Master Data Management (MDM)
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Master Data Management (MDM)

Unlocking the Value of Master Data Management

Without a unified approach to core business entities, data becomes duplicated and difficult to trust across CRM, ERP, and cloud applications. Master Data Management (MDM) provides the structure to create a single, authoritative view of critical data. By harmonizing definitions and resolving duplicates, SaqSam’s MDM services reduce complexity and improve the reliability of enterprise operations.

A Unified View for Operational Efficiency

MDM improves how the business operates by establishing a shared understanding. SaqSam helps clients:

Create authoritative golden records across key data domains
Eliminate duplicates and inconsistencies across applications
Establish standardized naming conventions and hierarchies
Improve reporting accuracy and operational efficiency
Enable cross-system synchronization and seamless data sharing
Support AI and analytics with clean, unified master data
Modern Architecture

MDM Key Features & Capabilities

Golden Record Creation & Survivorship

Rules for resolving conflicting records based on source reliability, recency, and attribute-level confidence scoring.

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Data Harmonization & Standardization

Unifying data through standard code sets, attribute normalization, and duplicate detection/merging.

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Hierarchy Management & Modeling

Designing canonical models and hierarchical structures for complex entities like products, locations, and organizations.

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Cross-System Synchronization

Propagation of master data across ERP, CRM, and cloud platforms using APIs, ETL/ELT, and event-driven patterns.

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Workflow & Stewardship Integration

Establishing workflows for data creation, approval, and exception handling integrated with broader governance.

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MDM for AI & Analytics

Ensuring AI models rely on standardized, unbiased inputs supported by clear entity-level consistency.

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MDM Methodology

01

01Discover & Profile

Identify source systems and analyze master data fragmentation.

02

02Define & Model

Design canonical models, match/merge rules, and survivorship logic.

03

03Implement & Sync

Deploy MDM platform and integrate with enterprise systems.

04

04Govern & Stewardship

Establish stewardship workflows for ongoing maintenance.

MDM Accelerators & Frameworks

MDM Rapid Deployment Blueprint

Accelerates setup of domain models and match/merge rules

Golden Record Rule Library

Attribute-level survivorship and standardization patterns

Domain Modeling Toolkit

Taxonomy templates and semantic alignment guides

Hierarchy Design Templates

Frameworks for product, customer, and organizational hierarchies

MDM Integration Framework

API and ETL patterns for syncing master data