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AtScale Insights

Updated October 21, 2025

Modern data architecture serves as the blueprint for scalable, AI-ready, governed analytics that empower organizations to effectively harness their data assets. For executives, data leaders, engineers, and governance teams, understanding these foundational principles is critical for building systems that deliver…

Updated October 21, 2025

Enterprise teams today are juggling Power BI and Tableau, Python and R, plus a growing collection of AI copilots and agents. The problem? Every tool seems to have its own version of what "revenue per customer" actually means. You've probably…

Updated October 16, 2025

I’ve been building data systems long enough to see the same problem repeat itself. Each wave of analytics promises speed and simplicity. Self-service BI promised freedom from IT. Cloud warehouses promised infinite scale. Now GenAI promises conversational, real-time access to…

Updated June 9, 2026

June 9th, 2026 update: We've updated this article around the biggest shift in analytics: AI agents that do the work for you. A new category, AI Data Analytics CoWork, now leads the list, and the classic BI tools have moved…

Updated October 7, 2025

Enterprise GenAI deployment is accelerating rapidly, with organizations rushing to implement AI copilots, natural language query interfaces, and agentic AI systems across their business workflows. But here's the hard truth that I'm seeing emerge from early implementations across our customer…

Updated October 2, 2025

The 2025 GigaOm Semantic Layer Radar Report recognized AtScale as the Leader and Fast Mover for our innovations in composable modeling, open semantics, and AI readiness. Composable models treat every metric and dimension as modular, reusable components. This architecture eliminates…

Updated September 30, 2025

The CFO's Evolving Role in Data Strategy If you're a CFO managing cloud data costs, you've likely noticed your monthly bills looking less like predictable line items and more like volatile stock charts. Welcome to the new reality of data…

Updated September 25, 2025

I’m excited to share that AtScale has once again been recognized as both a Leader and Fast Mover in the 2025 GigaOm Radar Report for Semantic Layers and Metric Stores. This marks the third consecutive year AtScale has been placed…

Updated September 23, 2025

Are you using Cortex Analyst in your Snowflake environment but falling short of the accurate, consistent results you expected? You’re not alone. While Cortex Analyst delivers powerful text-to-SQL capabilities, many organizations find it challenging to get reliable insights from natural…

Updated September 19, 2025

Recently, Omni sparked a debate with a simple question on LinkedIn: “Where should the semantic layer live?” In the BI platform? In the data warehouse? In dbt? The LinkedIn thread that followed was filled with perspectives from data leaders, engineers,…

Updated September 18, 2025

After 15 years helping enterprises unlock the value of their data investments, I've seen my share of technology hype cycles. But I'll be direct with you: the Agentic AI wave isn't just another trend, it's fundamentally reshaping how organizations think…

Updated September 10, 2025

I’ve been building in the business intelligence (BI) space for over two decades. I’ve seen the rise of self-service BI, the transition to cloud-native analytics, and the promise of augmented insights. Each wave brought new tools, new opportunities, and plenty…