---
title: "Data Modeling – The Unsung Hero of Data Engineering: Modeling Approaches and Techniques (Part 2)"
url: https://daily.dev/posts/data-modeling-the-unsung-hero-of-data-engineering-modeling-approaches-and-techniques-part-2--gsh5q7rfr
source_url: https://www.ssp.sh/blog/data-modeling-for-data-engineering-approaches-techniques/
type: article
source: "Data Engineering Blog"
published: 2025-07-15T15:15:33.921Z
updated: 2025-07-15T15:15:58.778Z
tags: ["data-engineering", "data-warehouse"]
reading_time: 15
upvotes: 2
comments: 0
language: en
---

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# Data Modeling – The Unsung Hero of Data Engineering: Modeling Approaches and Techniques (Part 2)

**[Data Engineering Blog](https://daily.dev/sources/ssp)** · 15 min read · 2 upvotes · 0 comments

## Summary

Explores various data modeling approaches including top-down and bottom-up methodologies, moving from conceptual to logical to physical models. Covers key techniques like dimensional modeling with star and snowflake schemas, Data Vault modeling for handling big data and changing requirements, Anchor modeling for schema flexibility, bitemporal modeling for historical data tracking, and Entity-Centric Data Modeling. Discusses common data modeling problems such as embedded business rules, incorrect entity identification, system interface complexity, and lack of data standardization.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://www.ssp.sh/blog/data-modeling-for-data-engineering-approaches-techniques/>

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---

Tags: [#data-engineering](https://daily.dev/tags/data-engineering), [#data-warehouse](https://daily.dev/tags/data-warehouse)

[View this post on daily.dev](https://daily.dev/posts/data-modeling-the-unsung-hero-of-data-engineering-modeling-approaches-and-techniques-part-2--gsh5q7rfr)