Cisco Data Fabric Transforms Machine Data into AI-Ready Intelligence
Cisco (NYSE:CSCO) has unveiled the Cisco Data Fabric, a groundbreaking architecture designed to transform machine data into AI-ready intelligence. Built on the Splunk platform, this solution aims to reduce the complexity and cost of handling machine data at scale while enabling AI applications and custom model training.
The framework offers three key capabilities: operating on machine data at extreme scale through a unified data foundation, unlocking proprietary data value with upcoming features like the Time Series Foundation Model, and unifying experiences for humans and AI agents through the Cisco AI Canvas. The platform supports cross-domain analytics and federation across various data sources including Amazon S3, Apache Iceberg, and others.
The core components are available today, with additional features rolling out through 2026, including the Time Series Foundation Model (November 2025), Replay S3 for Federated Analytics (October 2025), and Cisco AI Canvas integration.
Cisco (NYSE:CSCO) ha presentato il Cisco Data Fabric, un'architettura innovativa pensata per trasformare i dati macchina in informazioni pronte per l'AI. Basata sulla piattaforma Splunk, la soluzione punta a semplificare e ridurre i costi della gestione dei dati macchina su larga scala, oltre a favorire le applicazioni AI e l'addestramento di modelli personalizzati.
Il framework fornisce tre capacit脿 principali: gestire dati macchina su scala estremamente ampia tramite una base dati unificata, valorizzare i dati proprietari con funzionalit脿 in arrivo come il Time Series Foundation Model, e unificare le esperienze per persone e agenti AI tramite il Cisco AI Canvas. La piattaforma supporta analisi cross-domain e federazione tra varie sorgenti dati, tra cui Amazon S3 e Apache Iceberg.
I componenti fondamentali sono gi脿 disponibili, mentre funzionalit脿 aggiuntive saranno rilasciate fino al 2026, tra cui il Time Series Foundation Model (novembre 2025), Replay S3 per Federated Analytics (ottobre 2025) e l'integrazione con Cisco AI Canvas.
Cisco (NYSE:CSCO) ha presentado el Cisco Data Fabric, una arquitectura revolucionaria dise帽ada para convertir los datos de m谩quina en inteligencia preparada para IA. Construida sobre la plataforma Splunk, la soluci贸n pretende reducir la complejidad y el coste de gestionar datos de m谩quina a gran escala, adem谩s de habilitar aplicaciones de IA y el entrenamiento de modelos personalizados.
El marco ofrece tres capacidades clave: operar con datos de m谩quina a escala extrema mediante una base de datos unificada, desbloquear el valor de datos propietarios con caracter铆sticas pr贸ximas como el Time Series Foundation Model, y unificar las experiencias para humanos y agentes de IA a trav茅s del Cisco AI Canvas. La plataforma soporta an谩lisis cross-domain y federaci贸n entre distintas fuentes de datos, incluyendo Amazon S3 y Apache Iceberg.
Los componentes centrales est谩n disponibles hoy, y se ir谩n a帽adiendo funciones hasta 2026, entre ellas el Time Series Foundation Model (noviembre de 2025), Replay S3 para Federated Analytics (octubre de 2025) y la integraci贸n con Cisco AI Canvas.
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Cisco (NYSE:CSCO) a d茅voil茅 le Cisco Data Fabric, une architecture innovante destin茅e 脿 transformer les donn茅es machine en intelligence pr锚te pour l'IA. Construite sur la plateforme Splunk, cette solution vise 脿 r茅duire la complexit茅 et le co没t de la gestion des donn茅es machine 脿 grande 茅chelle, tout en permettant des applications IA et l'entra卯nement de mod猫les personnalis茅s.
Le cadre offre trois capacit茅s cl茅s : traiter des donn茅es machine 脿 tr猫s grande 茅chelle via une base de donn茅es unifi茅e, exploiter la valeur des donn茅es propri茅taires gr芒ce 脿 des fonctionnalit茅s 脿 venir comme le Time Series Foundation Model, et unifier les exp茅riences pour les humains et les agents IA via le Cisco AI Canvas. La plateforme prend en charge l'analyse inter-domaines et la f茅d茅ration entre diff茅rentes sources de donn茅es, notamment Amazon S3 et Apache Iceberg.
Les composants de base sont disponibles d猫s aujourd'hui, et des fonctionnalit茅s suppl茅mentaires seront d茅ploy茅es jusqu'en 2026, notamment le Time Series Foundation Model (novembre 2025), Replay S3 pour Federated Analytics (octobre 2025) et l'int茅gration du Cisco AI Canvas.
