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DQ GuardianiconData Quality & Rules Engine

Scale your enterprise data without compromise.

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problem

Problem

Teams define data quality rules across multiple systems, treat profiling as an afterthought, and rely on manual reconciliation, leading to inconsistencies and errors. As a result, data teams spend up to 80% of their time firefighting quality issues instead of focusing on strategic initiatives.

purpose

Purpose

Features

Prebuilt Rules (100+)

Covers accuracy, completeness, consistency, uniqueness.

AI Rule Co-Pilot

Create rules via natural language or SQL.

Data Profiling

Stats, trends, anomaly detection.

DQ Lifecycle

Track issues end-to-end with root cause and trends.

Alerts

Threshold, anomaly, and SLA-based alerts across Slack, Teams, email, Jira, ServiceNow.

Scorecards

Unified quality scores with trends for business visibility.

Quarantine Access

Direct access to failed records in Databricks.

Domain-Aware Quality Governance

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Align data quality with business domains like Finance, Supply Chain, Customer, and Operations

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Assign clear domain ownership to datasets and pipelines

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Apply domain-specific validation rules and thresholds

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Track quality performance using domain-level scorecards

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Route issues automatically to the responsible domain teams

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Monitor and enforce domain-specific SLAs

Impact

How DQ Guardian Works?

Use Cases

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The Challenge

During cloud migrations (on-prem to platforms like Databricks or Snowflake), organizations must verify data integrity across millions or billions of records with zero tolerance for data loss or corruption.

solution

Solution:

With Eagle Eye IQ’s DQ Guardian, teams run automated pre-migration and post-migration validation checks that compare row counts, schema integrity, null distributions, and statistical data profiles across source and target systems.

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Outcome:

Eagle Eye IQ enables 100% migration confidence by replacing weeks of manual spot-checking with automated, scalable validation across entire datasets.

Eagle Eye IQ enables 100% migration confidence by replacing weeks of m...