Tutorial

If you have already mastered the basic syntax of Dataform, learned how to write type: “table”, and linked a couple of views using ref(), congratulations — you have passed the beginner’s tutorial. However, in a real Enterprise environment, when your Data Warehouse (DWH) digests tens of millions of events from daily logs, the naive approach…

Paying for empty cloud space is a popular corporate hobby that’s surprisingly hard to quit. Infrastructure scaling always outpaces manual control, and at some point, your monthly cloud bill starts looking like an international phone number. Enter Google Cloud Recommender (Recommender AI) — a native, deeply integrated GCP tool that analyzes telemetry, access logs, and…

Introduction: The End-of-Month Panic Cloud computing was sold to the world as a utopian vision: “Pay only for what you use!” What the marketing brochures conveniently forgot to mention is that if you build a stupid architecture, you will efficiently and automatically pay for your stupidity at a terrifying scale. For European enterprises migrating to…

Modern cloud infrastructure is not a monolithic factory where every conveyor belt is visible. It is a sprawling, chaotic metropolis consisting of hundreds of microservices, distributed databases, load balancers, and serverless functions. When a disaster strikes in this metropolis, it rarely announces itself with explosions and flashing 500 Internal Server Error sirens. More often than…

Introduction: The Illusion of the Chatbot and the Reality of Orchestration When businesses evaluate generative AI, the prevailing expectation is often a highly articulate chatbot—a monolithic conversational interface. This is a critical oversimplification. A Large Language Model (LLM) in isolation is fundamentally a statistical engine designed to predict the next token. It possesses no inherent…

So, you need to move data from Point A to Point B without your entire architecture collapsing like a house of cards. Someone in a meeting suggested GCP Pub/Sub because “it scales infinitely.” You looked at the documentation, saw terms like at-least-once delivery, dead-letter queues, and ack deadlines, and immediately questioned your career choices. Do…

Cloud migration is often described as a technical project. In reality, it is a business transformation project supported by technology. Copying virtual machines, exporting databases, or deploying containers is usually the easiest part. The difficult part is redesigning an existing platform without disrupting production, increasing costs, or introducing unnecessary complexity. Many companies decide to move…

How This Ecosystem Works When you open the Billing Console and see your monthly total, you are looking at a ready-made report built on top of a dozen internal mechanisms. Google does not provide a single “give me all my costs” API. Instead, data is scattered across several independent services, each answering its own narrow…