Almost a Decade in and I Passed the Snowflake SnowPro Core Certification

Eight years of hands-on Snowflake experience still didn’t mean the SnowPro Core exam would be easy. In this post, I break down the study resources that got me to a passing score official docs, Udemy courses, and hundreds of practice questions plus a domain-by-domain breakdown of exam weightings and the nuances (Time Travel, Fail-safe, TRANSIENT…

Microsoft Fabric IQ: The Foundation Data Architects Need to Know

Microsoft Fabric IQ reached general availability at Build 2026, turning what was a preview into a platform architects now need to design around. This breakdown covers Fabric IQ’s five components: Ontology, Graph, Data Agent, Operations Agent, and Semantic Model. How they reinforce one another, and the governance decisions data architects need to make now that…

Building AI Systems with Databricks Multi-Agent Supervisor

Enterprise AI has evolved beyond simple chatbots answering single questions. Modern organizations need AI systems that can handle complex queries spanning multiple data sources, domains, and knowledge types. The Supervisor Agent (Databricks’ orchestration layer for coordinating specialized AI agents, now generally available) addresses this challenge by orchestrating specialized AI agents into a coordinated system that…

Snowflake Cortex Agents: Structured and Unstructured Data

Enterprise AI faces a fundamental trust problem. While language models generate fluent responses, users increasingly question whether those answers are actually true. The solution is not more sophisticated text generation. Instead, the answer is intelligent orchestration of verified data sources with quality measurement. Snowflake Cortex Agents solve this through a three-tier architecture that automatically routes…

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