Articles on data platforms, Microsoft Fabric, AI, and governance by Amrutha Satishkumar.https://thedatagrill.com/en-ushttps://thedatagrill.com/blog/how-to-optimize-microsoft-fabric-workloads-and-prevent-capacity-throttling/https://thedatagrill.com/blog/how-to-optimize-microsoft-fabric-workloads-and-prevent-capacity-throttling/A practical method to find the Fabric workload consuming your capacity, reduce its CU footprint, and decide when optimization, isolation, or scaling is the right fix.Sat, 19 Sep 2026 00:00:00 GMTMicrosoft FabricCapacityPerformance OptimizationThrottlingCost Optimizationhttps://thedatagrill.com/blog/how-to-estimate-microsoft-fabric-capacity-for-data-agent-usage/https://thedatagrill.com/blog/how-to-estimate-microsoft-fabric-capacity-for-data-agent-usage/A practical way to estimate Fabric Data Agent consumption from request volume, token usage, and generated query cost, and why this is different from sizing pipelines, Spark, and warehouses.Tue, 08 Sep 2026 00:00:00 GMTMicrosoft FabricData AgentsCapacityCost EstimationAIhttps://thedatagrill.com/blog/why-ai-solutions-work-in-development-but-fail-in-production/https://thedatagrill.com/blog/why-ai-solutions-work-in-development-but-fail-in-production/An AI solution that works in development is not automatically ready for production. Here are the seven gaps enterprises must close across ownership, evaluation, security, integration, adoption, operations, and cost.Tue, 18 Aug 2026 00:00:00 GMTAIEnterpriseGovernanceAgentsDatahttps://thedatagrill.com/blog/automating-microsoft-fabric-capacity-scaling/https://thedatagrill.com/blog/automating-microsoft-fabric-capacity-scaling/A hands-on guide to automating Microsoft Fabric capacity scaling: Logic Apps, Automation runbooks, Azure Functions, and Fabric Activator.Wed, 29 Jul 2026 00:00:00 GMTFabricCapacityCost OptimizationAutomationActivatorhttps://thedatagrill.com/blog/data-governance-in-microsoft-fabric/https://thedatagrill.com/blog/data-governance-in-microsoft-fabric/Govern data in Microsoft Fabric with domains, the OneLake catalog, sensitivity labels, lineage, and Purview, in a simple framework you can run.Wed, 22 Jul 2026 00:00:00 GMTDataGovernanceFabricOneLakePurviewhttps://thedatagrill.com/blog/ontologies-vs-semantic-models-what-they-mean-for-data-agents-and-power-bi/https://thedatagrill.com/blog/ontologies-vs-semantic-models-what-they-mean-for-data-agents-and-power-bi/An ontology and a Power BI semantic model are not the same thing. Here is what each does, when to use which, and why the pairing makes data agents trustworthy.Thu, 09 Jul 2026 00:00:00 GMTData & AIFabricPowerBIAgentshttps://thedatagrill.com/blog/from-p-to-f-migrating-power-bi-premium-to-fabric-capacity/https://thedatagrill.com/blog/from-p-to-f-migrating-power-bi-premium-to-fabric-capacity/Power BI Premium P SKUs are retiring and Fabric F SKUs are taking over. Here is what is changing, the timeline, the SKU map, and how to migrate cleanly.Mon, 06 Jul 2026 00:00:00 GMTDataPowerBIFabricLicensinghttps://thedatagrill.com/blog/microsoft-iq-the-intelligence-layer-behind-enterprise-agents/https://thedatagrill.com/blog/microsoft-iq-the-intelligence-layer-behind-enterprise-agents/Microsoft IQ turns your company's scattered knowledge into agent-ready intelligence. Here is how Work IQ, Fabric IQ, Foundry IQ, and Web IQ fit together.Fri, 26 Jun 2026 00:00:00 GMTAIAgentsMicrosoftFabricFoundryhttps://thedatagrill.com/blog/data-governance-with-microsoft-purview/https://thedatagrill.com/blog/data-governance-with-microsoft-purview/How Microsoft Purview's Unified Catalog turns a sprawling data estate into governed, discoverable data products, with governance domains, data quality, and self-service access.Fri, 15 May 2026 00:00:00 GMTDataGovernancePurviewhttps://thedatagrill.com/blog/agent-ready-data-why-dashboard-ready-data-is-no-longer-enough/https://thedatagrill.com/blog/agent-ready-data-why-dashboard-ready-data-is-no-longer-enough/AI agents raise the bar on data readiness. The five layers of the agent-ready data stack that take data from dashboard-ready to trustworthy enough for AI to act on.Tue, 05 May 2026 00:00:00 GMTAIDataAgentsPowerBIGovernancehttps://thedatagrill.com/blog/real-time-event-streaming-in-microsoft-fabric-how-it-works-what-you-need-and-how-to-set-it-up/https://thedatagrill.com/blog/real-time-event-streaming-in-microsoft-fabric-how-it-works-what-you-need-and-how-to-set-it-up/Learn how