Data & Analytics

Data Modelling

Structures Built for the Questions You Haven't Asked Yet.

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Overview

What This Service Delivers

Good modelling is the difference between a warehouse that grows with your business and one that becomes a liability. Enov8s designs dimensional models, entity-relationship schemas, and data vault architectures that support current reporting needs while remaining flexible as requirements evolve.

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60%
Average query performance improvement post-modelling engagement
Scope of Service

What You Get.

Dimensional modelling (star and snowflake schemas)
Data Vault 2.0 architecture for enterprise scale
Entity-relationship design and normalisation
dbt semantic layer and metrics definitions
Slowly changing dimension (SCD) strategy
Schema documentation and data dictionary delivery
Performance optimisation and clustering strategy
Our Process

How We Deliver.

01

Requirements Gathering

Workshop with your analytics team. What questions need answering? Who are the consumers? What is the grain?

Days 1–2
02

Model Design

Draft entity diagram, dimensional model proposal, and agreed naming conventions for review.

Days 3–5
03

Implementation

Model built in dbt or native SQL, full test coverage, documentation auto-generated.

Weeks 2–4
04

BI Layer Sign-off

Validated against your BI tool. Queries run at expected performance. Handover complete.

Final
Technology

Tools & Stack.

dbt Snowflake BigQuery Redshift Looker Power BI Tableau Python
Social Proof

What Clients Say.

"The semantic layer Enov8s designed saved our analytics team weeks of work every quarter. Metrics are consistent across every dashboard now."

DL
Data Lead
UK Financial Services Group (NDA)
FAQ

Common Questions.

What if our data is messy?+
Most is. We begin with a data profiling phase that identifies quality issues before they are baked into the model.
Do you use dbt exclusively?+
No. We use the right tool for the warehouse. dbt is our default transformation layer, but we also work in native Snowflake, BigQuery, and raw SQL.

Ready to Get Started with Data Modelling?

Tell us what you need. We'll show you exactly how Enov8s delivers — with the right team, the right model, and a timeline that works for you.

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