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Real-Time Operational Dashboards: Architecture and Design Patterns
Table of Content The Real-Time Operational Challenge What Are Real-Time Operational Dashboards? Why Microsoft Fabric RTI & Why Now ? Core Pillars of Real-Time Intelligence End-to-End Architecture on Microsoft Fabric KQL in Practice - Querying Live Data Fabric...
Data Mesh Architecture: Decentralizing Ownership Without Losing Control
Table of Content Introduction What Is Data Mesh? Why Centralized Data Can Become a Bottleneck ? The 4 Principles of Data Mesh The Central Data Team Doesn't Disappear "Decentralized" Doesn't Mean "Wild West" An Illustrative Example When Data Mesh Fits and When to Wait...
Designing Executive Dashboards That Drive Decisions
Table of Content Why Most Dashboards Get Ignored The Framework at a Glance 1. Define the Question Before You Touch the Data 2. Choose Metrics with Intention 3. Build the Analytical Layer — Context is Everything 4. Match the Visual to the Question 5. Remove Everything...
Building Real-Time Streaming Pipelines with Apache Kafka and Apache Flink
Table of Content Why Most Dashboards Get Ignored The Framework at a Glance 1. Define the Question Before You Touch the Data 2. Choose Metrics with Intention 3. Build the Analytical Layer — Context is Everything 4. Match the Visual to the Question 5. Remove Everything...
From Business Intelligence to Decision Intelligence
Table of Content 1. Why Interactive Dashboards Are No Longer Enough 2. The Success of Interactive Dashboards 3. The Four Problems Dashboards Never Solved 4. The Arrival of Data Agents 5. Executives Don't Need Better Answers. They Need Better Decisions. 6. Decision...
Prompt Engineering Playbook
Overview Most teams adopting generative AI discover the same thing within a few weeks: the model is rarely the bottleneck. The bottleneck is how you ask. The same model that drafts a flawless customer email in one prompt will invent a refund policy in the next — and...
RAG vs Fine-Tuning: Choosing the Right GenAI Grounding Strategy
Overview Organizations increasingly want AI assistants that understand their products, policies, and business processes. Two common approaches for adding company-specific knowledge are Retrieval-Augmented Generation (RAG) and fine-tuning. Understanding their strengths...
Rethinking OLTP
Table of Content 1. The End of Traditional OLTP?2. The Invisible Cost of Moving Data3. AI Has Changed the Rules4. A New Category Is Emerging5. Microsoft Fabric SQL Database: Operational Data Meets OneLake6. Databricks Lakebase: Reimagining the Database7. Different...
dbt best practices for scalable data transformation at Enterprise scale
Table of Content 1. Why Enterprises Choose dbt for Transformations2. The Enterprise Transformation Challenge3. Why Enterprises Choose dbt for Transformations4. Summary5. Enterprise Architecture Pattern for dbt6. Scaling the Layered Approach with Domain-Oriented...







