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Data Intelligence, Analytics, & Infrastructure

Balancing Innovation and Control in Enterprise Data Strategy

Enterprise data is the lifeblood of business. No endeavor, whether a simple order-to-cash process or a complex, agentic  AI solution, can survive without timely access to accurate, high-quality, secure, and governed data. As we move into 2026,  the market is pivoting from experimentation to engineering, demanding a stack that is not just “AI-ready” but explicitly architected to accelerate AI.  

This shift is reshaping the four pillars of Futurum’s market coverage: 

  • Data Foundation & Storage: The market is witnessing the end of blind, deaf, and dumb storage. The convergence of database systems and the demand for high-throughput object storage are turning this layer into the high-performance  memory tier required to feed hungry GPU clusters and agentic systems. 
  • Data Processing & Orchestration: The era of the monolithic platform is fracturing into a composable, open lakehouse architecture. Most notably, the semantic layer has graduated from a BI feature to a critical, standalone infrastructure  component that translates business context for AI agents. 
  • Data Analysis & Intelligence: The data professional is evolving into an “AI Shepherd.” Consequently, Futurum is tracking  the reinvention of Business Intelligence into “Generative BI,” where natural language replaces code, and the focus moves  from building dashboards to managing the lifecycle of AI models and agents. 
  • Data Management & Trust: Governance is no longer a passive activity. It is now an active defense system. Futurum  tracks how data observability and FinOps are together becoming a “radar” for the modern stack, enforcing  accountability through data contracts to prevent model hallucinations and spiraling compute costs. 

When working on strategy, product, marketing, and sales initiatives, consider intelligence from our expert analysts – planned deliverables for 2026 include:

  • Market Data – bi-annual market sizing & five-year forecast  
  • Decision-Maker Survey – bi-annual IT Decision Maker survey  
  • Analyst Insight Report – a report on critical issues in the industry  
  • State of the Market Report – a report on technology, markets, products, and vendors
  • Futurum Signal Report Access – any Signal Report published in the relevant practice area

The Latest Insights On Data Intelligence, Analytics, & Infrastructure

ServiceNow Buys Pyramid Does this Spell the End of the BI Dashboard

ServiceNow Buys Pyramid: Does this Spell the End of the BI Dashboard?

Brad Shimmin, VP and Practice Lead at Futurum, along with Keith Kirkpatrick, Vice President & Research Director, Enterprise Software & [...]
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Teradata Set to Turn Data Gravity Into AI Gold With Enterprise AgentStack

Brad Shimmin, Vice President and Practice Lead at Futurum, analyzes Teradata’s launch of Enterprise AgentStack. He explores how Teradata is [...]
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Snowflake Acquires Observe: Operationalizing the Data Cloud

Brad Shimmin, VP & Practice Lead at Futurum, examines Snowflake’s intent to acquire Observe and integrate AI-powered observability into the [...]
Five Key Reasons Why Confluent Is Strategic To IBM

Five Key Reasons Why Confluent Is Strategic To IBM

Brad Shimmin and Mitch Ashley at Futurum, share their insights on IBM’s $11B acquisition of Confluent. This bold move signals [...]
SAP and Snowflake Redefine Enterprise Data for AI Is Your ETL Strategy Already Obsolete

SAP and Snowflake Redefine Enterprise Data for AI: Is Your ETL Strategy Already Obsolete?

Brad Shimmin, VP and Practice Lead at Futurum, breaks down the SAP and Snowflake partnership. This isn't just an integration; [...]
Oracle AI World 2025 Is the Database the Center of the AI Universe Again

Oracle AI World 2025: Is the Database the Center of the AI Universe Again?

Brad Shimmin, analyst at Futurum digs into Oracle AI World 2025, where the new Oracle AI Database 26ai and Autonomous [...]

The Latest NEWS

$1.2T Data Market by 2031 Agentic AI Replaces Data Pipelines
January 23, 2026

$1.2T Data Market by 2031: Agentic AI Replaces Data Pipelines

Futurum Analyst Brad Shimmin forecasts the Data Intelligence market to surpass US$1.2T by 2031. The study reveals a capital rotation from legacy plumbing to "Agentic" control planes, driving 19%+ growth...
Navigating the Shift to Production AI in 2026
January 21, 2026

Navigating the Shift to Production AI in 2026

Brad Shimmin, VP and Practice Lead at Futurum, analyzes the shift to production AI, predicting the rise of the "AI Shepherd," the necessity of the Semantic Layer, and why the...
The Semantic Layer Wars Why BI Must Remain the Center of Gravity for Trusted AI
December 22, 2025

The Semantic Layer Wars: Why BI Must Remain the Center of Gravity for Trusted AI

Brad Shimmin explains why the semantic layer is moving from dashboards to AI reasoning engines. Learn why BI teams are the essential Insight Engineers tasked with stopping AI hallucinations through...
Is Conversational Analytics in Looker the Tipping Point for Enterprise BI
November 18, 2025

Is Conversational Analytics in Looker the Tipping Point for Enterprise BI?

Brad Shimmin, industry analyst at Futurum, shares his insights on Google's GA of Conversational Analytics in Looker, a strategic move to defend traditional BI by grounding Gemini's power in a...
Is Open Semantic Interchange the Ceasefire AI Needs to Deliver Value?
October 10, 2025

Is Open Semantic Interchange the Treaty AI Needs to Deliver Value?

Brad Shimmin, VP and Practice Lead at Futurum, shares his insights on the new Open Semantic Interchange (OSI), a vendor-led standard aimed at fixing the data fragmentation that stalls enterprise...
New Futurum Survey Shows Enterprise Demand for an AI-Ready Data
September 23, 2025

New Futurum Survey Shows Enterprise Demand for an AI-Ready Data

New survey: The enterprise AI mandate is here, but poor data quality is the #1 obstacle. See why leaders now invest in foundational data quality and availability to ensure ROI....

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