Blog

Articles on data normalization, API design, vibe coding, and building reliable integrations.

On Medium

• How to Make Vibe Coding Actually Work → Medium

  Use APIs for the hard parts, vibe code the glue. Why AI-generated code fails on complex problems and how to make it reliable.

• Advanced Vibe Coding, Part II: APIs All the Way Down → Medium

  Don’t let AI write the normalization layer. Go two layers deep: data APIs, then normalizer APIs. A real example combining calendar + events.

• Advanced Vibe Coding, Part III: Vibe the Glue, Not the Converter → Medium

  Use a format converter API instead of vibe-coding XML→JSON, Excel→PDF, and the rest. One pipe, many formats in and out.

On our blog

• What Is Data Normalization in APIs?

  Why schemas differ across sources, why canonical models matter, and how normalization APIs help you build reliable integrations.

• Building Data Combiners: Merging Multiple APIs Into One

  What is a data combiner? Why merging APIs is hard, how schema conflicts arise, and how normalization APIs help.

• API Payload Validation Best Practices

  Best practices for validating API request and response payloads in production systems.

• Three APIs That Keep Your JSON (and Your Sanity) On Track

  Why you need a JSON Schema Validator, Diff Checker, and Payload Consistency Checker to catch API and schema changes before they catch you.