AI, Data & Intelligence
Master Data Management
Centralizing master enterprise entities (customer, product, vendor) into single, authoritative Golden Records.
Capability overview
What master data management involves
Master Data Management (MDM) creates a single, authoritative 'Golden Record' for critical shared enterprise entities across your organization. We design MDM solutions for customer data, product catalogs, vendor records and asset registries.
We implement advanced entity resolution algorithms, probabilistic fuzzy matching, record deduplication and data stewardship workflows.
Our MDM solutions eliminate duplicate customer profiles and inconsistent product codes, providing a reliable Customer 360 foundation across enterprise platforms.
Throughout the master data management engagement, our engineering team works alongside your internal stakeholders to establish custom operational workflows, clear delivery milestones and automated validation gates. We focus on golden record architecture and entity resolution & fuzzy matching, ensuring that every component is documented, secure and aligned with your broader technology strategy. Furthermore, we establish continuous telemetry monitoring and iterative optimization roadmaps specifically tailored for your master data management infrastructure and customer 360 data hubs requirements.
What is included
What the engagement covers
Golden Record Architecture
Designing master entity data models, survival rules and unique global identifier (GUID) systems.
Entity Resolution & Fuzzy Matching
Deploying probabilistic matching algorithms (record linkage, Levenshtein, Jaro-Winkler) to merge duplicate records.
Customer 360 Data Hubs
Consolidating customer interaction histories across CRM, billing, web analytics and support into single master profiles.
Data Stewardship Workflow Setup
Building UI portals where data stewards can manually review and resolve low-confidence entity match candidates.
How we work
How we deliver master data management
Master Data Discovery
Auditing duplicate entity profiles, inconsistent formats and missing attributes across enterprise databases.
MDM Architecture Blueprint
Drafting master entity schemas, matching rules, source system priority rules and GUID assignment logic.
Entity Resolution Engineering
Writing high-speed deterministic and probabilistic matching pipelines in Python or MDM software platforms.
Master Hub Synchronization
Configuring bi-directional data sync pipelines publishing updated Golden Records back to operational systems.
Stewardship Portal Setup
Deploying data stewardship dashboards for exception management and ongoing master record governance.
Related capabilities
Related capabilities in Data Engineering & Platforms
Metadata Management
Centralized metadata indexing, business glossaries, technical metadata extraction and automated data discovery platforms.
Cloud Data Platforms
End-to-end cloud data platform engineering, serverless data architectures, cloud data migrations and infrastructure automation.
Data Strategy
Enterprise data strategy, governance frameworks, data architecture roadmaps and modern data platform planning.
Data Architecture
Designing scalable cloud data architectures, data lakehouses, data mesh structures and enterprise data models.
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Questions & answers
Questions about Master Data Management
Cannot find what you need? Our team responds to technical and commercial questions within one business day.
Ask a questionA Golden Record is a single, accurate, consolidated master record compiled by combining the best data attributes from multiple source systems.
MDM projects are quoted as a fixed-fee implementation deliverable based on entity count, source database count and matching complexity.
Deterministic matching requires exact field matches (e.g. Tax ID), while probabilistic matching uses statistical algorithms to match records with slight typos or format variations.
Next step
Discuss master data management with Acmez
Share what you need to change, build, integrate or support. We will map the practical next step.