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DBTA 100 2026: The Companies That Matter Most in Data

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The big data and analytics space has been shaken up by the increasing pressure to integrate AI into the business or be left behind. However, diving headfirst without guardrails can be a high-stakes introduction to AI.

According to Research and Markets, major companies operating in the big data and analytics services market are concentrating on the development of advanced AI-enabled platforms to improve data management, accelerate insight generation, and support better operational decision making.

However, AI trust and the responsible AI (RAI) practices that enable trust are no longer a tangential concern but a foundational requirement for realizing the full potential of the technology, McKinsey reported.

Organizations that treat AI trust as a core business capability, rather than as a compliance requirement, are better positioned to scale AI adoption to its full potential. These capabilities are not something that you can buy and install but rather require a concerted combination of policies, processes, people, and technology to build the foundations for secure success.

As per McKinsey, to consistently achieve digital and AI compliance with emerging regulations, organizations should consider six levers: centralize compliance within existing teams, digitalize controls using legal tech tools, simplify overarching AI governance structures, design change management processes for all employees, build resilient and ethical AI systems across the value chain, and undertake continuous monitoring and improvement.

The big data and analytics services market is projected to grow from $168.11 billion in 2025 to $202.05 billion in 2026 at a compound annual growth rate (CAGR) of 20.2%. The growth in this period is attributed to the continued proliferation of enterprise data volumes, adoption of digital business models, demand for customer analytics, growth in cloud computing, and the need for operational efficiency.

The increasing adoption of cloud-based solutions is expected to fuel the growth of the big data and analytics services market in the coming years. Cloud-based solutions include software, applications, storage, and IT resources that are hosted and delivered through the internet. Big data and analytics services strengthen cloud-based solutions by enhancing intelligence, predictive capabilities, performance, scalability, and security, while also improving agility and reducing operational complexity.

Tariffs have affected the big data and analytics services market by increasing the cost of servers, storage systems, and the networking hardware required for large-scale data processing.

These impacts are most pronounced in on-prem and hybrid deployments across manufacturing sectors. Higher infrastructure costs have shifted demand toward cloud and managed analytics services.

It remains to be seen how shortages/scarcity in GPUs and RAM will affect the overall technology market long term. However, in the short term, some projects have stalled or been cancelled all together.

Bloomberg reported that between one-third and one-half of all U.S. data centers planned for 2026 are likely to be delayed or totally cancelled amid ongoing supply chain challenges and campus location concerns, which include energy, environment, water, and health worries.

To help bring new resources and innovation to light, each year, Database Trends and Applications magazine showcases the DBTA 100, a list of forward-thinking companies seeking to expand what’s possible with data for their customers. Spanning the wide range of established legacy technologies, from MultiValue to cutting-edge breakthroughs such as AI, semantic layers, data lakehouses, data mesh, and data fabric, the DBTA 100 is a list of hardware, software, and service providers working to enable their customers’ data-driven future.

Beyond our list, DBTA presents the View From the Top section, featuring articles written by industry executives that detail how they are helping customers handle their data management problems and maximize opportunities. We encourage you to learn more about these innovative organizations by visiting their websites. And, to stay on top of the latest news, IT trends, and research, go to www.dbta.com.

Company NameExecutive Summary
3T Software Labs 
Acceldata 
Actian, a division of HCLSoftwareView From the Top
Aerospike 
Alteryx 
 
 
 
 
 
 
 
 
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