des-provero-validation

Convert DES quality expectations into executable Provero validation suites with evidence outputs.

2|Updated May 20, 2026
One-click install
npx skills add https://github.com/DKSang/DES-SKILL --skill des-provero-validation
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: des-provero-validation
Source: https://github.com/DKSang/DES-SKILL/tree/main/skills-stack/des-provero-validation
Command: npx skills add https://github.com/DKSang/DES-SKILL --skill des-provero-validation

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

DES quality expectations often stay as intent rather than becoming executable, repeatable validation evidence that gates project phases and drives done decisions.

Core Features & Use Cases

  • Executable Provero check suites: Convert DES expectations (source profiling, Bronze/Silver/Gold validation, contract/SLA checks, and monitoring) into a Provero configuration that can be run and reported.
  • Evidence packs for phase gates: Produce structured outputs for suite planning, evidence collection, historical baselines, anomaly detection, and Done Gate recommendations.
  • Workflow integration: Support CI-style validation and scheduled validation using Airflow, including evidence and alerting expectations.
  • dbt interoperability decisions: Decide when model-level checks should be exported to dbt versus staying as Provero validations.

Quick Start

Use des-provero-validation to design and run a Provero check suite for your Bronze/Silver/Gold dataset, then collect the evidence artifact for the matching DES phase.

Frequently Asked Questions about des-provero-validation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I convert data quality expectations into executable validation suites?

To convert data quality expectations into executable validation suites, you define a declarative provero.yaml configuration that maps DES expectations into Provero checks, generating structured evidence for phase-gate decisions.

How does Provero validation generate evidence for phase-gate decisions?

Provero validation generates evidence for phase-gate decisions by running configured check suites that produce structured outputs, including reports, historical baselines, anomaly detection, and contract diff artifacts for Done Gate recommendations.

Can I schedule data quality checks and alerts using Airflow integration?

Yes, you can schedule data quality checks and alerts using Airflow integration to run CI-style validation workflows, executing Provero suites and collecting evidence artifacts on a recurring basis.

What's the best way to validate Bronze, Silver, and Gold dataset layers?

Validating Bronze, Silver, and Gold dataset layers requires applying Provero validation suites with explicit severity mapping across info, warning, critical, and blocker levels to gate data pipeline phases.

Do I need a provero.yaml file to run contract diff and anomaly monitoring?

Yes, you need a declarative provero.yaml file to run contract diff and anomaly monitoring, along with correct connector access to data sources like DuckDB or PostgreSQL to generate evidence artifacts.

When should dbt model checks stay as Provero validations instead of being exported?

dbt model checks should stay as Provero validations when you require phase-gate evidence packs and historical baselines, whereas exporting to dbt suits model-level transformations within the pipeline.