The Bit Bucket

I recently received a review copy of Python Data Analysis: Master Python Analytics with Machine Learning, Deep Learning, GenAI, LLMs, and Data Engineering by Avinash Navlani and Cornellius Yudha Wijaya from my friends at PackT. This is the fourth edition of this book.

Authors

Avinash Navlani is a senior data scientist, researcher, and educator with a PhD in data science and many years in both the industry and in academia.

Cornellius Yudha Wijaya is a data science manager leading AI initiatives and driving the development of practical data and AI solutions.

2026-07-21

Before you start creating rules in Activator, it’s important to understand how the system models data conceptually — using Objects and Signals.

An Object in Activator represents a real-world entity that you want to monitor — for example, a sensor, a customer account, a store, or a device.

Each Object has one or more Signals, which are the measurable data points associated with it. For example, a device object might have signals like temperature, battery level, and status.

2026-07-20

If I want accounting advice, it’s unlikely that I’d ask my dentist for that advice.

Accountants and IT

Many years ago, I created applications for food wholesalers. When the owners of these businesses decided to get a new or better computing system, invariably they’d speak to their accountants. I understand the reasons why that might seem logical to them at first, but what I saw when these clients did this, is that they invariably ended up with the wrong systems.

2026-07-19

Fabric Activator is the part of Microsoft Fabric that connects real-time insights with automated actions — it’s what makes analytics operational.

At its core, Activator is a no-code service that continuously monitors incoming data from Eventstreams or from KQL queries running on KQL Databases.

It looks for specific conditions that you define — things like a metric crossing a threshold, an anomaly appearing in a time series, or a custom pattern detected across multiple events.

2026-07-18

Just after I was born, my mother and father called me Gregory. Ever since then, everyone has called me Greg. And that included my parents. To the day she died, my mother called me Greg and so did my dad while he was alive (miss you both).

I have friends who tell me that the only time their mothers used their full names was when they were in trouble for some reason.

2026-07-17

The Digital Twin Builder in Microsoft Fabric Real-Time Intelligence is a design surface for representing real-world systems as manageable, structured entities inside Fabric.

A digital twin is essentially a logical model of something in the real world—such as a device, customer, room, vehicle, or any other object that produces events or has measurable state. The new builder allows you to define these entities directly within the Fabric experience without requiring a separate digital twin service.

2026-07-16

I’ve pointed out in previous blog posts that I’m not a fan of ORMs. What I’m even less of a fan of is code-first design, particularly in combination with an ORM like the Entity Framework.

It might seem cool and shiny and if you are just whipping up a small proof of concept or test app, please feel free to do it, but the minute you think of doing it for enterprise systems, please just don’t. And if you have colleagues wanting to do this, just say no.

2026-07-15

Fabric Maps allow you to visualize spatial data as it changes in real time. When integrated with Real-Time Intelligence, you can stream live data directly from Eventstreams or query current states from KQL databases.

Each map layer can represent different metrics — such as sensor status, delivery vehicle locations, or regional anomalies — updated continuously as new events arrive.

You can also apply time slicers and filters to replay historical activity, helping to analyze event sequences over time.

2026-07-14

I recently received a review copy of Agentic Architectural Patterns for Building Multi-Agent Systems by Dr. Ali Arsanjani and Juan Pablo Bustos from my friends at PackT.

Authors

Dr. Ali Arsanjani is Director of Applied AI Engineering at Google Cloud where he leads a center of excellence bridging research, forward-deployed engineering, and enterprise implementation.

Juan Pablo Bustos is also currently at Google, and serves as a strategic partner to Fortune 50 corporations and global institutions. He specializes in operationalizing AI for the enterprise.

2026-07-13

Dashboards are an effective way to visualize data, but not every use case involves a person watching a screen.

In many organizations, the most valuable insights come when real-time intelligence is embedded directly into operational systems.

Microsoft Fabric makes this possible by allowing you to expose query results as APIs — typically REST endpoints built on top of KQL Databases. This means that the same data you’re using in dashboards can also be made available to web or mobile applications, business workflows, or partner integrations.

2026-07-12