Title: Data Warehouse
Author: Kriko
Published: May 23, 2023
Last modified: Jul 11, 2026

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# Data Warehouse

A **data warehouse**, commonly abbreviated as DWH, is a data management system that
brings information from different sources together for analysis and reporting. Companies
and institutions can use data warehouses to evaluate information from areas such
as sales, finance, operations and customer relationship management within a shared
structure. This helps organisations assess historical performance, understand current
conditions and make more informed decisions. Data warehouses are widely used in 
business intelligence, reporting and strategic analysis processes.

Information from databases, operational systems, applications and external sources
is combined within a data warehouse according to defined rules. Before the information
becomes suitable for analysis, it may be cleansed, transformed and standardised.
Data held in different formats across separate systems can therefore be converted
into a more consistent structure. This reduces the risk of the same metric being
calculated differently across departments.

One of the main advantages of a data warehouse is its ability to store long-term
historical information. Operational systems are designed to manage daily transactions,
while data warehouses are structured primarily for analysis, comparison and reporting.
Current and historical information can be evaluated together, making period-based
changes easier to examine. For example, a company may compare sales performance,
customer behaviour or inventory movements over the last five years through its data
warehouse.

Data warehouses can be used in industries such as banking, retail, insurance, manufacturing,
energy, public services and e-commerce. They can support risk analysis, customer
segmentation, financial reporting, campaign performance measurement and operational
efficiency analysis. Organisations may build their own data warehouse infrastructure
or use cloud-based data warehouse services. Cloud solutions can offer scalability
and faster deployment, but security, cost and data governance requirements must 
be evaluated carefully.

A data warehouse architecture is commonly described through three main layers. In
the lower layer, information from source systems is collected, cleaned and transferred
into the target structure through ETL or ELT processes. In the middle layer, data
is stored, modelled and prepared for analysis. In the upper layer, users access 
the information through reporting tools, business intelligence platforms and query
interfaces.

Data engineers, data warehouse specialists, business analysts and BI teams may work
together in data warehouse processes. Data engineers design data flows and integration
processes, while business analysts and BI specialists define reporting and analytical
requirements. Analysts can use warehouse data to prepare performance reports, dashboards
and decision-support analyses. A well-designed **data warehouse** helps organisations
use their information in a more reliable, consistent and strategic way.

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