real-time event streaming works in Microsoft Fabric, including Event Streams, Eventhouse, KQL, and Power BI, with a step-by-step setup guide for real-time analytics.Wed, 18 Mar 2026 00:00:00 GMTData & AIFabricReal-Timehttps://thedatagrill.com/blog/fabric-iq-fabric-data-agents-azure-ai-foundry-and-mcp-how-they-work-together/https://thedatagrill.com/blog/fabric-iq-fabric-data-agents-azure-ai-foundry-and-mcp-how-they-work-together/How Fabric IQ, Fabric Data Agents, Azure AI Foundry, and MCP fit together in enterprise AI architectures, and when the Model Context Protocol is actually required.Tue, 24 Feb 2026 00:00:00 GMTAIDataAgentsFabricGovernancehttps://thedatagrill.com/blog/understanding-mcp-what-the-model-context-protocol-actually-does/https://thedatagrill.com/blog/understanding-mcp-what-the-model-context-protocol-actually-does/A clear, practical guide to understanding the Model Context Protocol (MCP), how it works in AI agents, and when modern data teams actually need it.Mon, 23 Feb 2026 00:00:00 GMTAIAgentsDatahttps://thedatagrill.com/blog/attention-mechanism-the-secret-behind-how-transformers-think/https://thedatagrill.com/blog/attention-mechanism-the-secret-behind-how-transformers-think/How the attention mechanism lets a Transformer weigh every word against every other word to build context, explained with a simple queries, keys, and values analogy.Fri, 20 Feb 2026 00:00:00 GMTAITransformershttps://thedatagrill.com/blog/feed-forward-networks-how-transformers-refine-what-they-learn/https://thedatagrill.com/blog/feed-forward-networks-how-transformers-refine-what-they-learn/The feed-forward network is the quiet workhorse inside every Transformer layer. Here is how it expands, adds nonlinearity, and refines what attention learns.Fri, 20 Feb 2026 00:00:00 GMTAITransformershttps://thedatagrill.com/blog/fabric-data-agents-and-claude/https://thedatagrill.com/blog/fabric-data-agents-and-claude/How Fabric Data Agents let a model like Claude answer questions over enterprise data in natural language, while the semantic model keeps every answer governed and consistent.Fri, 20 Feb 2026 00:00:00 GMTDataAIFabricAgentshttps://thedatagrill.com/blog/microsoft-purview-classifying-and-protecting-data-at-scale/https://thedatagrill.com/blog/microsoft-purview-classifying-and-protecting-data-at-scale/How Microsoft Purview classifies and protects sensitive data at scale using sensitive information types, sensitivity labels, and automated policy across your estate.Fri, 20 Feb 2026 00:00:00 GMTDataAISecurityGovernancehttps://thedatagrill.com/blog/multi-head-attention-how-transformers-think-in-parallel/https://thedatagrill.com/blog/multi-head-attention-how-transformers-think-in-parallel/Why Transformers use multiple attention heads instead of one, and how parallel heads capture different relationships and combine into a richer understanding of text.Fri, 20 Feb 2026 00:00:00 GMTAITransformershttps://thedatagrill.com/blog/positional-encoding-teaching-transformers-the-concept-of-order/https://thedatagrill.com/blog/positional-encoding-teaching-transformers-the-concept-of-order/Transformers read every word at once, so how do they track word order? A clear look at how sine and cosine positional encoding teaches sequence to a Transformer.Fri, 20 Feb 2026 00:00:00 GMTAITransformershttps://thedatagrill.com/blog/protecting-sensitive-data-in-a-digital-and-ai-driven-world/https://thedatagrill.com/blog/protecting-sensitive-data-in-a-digital-and-ai-driven-world/Modern data security is shifting from protecting infrastructure to protecting the data itself, wherever it lives and moves. A practical look at why that matters.Fri, 20 Feb 2026 00:00:00 GMTDataSecurityGovernanceAIhttps://thedatagrill.com/blog/the-foundation-beneath-every-power-bi-report/https://thedatagrill.com/blog/the-foundation-beneath-every-power-bi-report/How the Power BI semantic model, built on a clean medallion architecture, turns raw data into trusted, consistent metrics, and why it matters even more with AI.Fri, 20 Feb 2026 00:00:00 GMTDataPowerBIFabrichttps://thedatagrill.com/blog/understanding-transformers-encoder-decoder-and-everything-in-between/https://thedatagrill.com/blog/understanding-transformers-encoder-decoder-and-everything-in-between/Encoder-only, decoder-only, and encoder-decoder Transformers explained, and how models like BERT, GPT, and T5 map to each, with plain-language intuition.Fri, 20 Feb 2026 00:00:00 GMTAITransformers