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SkillHub ClubResearch & OpsFull StackData / AI

data-systems-architecture

Use when designing databases for data-heavy applications, making schema decisions for performance, choosing between normalization and denormalization, selecting storage/indexing strategies, planning for scale, or evaluating OLTP vs OLAP trade-offs. Also use when encountering N+1 queries, ORM issues, or concurrency problems.

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
24
Hot score
88
Updated
March 20, 2026
Overall rating
C4.6
Composite score
4.6
Best-practice grade
A88.4

Install command

npx @skill-hub/cli install ratacat-claude-skills-data-systems-architecture

Repository

ratacat/claude-skills

Skill path: skills/data-systems-architecture

Use when designing databases for data-heavy applications, making schema decisions for performance, choosing between normalization and denormalization, selecting storage/indexing strategies, planning for scale, or evaluating OLTP vs OLAP trade-offs. Also use when encountering N+1 queries, ORM issues, or concurrency problems.

Open repository

Best for

Primary workflow: Research & Ops.

Technical facets: Full Stack, Data / AI.

Target audience: Development teams looking for install-ready agent workflows..

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: ratacat.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install data-systems-architecture into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/ratacat/claude-skills before adding data-systems-architecture to shared team environments
  • Use data-systems-architecture for development workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

Favorites: 0.

Sub-skills: 0.

Aggregator: No.

data-systems-architecture | SkillHub