Cisco (NYSE:CSCO) hat das Cisco Data Fabric vorgestellt, eine bahnbrechende Architektur, die Maschinendaten in f眉r KI nutzbare Informationen verwandeln soll. Die L枚sung basiert auf der Splunk-Plattform und zielt darauf ab, die Komplexit盲t und die Kosten der gro脽ma脽st盲blichen Verarbeitung von Maschinendaten zu reduzieren sowie KI-Anwendungen und das Training kundenspezifischer Modelle zu erm枚glichen.
Das Framework bietet drei zentrale F盲higkeiten: Betrieb von Maschinendaten im extremen Ma脽stab 眉ber eine einheitliche Datenbasis, Erschlie脽ung des Werts propriet盲rer Daten mit kommenden Funktionen wie dem Time Series Foundation Model, und Vereinheitlichung der Nutzererlebnisse f眉r Menschen und KI-Agenten durch das Cisco AI Canvas. Die Plattform unterst眉tzt dom盲nen眉bergreifende Analysen und Federation 眉ber verschiedene Datenquellen wie Amazon S3 und Apache Iceberg.
Die Kernkomponenten sind bereits verf眉gbar; weitere Funktionen werden bis 2026 nachgereicht, darunter das Time Series Foundation Model (November 2025), Replay S3 f眉r Federated Analytics (Oktober 2025) und die Integration des Cisco AI Canvas.
- None.
- Most advanced features won't be available until 2026
- High dependency on Splunk platform integration
Insights
Cisco leverages Splunk acquisition to enter AI data management market with a platform designed to transform enterprise machine data into AI-ready intelligence.
Cisco has strategically positioned itself at the intersection of two critical enterprise technology trends: the explosion of machine-generated data and the rising demand for AI-powered applications. The new Cisco Data Fabric architecture represents a significant evolution of Splunk's capabilities following Cisco's acquisition, now reengineered specifically for AI use cases.
The core value proposition addresses a genuine market challenge: enterprises generate massive volumes of machine data that remain largely untapped for AI applications due to complexity, cost, and integration difficulties. By creating a unified architecture that can transform this data into AI-ready intelligence, Cisco is attempting to monetize existing data assets that organizations already own but struggle to leverage.
From a competitive standpoint, this positions Cisco against both specialized data management platforms and cloud hyperscalers offering similar capabilities. The federated architecture approach is particularly notable, as it allows organizations to analyze data where it resides without costly movement or duplication鈥攁 significant operational cost consideration for enterprises with distributed data environments.
The announcement reveals a phased rollout strategy extending into 2026, indicating this is a long-term strategic initiative rather than a point solution. The Time Series Foundation Model (coming November 2025) represents Cisco's move into pre-trained AI models specifically for machine data, potentially creating a differentiated offering in the crowded AI infrastructure market.
For Cisco, this initiative leverages the Splunk acquisition to enter the high-growth AI infrastructure market while protecting its enterprise customer base from competitive encroachment by cloud providers and specialized AI vendors.
Machine data-trained AI models will deliver predictive insights and proactive resilience
"Organizations everywhere are sitting on a gold mine of machine data that's been too complex, cumbersome, and costly to leverage for AI, until today," said Jeetu Patel, President and Chief Product Officer at Cisco. "From sensor readings and factory metrics to checkout system data and event updates from apps, servers, networks and more, machine data drives how businesses operate. Splunk revolutionized data and analytics for the cloud. And now, the Cisco Data Fabric is poised to do the same for AI by making it possible for enterprises to build AI models with their own proprietary machine data."
The Cisco Data Fabric is purpose-built for the AI era, enabling organizations to innovate faster, strengthen security, and achieve greater business agility. By unifying and activating machine data from every corner of the enterprise, the framework delivers turnkey solutions that reduce cost and complexity while overcoming the challenges of managing distributed data at scale.
"Our goal is to give customers the fastest, most secure path from data to action," said Kamal Hathi, SVP and GM, Splunk, a Cisco company. "By embedding AI across the platform and embracing open standards, we're not just helping organizations analyze information faster鈥攚e're enabling them to anticipate change, scale innovation without unnecessary complexity, and deliver digital services that are more resilient, adaptive, and responsive to the needs of their users."
