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Ideas for Modern Data Teams
This blog is where we share what's working (and what's not) across modern data architecture, data engineering, and business intelligence.
You'll find:
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Practical tips and examples from real-world projects
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Tools we actually use
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Opinions and insights from our team
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Updates from our products and community

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Business Thinking Podcast


Fivetran and dbt Merge: What It Means for Data Teams
The recent announcement of the merger between dbt and Fivetran has been one of the hottest topics in the data community. Both Joe and Alex from the Business Thinking podcast recently discussed what this could mean for companies using these tools, and the implications for the wider data ecosystem. Two Big Players, One Company Fivetran and dbt are two major players in data engineering. While they are not renaming or fully combining into a single product, they will now oper
Dec 4, 20253 min read


What Does It Mean To Be Data-Driven?
Based on episode 18 of The Business Thinking Podcast with our CEO, Neil Strange, and AutomateDV Product Manager, Alex Higgs. Data literacy is a critical factor in becoming a truly data-driven organization. In a recent podcast episode, Neil Strange and Alex Higgs dive deep into the importance of data literacy, how it impacts decision-making, and how to cultivate it across your entire organization. Here's a breakdown of their insights on fostering data literacy in today’s fas
Nov 27, 20254 min read


Defining Success in Your Data Project
Based on episode 17 of The Business Thinking Podcast with our CEO, Neil Strange, and AutomateDV Product Manager, Alex Higgs. In a recent podcast episode, Neil Strange and Alex Higgs delved into the crucial topic of defining success in data engineering and data warehousing projects. This discussion goes beyond simply avoiding failure; it's about proactively establishing the conditions for a successful outcome. From Failure to Success Building upon our previous conversation a
Nov 25, 20253 min read


Why Most Data Projects Fail (And How to Fix Them)
Based on episode 15 of The Business Thinking Podcast with our CEO, Neil Strange, and AutomateDV Product Manager, Alex Higgs. Despite decades of experience, the data warehousing industry continues to grapple with project failures. In this episode, Neil Strange and Alex Higgs delve into the common themes contributing to these failures and offer insights on how to steer projects towards success. Defining Failure A failed project isn't merely one that encounters technical glitc
Nov 20, 20252 min read


The Right Team Size for Data Engineering Success
Based on episode 14 of The Business Thinking Podcast with our CEO, Neil Strange, and AutomateDV Product Manager, Alex Higgs. In a recent podcast episode, we tackled a persistent an interesting question: what is the ideal team size for a data warehousing project? We’ve observed a staggering disparity in team sizes across various projects, ranging from a lean two or three individuals to sprawling teams of 50 or 60. This begs the question: where does the sweet spot lie, and wh
Nov 18, 20253 min read


Understanding Non-Historized Links in Data Vault
Based on episode 10 of The Business Thinking Podcast with our CEO, Neil Strange, and AutomateDV Product Manager, Alex Higgs. Non-Historized Links, formerly known as transactional links, are a unique and powerful variant of Links within the Data Vault 2.0 architecture. This article explores the intricacies of Non-Historized Links, their applications, and best practices for implementation, drawing from our recent podcast discussion. What Are Non-Historized Links? Non-Historiz
Nov 12, 20252 min read


The Role of AI in Data Management
Based on episode 12 of The Business Thinking Podcast with AutomateDV Product Manager, Alex Higgs, and CEO of Ignition Data , Julien Redmond. In a recent episode of the Business Thinking Podcast, we sat down with Julian Redmond from Ignition Data in Australia to discuss the ever-evolving world of data management, particularly in light of the rapid advancements in Artificial Intelligence (AI). The conversation delved into the fundamental purpose of our work and the critical r
Nov 12, 20253 min read


Satellites in Data Vault
Satellites are a cornerstone of Data Vault 2.0, providing the descriptive attributes that contextualize Hubs and Links. In this article,...
Sep 30, 20253 min read


PII Data in Data Vault
PII Data in Data Vault While Data Vault itself does not provide specific guidance on handling PII, the challenge lies in implementing...
Sep 25, 20253 min read


Data Vault Hubs Explained
Data Vault Hubs Explained If you're working with Data Vault or just starting to explore it, understanding hubs is essential. They are...
Sep 23, 20252 min read


Understanding Business Keys in Data Vault
Understanding Business Keys in Data Vault Business keys are a core concept in Data Vault modeling . They play a key role in identifying...
Sep 19, 20254 min read


The Data Vault Q&A Forum
The Data Vault Q&A Forum If you're working with Data Vault and looking for answers to your toughest questions, you’re not alone. The...
Sep 17, 20252 min read


Is Data Vault Right For You?
Based on our episode 2 of The Business Thinking Podcast with our CEO, Neil Strange , and AutomateDV Product Manager, Alex Higgs . Is...
Sep 10, 20252 min read


How To Get Started With Data Vault 2.0
This blog post is b ased on episode 1 of The Business Thinking Podcast with our CEO, Neil Strange, and AutomateDV Product Manager, Alex...
Aug 26, 20253 min read


When Is Data Vault Not The Best Option?
When is Data Vault not the best option? - Business Thinking Podcast #20 Data Vault has become a popular data warehousing solution for...
Apr 28, 20254 min read
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