Another question I frequently get asked is, “What is a data warehouse?” Many people have different definitions of what data warehouse is. Some people will tell you that a data warehouse is simply a dump of all the tables from their source systems or a copy of tables from various source systems unioned together. Others will say that it is only required when you have massive amounts of data. A data warehouse is very different than what most people think. It functions as a central repository of information that comes from one or more data sources. The data can come from many different data sources such as Dynamics AX, Dynamics CRM, flat files, homegrown systems, etc. This data is processed, transformed, and loaded into a data warehouse so that end users such as analysts, data scientists, and developers can ingest it in BI tools, analytics software, or other applications. The data is specifically structured for query and analysis rather than CRUD operations (Create, Read, Update, Delete). The primary reasons for a data warehouse are to integrate data from many different sources and optimize it for read access, create one version of the truth, and enable end users to easily create BI solutions.

There are two methodologies for creating a data warehouse: Kimball and Inmon. In a nutshell, Kimball’s methodology is a bottom-up approach that focuses on choosing business processes and data sources to model where we create a dimensional model with facts and dimensions. This denormalizes the dimensions so that users can slice/dice the data without joining to multiple tables. On the other hand, Inmon uses a relational modeling approach where the data warehouse is normalized rather than dimensional. Data marts are built off the normalized tables. This is obviously an oversimplification of the approaches but at least provide you with some high-level details on the differences.

Inmon Approach

Inmom approach to creating a data warehouse.

Kimball Approach

Kimball approach to creating a data warehouse.
When should I use the Kimball approach vs. the Immon approach?

It really depends on your requirements, staffing plan, and project timeline. Depending on the data requirements you might not even need a data warehouse and instead, use Power BI as not only your reporting/data visualization tool but also ETL.

There are also tools such as Jet Reports and Solver BI360 that can get a data warehouse up and running in a fraction of the time it would take if you custom built one. The great thing about these tools is that they have built-in data source connectors and streamlined ETL processes. In addition, the software can create a pre-configured data warehouse in SQL Server or Azure SQL and cubes in SSAS. If you have needs for a data warehouse, please reach out to us and we’ll be more than happy to help you in formulating a strategy for your business needs.

Related Posts

0 Comments

Submit a Comment

Your email address will not be published. Required fields are marked *

Upcoming Events

june

02jun2:00 pm2:30 pmBusiness Intelligence for Batch Manufacturers

16jun10:00 am10:30 amHow AP automation can speed up month-end close in D365 Finance

17jun11:00 am12:00 pmConfab Live with Stoneridge – Real Time Marketing Strategies for Success

23jun10:00 am10:30 amThe Modern Manufacturer: Cost Accounting in D365

30jun10:00 am10:30 amAP Automation Checklist for a 2022 Rebound

30jun2:00 pm2:30 pmAchieving Success: How Technology Is Helping Nonprofits Thrive

july

01jul11:00 am12:00 pmConfab Live with Stoneridge – Dataverse Virtual Entities

14jul12:00 pm12:30 pmBeyond Reporting - What Business Intelligence Can Do For Your Agribusiness

15jul11:00 am12:00 pmConfab Live with Stoneridge – Integration Strategies for End User Success

21jul10:00 am10:30 amThe Modern Manufacturer: Manufacturing Software in the Real World

21jul12:00 pm1:00 pmIs it Worth it to Upgrade to Dynamics 365 Finance and Supply Chain Management? - Everything AX Users Need to Consider

About Stoneridge
Stoneridge Software is a unique Microsoft Gold Partner, with emphasis on partner. With specialties in Microsoft Dynamics 365, Microsoft Dynamics AX, Microsoft Dynamics NAV, Microsoft Dynamics GP and Microsoft Dynamics CRM, we focus on attracting the most knowledgeable experts in the field to our team, and prioritize delivering stellar solutions with maximum impact for your business. At Stoneridge, we are deeply committed to your results. Each engagement is met with a dedicated team, ready to provide thorough, tailored, and expert service. Based in Minnesota, we intentionally “step into your shoes,” wherever you are. We focus on what you care about, and develop trusting, long-term relationships with our clients.

Subscribe To Our Blog

Sign up to get periodic updates on the latest posts.

Thank you for subscribing!

X