Newsletter
Join our blog
Join other Azure, Power Platform and SQL Server pros by subscribing to our blog.
Start with the FREE community plan and get your lifetime access to 20+ courses. Get Instant Access Now!
Need help? Talk to an expert: (904) 638-5743
Private Training
Customized training to master new skills and grow your business.
On-Demand Learning
Beginner to advanced classes taught by Microsoft MVPs and Authors.
Bootcamps
In-depth boot camps take you from a novice to mastery in less than a week.
Season Learning Pass
Get access to our very best training offerings for successful up-skilling.
Stream Pro Plus
Combine On-Demand Learning platform with face-to-face Virtual Mentoring.
Certification Training
Prepare and ace your next certification with CertXP.
Private Training
Cheat Sheets
Quick references for when you need a little guidance.
Nerd Guides
Summaries developed in conjunction with our Learn with the Nerds sessions.
Downloads
Digital goodies - code samples, student files, and other must have files.
Blog
Stay up-to-date on all things Power BI, Power Apps, Microsoft 365 and Azure.
Community Discord Server
Start here for technology questions to get answers from the community.
Career Guides
Breaking into the field? Let these guides help get you started with a plan.
Affiliate Program
Earn money by driving sales through the Pragmatic Works' Training Affiliate Program.
Reseller Partner
It's time to address your client's training needs.
Foundation
Learn how to get into IT with free training and mentorship.
Management Team
Discover the faces behind our success: Meet our dedicated team
Contact Us
How can we help? Connect with Our Team Today!
FAQs
Find all the information you’re looking for. We’re happy to help.
Are you incorporating BI and data warehouse testing into your data world? If not, it’s time to give this more thought. The importance of testing your data warehouse and BI systems cannot be overlooked. Testing early in the process can save you time and effort, as well as allow you to make better business decisions.
In our Real World Data Testing series, we talked more in depth about this topic. Once you are on the bandwagon of BI and data warehouse testing, there is a common testing framework to consider before you sit down to write and execute your test. I discuss this here with John Welch, President of Pragmatic Works Software. This strategy (known as the three As) Arrange, Act and Assert is used in many types of testing.
Here’s where you set up all your preconditions for the test. Make sure there’s test data in place, any parameters are set, and your environment is set up the way you need it to be. Be sure your expectations are met for the preconditions for starting the test.
This is the action you are going to test the results of. In a data system, for example, that may mean running an ETL process, moving data from your source to your target.
Here, you set statements that would be true if the condition was met, and false if things did not go as expected. In our ETL example, your assertion may be: I expect that if I had 20 rows in my source table, I expect 20 rows in my target table.
The key is to consider these 3 steps before you begin testing. Most common test frameworks, such as NUnit or MS Test, all support the methodology of Arrange, Act, Assert. John goes into more detail about this strategy in his whitepaper, which you can download below.
So, if you’re ready to incorporate BI and data warehouse testing into your business, or are interested in learning more about this, Pragmatic Works can help. We are passionate about data testing and we’ve got the software, training and services to get you on your way. Visit our website or contact us today.
ABOUT THE AUTHOR
Tim Moolic is the COO of Pragmatic Works. He has more than 20 years experience executing sales, marketing and alliance strategies for software and consulting companies. Tim founded his first software and consulting business in 1996 and has worked with a wide range of enterprise software solutions including systems management, automated testing, database and online collaboration tools.
Free Trial
private training
Newsletter
Join other Azure, Power Platform and SQL Server pros by subscribing to our blog.
Leave a comment