Robust Data Governance

Establish comprehensive governance practices to ensure data quality, security, and compliance

Data governance is the foundation of a successful data strategy. It encompasses the policies, processes, and standards that ensure data is managed as a valuable asset across your organization.

Data Governance Zachman

Enterprise data governance framework mapping business objectives to implementation

Why (Business Driven)What (Business Capabilities)How (Key Project)Where (Location)Who (People)When (Timeline)
Contextual
Motivation
What does it matter?
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Conceptual
Business Enablement
What is the rule?
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Logical
Rules
How smart should the system be?
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Physical
Where rule is implemented
Which tools do we use?
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Assembly
Design Principles & Standards
How to ensure the quality?
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Operation
Business Outcomes & KPIs
How to measure the success?
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Governance Framework

Data Quality

Ensure accuracy, completeness, consistency, and timeliness of your data

Master Data Management

Create a single source of truth for critical business entities

Data Catalog

Discover, understand, and govern data assets across the organization

Data Observability

Monitor data pipelines, detect anomalies, and ensure data reliability

FinOps for Data

Optimize cloud data infrastructure costs while maintaining performance

Data Policy

Establish and enforce comprehensive data policies for compliance and protection

Why Data Governance Matters

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Improved Decision Making

Trust your data for critical business decisions

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Regulatory Compliance

Meet GDPR, CCPA, and industry regulations

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Operational Efficiency

Reduce time spent on data issues

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Cost Reduction

Minimize data-related errors and rework