Blog Articles

Key Trends

A blog about data, tools, and operating collaborative high performance cultures.
Mar 16, 2026
Key Trends
Metric Trees, Context Graphs and Decision Traces

Looking a bit beyond the smart-sounding buzzwords

Vijay Subramanian
Feb 26, 2026
Key Trends
Sorry, Metric Cubes are Alive, Well and Important

Making the case that the concept of cubes is alive, well and more important than ever.

Vijay Subramanian
Nov 25, 2025
Key Trends
Intelligent Decision-Making at Scale is the New Constraint

Exploring how constraints are shifting within data platforms as we make progress

Vijay Subramanian
Oct 27, 2025
Key Trends
In Defense of Kimball-style Metric Cubes

Arguing that metric cubes help with performant data products and UX

Vijay Subramanian
Jun 10, 2025
Key Trends
The Next Evolution of Data Platforms

Examining the evolution of data platforms from producer to consumer

Vijay Subramanian
Apr 16, 2025
Key Trends
Metric Trees as an Evolution of Kimball's Modeling

Exploring metric trees as the next modeling layer, as intuitive as Kimball's

Vijay Subramanian
Apr 8, 2025
Key Trends
The Ideal Generational Evolution in BI Tools

The much needed evolution in BI/Analytics tools

Vijay Subramanian
Mar 27, 2025
Key Trends
The Fragmentation of Data Assets

Exploring why data fragmentation feels natural and how to arrest it

Vijay Subramanian
Mar 13, 2025
Key Trends
Metrics Catalog vs Metric Layers vs Metric Trees

The key differences between metric catalogs, layers and trees

Vijay Subramanian
Feb 11, 2025
Key Trends
BI Tools as Interfaces for Exports?

Why BI tools are becoming UIs for exporting datasets

Vijay Subramanian
Jan 21, 2025
Key Trends
Data as a "Digital Twin" of the Business

How metric trees can map a digital twin of the business process

Vijay Subramanian
Dec 23, 2024
Key Trends
Software vs Analytics Development Lifecycle

Examining the differences between software and analytics development

Vijay Subramanian
Dec 12, 2024
Key Trends
Next Frontier in Data Modeling

Modeling metrics in the next frontier to streamline data consumption

Vijay Subramanian
Sep 30, 2024
Key Trends
Advancing Data Consumption vs Production

Exploiting the recent advances in data production to drive consumption

Vijay Subramanian
Sep 17, 2024
Key Trends
Can Analytics Work Be Assembly-Lined?

Examining analytics workflows as an assembly line process

Vijay Subramanian
Sep 5, 2024
Key Trends
Metric Trees By Any Other Name?

A short post on inter-related concepts to metric trees

Vijay Subramanian
Jun 27, 2024
Key Trends
Jevon's Paradox in Data

Examining Jevon's Paradox in the data domain, and how to resolve moving forward.

Vijay Subramanian
May 15, 2024
Key Trends
Metrics/Semantic Layers - To Be or Not To Be?

Looking at true organizational needs for a metrics layer solution

Vijay Subramanian
Apr 22, 2024
Key Trends
The Four Levels of Business Reviews

Examining the 4 "levels" at which business reviews are executed

Vijay Subramanian
Mar 2, 2024
Key Trends
Finance Teams were the Original Data Pioneers

Exploring how to further empower the OG data folks, the finance team.

Vijay Subramanian
Dec 6, 2023
Key Trends
Data DAGs for Producers, Metric Graphs for Consumers

Could "metric graphs" enable data consumers?

Vijay Subramanian
Nov 14, 2023
Key Trends
Benefits of Metrics and Semantic Layers

Metrics or semantic layers can do much more than metrics governance.

Vijay Subramanian
Sep 28, 2023
Key Trends
Analytics: from Service to Product Mindset

Data-as-a-Product mindset can transform the analytics function

Vijay Subramanian
Sep 12, 2023
Key Trends
The Increasingly Limited Role of Dashboards

Examining how dashboards only address one of many data needs.

Vijay Subramanian
Aug 15, 2023
Key Trends
Kimball's Modeling Approach: A Few Drawbacks

Investigating a few drawbacks to Kimball's modeling approach

Vijay Subramanian