Big Data Tech Team
Big Data Tech Team
Jan 25, 2026 · Databases

Unlocking Data Consistency: The Essential Guide to Data Modeling Stages

This article explains why many enterprises suffer from mismatched "Customer ID" fields, clarifies the distinction between data modeling (the process) and a data model (the result), and walks through conceptual, logical, and physical modeling as well as three common modeling approaches—normative, dimensional, and entity—highlighting their purposes, steps, and trade‑offs.

conceptual modelingdatabase designdimensional modeling
0 likes · 12 min read
Unlocking Data Consistency: The Essential Guide to Data Modeling Stages
Big Data Tech Team
Big Data Tech Team
Oct 29, 2025 · Fundamentals

Why Unified Data Modeling Matters: From Conceptual Design to Physical Implementation

The article explains how inconsistent "customer ID" fields across systems stem from a lack of unified data models, defines the difference between data modeling and data models, outlines three modeling stages, and compares three major modeling approaches—normative, dimensional, and entity—highlighting their purposes, processes, and trade‑offs.

conceptual modelingdata governancedatabase design
0 likes · 12 min read
Why Unified Data Modeling Matters: From Conceptual Design to Physical Implementation