
Discover the 9-Step Framework that turns raw industrial data into real decisions — and why most projects fail not because of technology, but because they were implemented wrong from the start.
Industrial Data Architecture: From SCADA to Scalable Systems
Ricky Sun designs industrial data infrastructure for oil & gas operations from historian architecture to cloud integration. He helps teams turn complex data systems into reliable, decision-ready infrastructure inside live production environments.

“Historian stores data from SCADA”
“Used for trends and dashboards”
“Helps with reporting”
That’s not wrong.
But it’s not the real answer.
The truth is:
A historian is not just a database.
And if you misunderstand its role…
Everything you build on top of it becomes harder


What a process historian really is (beyond the textbook definition)
The concept of deterministic capture — and why time accuracy matters
The 9-Step: From Raw Data to Real Decisions Framework
Why most companies get stuck at dashboards and never reach real value
How modern architecture connects historian, MQTT, cloud, and AI
The #1 mistake that makes systems harder downstream (and how to avoid it)
How to think in systems, not tools

Most companies:
Collect data
Store data
Visualize data
But still can’t answer:
What actually happened?
Why did it happen?
What should we do next?
And when the beginning is wrong…
Everything downstream becomes harder.
Understand where historians fit (and where they don’t)
See your architecture differently
Identify gaps in your current system
Think in terms of end-to-end data flow → decision → action
Access to the architecture resource
→ So you can start mapping your own system correctly
Free live training — limited availability
Stop treating historians like databases.
Start building systems that actually deliver value.