Unlocking the Power of Machine Data for Agentic AI听
The Cisco Data Fabric transforms streams of data into actionable intelligence that helps customers accelerate decision-making, reduce operational risk, and fuel innovation. The framework's intelligent edge data management enables advanced data filtering, shaping, and tiering, while powerful federation capabilities correlate insights across various domains 鈥� helping to provide near real-time, end-to-end operational intelligence. With a next-generation experience layer driven by AI-assistants and agentic capabilities, organizations can achieve dramatic gains in speed to resolution, reduce administrative burden, and empower teams to make faster decisions.
With the power of the Cisco Data Fabric, organizations will be able to:
- Operate on machine data at extreme scale
- Unified, Intelligent Data Foundation:听Simplify transformation of data across edge, cloud, and on-premises, including SecOps, ITOps, DevOps, and NetOps, into real-time, actionable insights while optimizing for cost and efficiency.
- Cross-Domain AG真人官方-Time Search and Analysis:听Quickly search and analyze data where it resides, federating across sources like Amazon S3 (available now), Apache Iceberg, Delta Lake (with Spark), Snowflake, and Microsoft Azure, while intelligently routing data to the most appropriate storage or analytic engine for the workload. Additional sources will be available in 2026.
- Flexible, Open Architecture: Adapts to multiple environments, spanning on-premises and cloud deployments, including high compliance with open standards, plug-and-play integrations, and self-service tools to empower innovation without limitations.
- Unlock the value of proprietary data
- Time Series Foundation Model (coming soon):听Powers advanced pattern analysis and temporal reasoning on time series data, enabling advanced anomaly detection, forecasting, and automated root cause analysis across the Cisco Data Fabric. It drives proactive operations, accelerates incident response, and turns machine data into actionable intelligence.
- Fuel for AI Innovation:听Unique capabilities such as Splunk Machine Data Lake provide a persistent, AI-ready foundation for both model training and enterprise analytics. Together with the Splunk AI Toolkit (formerly known as the Machine Learning Toolkit) and Splunk Model Context Protocol Server, these innovations help to transform machine data into a fuel source for advanced AI capabilities.
- Unify the experiences for humans and AI agents
- Cisco AI Canvas:听Integrating with Splunk Cloud Platform, Cisco AI Canvas provides an AI agent to orchestrate the analysis workflow and a workspace for team collaboration. This new virtual war room experience helps teams discover deeper insights, collaborate in real-time, and take decisive action faster than ever before. Splunk users can access advanced investigation and visualization tools as well as effortlessly collaborate with peers and extend findings with new knowledge objects, alerts, and reports within a unified and intuitive interface.
- AI-Native at Every Step:听The Splunk platform includes built-in AI capabilities to help at every stage of the data lifecycle 鈥� from onboarding and data management to agentic search and user experience 鈥� driving unprecedented productivity, agility, and innovation.
"The Cisco Data Fabric addresses a critical pain point in today's AI-driven enterprise: the challenge to quickly and securely unify vast streams of machine data for continuous resilience," said Archana Venkatraman, senior research director, cloud data management, IDC. "By enabling a federated approach that eliminates data movement, it provides a pragmatic solution for organizations operationalizing AI at scale. Its focus on real-time search, coupled with a repository for AI-ready data, provides tangible value by reducing complexity and time to insights. This unified architecture is a strong step toward helping customers build more resilient and trustworthy AI systems."
Availability
- The Cisco Data Fabric is built using Splunk Enterprise and Splunk Cloud Platform capabilities and is available today. It will incorporate future advances across data management, federation and AI. Additional features will become available through 2026.
- The Splunk AI Toolkit is available now, with newly hosted models available in 2026.
- Replay S3 for Federated Analytics will be available in October 2025 across the Cisco Data Fabric.
- The Time Series Foundation Model will be listed on Hugging Face, an open-source community, in November 2025.
- The Cisco AI Canvas integration with Splunk and Splunk Machine Data Lake will be available in 2026.
To learn more about how machine data is driving the next frontier of AI, read 听from Jeetu. For more details on all of Splunk's .conf25 announcements, please visit our . Availability dates and regions are subject to change.
About Cisco
Cisco (NASDAQ: CSCO) is the worldwide technology leader that is revolutionizing the way organizations connect and protect in the AI era. For more than 40 years, Cisco has securely connected the world. With its industry leading AI-powered solutions and services, Cisco enables its customers, partners and communities to unlock innovation, enhance productivity and strengthen digital resilience. With purpose at its core, Cisco remains committed to creating a more connected and inclusive future for all. Discover more on and follow us on X at .听听
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Futures Disclaimer: Many of the products and features mentioned are still in development and will be made available as they are finalized, subject to ongoing evolution in development and innovation. The timeline for their release is subject to change.
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