose app needs to remember things.Outcome:Design, query, index, and safely evolve a real database.

Lessons

  1. Data Modeling: Think Before You Store

    Think before you store: model entities and relationships so your data makes sense.

  2. Relational Databases & SQL

    Tables, rows, and SQL — the language you use to ask your data questions.

  3. SQL, Deeper

    JOINs, aggregations, GROUP BY, and subqueries — SQL that answers real questions.

  4. Normalization & Schema Design

    Design schemas that don't rot: avoid duplication, anomalies, and regret.

  5. Indexes & Query Performance

    Why your app gets slow — indexes, query plans, and the infamous N+1 problem.

  6. Transactions, Consistency & Race Conditions

    All-or-nothing operations, ACID, and the race conditions that corrupt data.

  7. Migrations: Evolving a Schema Safely

    Evolve a live schema without losing data, using versioned migrations.

  8. Relationships in Practice

    One-to-many, many-to-many, foreign keys — wiring entities together correctly.

  9. NoSQL & When to Use It

    Document and key-value stores: what they're good at, and when SQL still wins.

  10. Caching & Cache Invalidation

    Make reads fast with caching — and survive the hardest problem: invalidation.

  11. Search: When LIKE Isn't Enough

    When LIKE isn't enough: real full-text search that finds what users actually mean.

  12. Backups, Restores & Data Safety

    Backups, restores, and the day your database is the only thing that matters.

  13. Capstone: Design & Build a Real Data Layer

    Design and build a real data layer: schema, migrations, indexes, seed, and a tuned query.

🏛️ Build It Right, Or Don't Build It At All.