Executive Summary

Key Takeaways

Real-time data emerging providers are helping enterprises accelerate adoption of event-driven architectures, streaming analytics and real-time decision-making capabilities. These providers often focus on specialized areas of the real-time data ecosystem, delivering innovation in messaging, stream processing, streaming databases and real-time analytics. As AI-driven applications and autonomous systems increase demand for immediate access to current data, real-time processing is becoming a foundational element of enterprise automation.

Software Provider Summary
The ISG Buyers Guide™ for Real-Time Data Emerging Providers evaluates 17 software providers offering products that support messaging, event processing, streaming data and streaming analytics. The research ranked the top three overall leaders as Redpanda, Striim and StreamNative. Providers were classified using weighted performance in Product Experience and Customer Experience for ISG quadrant placement. Hazelcast, InfluxData, Materialize, Qubole, Redpanda and Striim were rated Exemplary, with GridGain, Kinetica and StreamNative rated Innovative. Gravitee, Safe Software and StarTree were rated Assurance, and Adeptia, Conduktor, Kurrent, Patchworks and PhoenixAI were rated Merit.

Product Experience Insights
Product Experience, representing 80% of the evaluation, focuses on Capability (50%) and Platform (30%), including adaptability, manageability, reliability and usability. StreamNative, Redpanda and Striim achieved the highest performance as Leaders in this category, highlighted by messaging and event-processing capabilities and support for streaming data, streaming analytics and application integration. Leaders demonstrated enterprise-grade platform capabilities across varied real-time processing, analytics and integration contexts.

Customer Experience Value
Customer Experience, representing 20% of the evaluation, focuses on validation and TCO/ROI. Striim, Gravitee and Safe Software were the Leaders in this category, demonstrating strong customer commitment and clear dedication to customer needs. Providers with lower performance often lacked sufficient information to demonstrate customer success, articulate commitment to customer experience or communicate measurable value through TCO/ROI.

Strategic Recommendations
Enterprises should evaluate emerging real-time data providers based on how effectively the capabilities support broader event-driven and AI-enabled data strategies. Assessment should prioritize scalability, integration flexibility, streaming performance, governance and interoperability with existing data architectures. Organizations should also evaluate how providers support the convergence of streaming data, AI inferencing and real-time analytics to improve responsiveness and enable future automation initiatives.

 

The Findings

The software providers and products evaluated in this research offer product and customer experiences, but not every feature is equally valuable to every enterprise or is needed to support the relevant business processes and use cases. Moreover, having too many product capabilities may be a negative factor for an enterprise if it introduces unnecessary complexity. Nonetheless, you may decide that a more comprehensive set of capabilities is important and meets your enterprise’s requirements.

An effective customer relationship with a software provider is vital to the success of any investment. The overall customer experience and the full lifecycle of engagement play a key role in ensuring satisfaction and long-term success. Providers with dedicated customer leadership, such as chief customer officers, tend to invest more ISG_BG_Real_Time_Data_Emerging_Providers_Overall_2026deeply in these relationships and prioritize customer outcomes in line with TCO and ROI expectations. It is equally important that this commitment to customer success is evident throughout the provider’s website, the buying process and the customer journey.

Overall Scoring of Software Providers Across Categories

The research finds Redpanda atop the list, followed by Striim and StreamNative. Providers that place in the top three of a category earn the designation of Leader. Redpanda has done so in five categories, Striim in four, StreamNative in three, Gravitee in two and GridGain and Safe Software in one category.

About the authors

Matt Aslett

Matt Aslett

Matt leads the expertise in Digital Technology covering applications and technology that improve the readiness and resilience of business and IT operations. His focus areas of expertise and market coverage include: analytics and data, artificial intelligence and machine learning, blockchain, cloud computing, collaborative and conversational computing, extended reality, Internet of Things mobile computing and robotic automation. Matt’s specialization is in operational and analytical use of data and how businesses can modernize their approaches to business to accelerate the value realization of technology investments in support of hybrid and multi-cloud architecture. Matt has been an industry analyst for more than a decade and has pioneered the coverage of emerging data platforms including NoSQL and NewSQL databases, data lakes and cloud-based data processing. He is a graduate of Bournemouth University.
David Menninger

David Menninger

David is responsible for the overall research direction of data, information and analytics technologies at Ventana Research covering major areas including Analytics, Big Data, Business Intelligence and Information Management along with the additional specific research categories including Information Applications, IT Performance Management, Location Intelligence, Operational Intelligence and IoT, and Data Science. David is also responsible for examining the role of cloud computing, collaboration and mobile technologies as they affect these areas. David brings to Ventana Research over twenty-five years of experience, through which he has marketed and brought to market some of the leading edge technologies for helping organizations analyze data to support a range of action-taking and decision-making processes. Prior to joining Ventana Research, David was the Head of Business Development & Strategy at Pivotal a division of EMC, VP of Marketing and Product Management at Vertica Systems, VP of Marketing and Product Management at Oracle, Applix, InforSense and IRI Software. David earned his MS in Business from Bentley University and a BS in Economics from University of Pennsylvania.