Data & Analytics
Platforms and services enabling data collection, storage, analytics, artificial intelligence, and machine learning across enterprises.
- 8
- Segments
- 32
- Verticals
Overview
Data & Analytics covers the platforms and technologies for storing, processing, governing, analyzing, and deriving intelligence from data — the modern data stack (engineering, warehousing, BI), data science and machine learning, the explosive generative-AI and large-language-model wave, and the emerging quantum-computing frontier. It sits at the center of the AI revolution, as data infrastructure has become the foundation on which AI is built.
Demand is propelled by the exponential growth of data, the enterprise push to become data-driven, and above all the generative-AI gold rush. It is one of the largest and most heavily-invested technology categories — foundation-model developers (OpenAI, Anthropic, Google) are attracting unprecedented capital, and data-infrastructure platforms (Databricks, Snowflake) command enormous valuations. M&A and venture activity are intense across both AI and the underlying data stack.
Market snapshot
Data and analytics span software publishing (NAICS 513210), data processing (518210), and IT services (541512) and are not separately disclosed as a category by the Census Bureau, so the segment is not separately sized here.
Business model & economics
- Revenue model
- Software/SaaS, consumption (compute/data), and API usage
- Recurring revenue
- High — recurring SaaS, consumption, and API revenue
- EBITDA margin
- Software-rich; foundation-model training capital-heavy
- Capex intensity
- Low
- Data infrastructure is the foundation for AI.
- Generative-AI gold rush attracting unprecedented capital.
- Among the largest, most-invested tech categories.
M&A deal context
Who’s acquiring
What’s driving deals
- Generative-AI and data-infrastructure investment.
- Modern-data-stack consolidation.
- AI-driven analytics demand.
Segment classifications
- 9.2.1Artificial Intelligence & Machine Learning4 verticals
- 9.2.2Business Intelligence & Reporting4 verticals
- 9.2.3Data Engineering & Integration4 verticals
- 9.2.4Data Governance & Quality4 verticals
- 9.2.5Data Science & Advanced Analytics4 verticals
- 9.2.6Generative AI & Large Language Models4 verticals
- 9.2.7Master Data Management (MDM)4 verticals
- 9.2.8Quantum Computing4 verticals
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