Introduction
What is Data Quality Sense?
Section titled “What is Data Quality Sense?”Data Quality Sense (DQS) is a Salesforce-native managed package for monitoring, measuring, and improving the quality of your CRM data. It runs entirely within your Salesforce org — no external integrations, no data leaving your environment.
The standard Salesforce platform doesn’t provide built-in tools for measuring data quality at scale. DQS fills this gap with automated scanning, configurable quality dimensions, and rich analytics.
Core Components
Section titled “Core Components”DQS Builder
Section titled “DQS Builder”A multi-step wizard for creating scan configurations. Select objects, pick fields, choose quality dimensions, and set thresholds — all through a guided UI.
Insight Studio
Section titled “Insight Studio”Dashboards and analytics for scan results. Scores, trends, field health matrices, scan comparison, CSV exports, and AI-powered recommendations.
Processing Engine
Section titled “Processing Engine”Automated batch scanning with flexible scheduling, data retention policies, error management, and platform event notifications.
Quality Dimensions
Section titled “Quality Dimensions”DQS evaluates data across 6 quality dimensions:
| Dimension | What It Measures |
|---|---|
| Completeness | Are fields populated? |
| Validity | Do values match expected formats? |
| Uniqueness | Are there duplicate values? |
| Timeliness | Is data up to date? |
| Consistency | Are related fields logically consistent? |
| PII Detection | Is personal data properly handled? |
Each dimension can be configured globally or overridden per field, with configurable thresholds and scoring.
Key Features
Section titled “Key Features”- 100% Salesforce-native — no external dependencies or callouts
- Any SObject — scan standard and custom objects
- Automated scheduling — CRON-based recurring scans
- Data retention — configurable auto-purge of old results
- CSV export — download violation details for any dimension
- Error management — dedicated console for monitoring scan issues
- Managed package — installs cleanly with
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