Data Quality Monitor Designer
Design data-quality monitoring for production pipelines and stores — checks across the six dimensions (freshness, completeness/volume, uniqueness, validity, consistency/referential integrity, distribution drift), placed at the right pipeline stage (ingest, transform, serving), each with severity, an owner, and a failure action (block, quarantine to a reviewable location, or alert-and-pass — never silent auto-fix), plus per-dataset quality SLAs and incident routing. Produces the monitor spec and quarantine policy as design; alert/dashboard wiring is observability-operator and user-journey SLO targets stay with slo-reliability-architect. Use when bad, stale, or missing data keeps reaching users or models, when a warehouse/pipeline needs quality gates, or when nobody can say whether a dataset is trustworthy. Do NOT use for TEST data design (test-data-architect), system telemetry (observability-operator), or LLM output shape (structured-output-validator).
Security AStatic scan found no risk patternsHow grading works ›
What this skill does
Data Quality Monitor Designer is a community-contributed Claude Code skill in the ux-research sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/data-quality-monitor-designer/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when bad, stale, or missing data keeps reaching users or models, when a warehouse/pipeline needs quality gates, or when nobody can say whether a dataset is trustworthy. Do NOT use for TEST data design (test-data-architect), system telemetry (observability-operator), or LLM output shape (structured-output-validator).
Who uses this skill
The Data Quality Monitor Designer Claude Code skill is built for product managers, product designers, and cross-functional teams planning, shipping, and measuring product features. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 153,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
How to install
Free
Manual install (2 steps)
mkdir -p ~/.claude/skills/data-quality-monitor-designer
curl -L https://claudskills.com/skills/data-quality-monitor-designer/SKILL.md \
-o ~/.claude/skills/data-quality-monitor-designer/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/data-quality-monitor-designer/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/data-quality-monitor-designer/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\data-quality-monitor-designer\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Telegram
📱 Install from your phone or desktop Telegram
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
Pro
One-click install via the desktop app
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
Pro
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Frequently asked questions
How do I install the Data Quality Monitor Designer Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/data-quality-monitor-designer/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the Data Quality Monitor Designer skill do?
Design data-quality monitoring for production pipelines and stores — checks across the six dimensions (freshness, completeness/volume, uniqueness, validity, consistency/referential integrity, distribution drift), placed at the right pipeline stage (ingest, transform, serving), each with severity, an owner, and a failure action (block, quarantine to a reviewable location, or alert-and-pass — never silent auto-fix), plus per-dataset quality SLAs and incident routing. Produces the monitor spec and quarantine policy as design; alert/dashboard wiring is observability-operator and user-journey SLO targets stay with slo-reliability-architect. Use when bad, stale, or missing data keeps reaching users or models, when a warehouse/pipeline needs quality gates, or when nobody can say whether a dataset is trustworthy. Do NOT use for TEST data design (test-data-architect), system telemetry (observability-operator), or LLM output shape (structured-output-validator).
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Data Quality Monitor Designer skill?
Use Data Quality Monitor Designer when your Claude Code task falls under the Product category — specifically in the ux research area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Data Quality Monitor Designer" or describe the task and let Claude pick). Browse related skills at
/category/product/.
What is a Claude Code skill and how does the Data Quality Monitor Designer skill fit in?
A Claude Code skill is a
SKILL.md file that lives under
~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Data Quality Monitor Designer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Product category. Learn more at
/learn/what-is-a-claude-skill/.
Attribution & license
Cite this skill
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
nguyenpv1980-wq. (2026). Data Quality Monitor Designer [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/data-quality-monitor-designer/
BibTeX
@misc{data-quality-monitor-designer-2026,
author = {nguyenpv1980-wq},
title = {Data Quality Monitor Designer [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/data-quality-monitor-designer/}
}Embed this skill
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Security scan
Grade A · scanned 2026-07-18 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
- ✓ Prompt injection
- ✓ Data exfiltration
- ✓ Supply chain
- ✓ Reverse shell
- ✓ Credentials
- ✓ Execution
- ✓ Filesystem
- ✓ Persistence
- ✓ Obfuscation
- ✓ Network
Show this grade on your repo (click to copy):
[](https://claudskills.com/skills/data-quality-monitor-designer/#security)
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