SNIA Experts on Data

In the most recent webinar in the SNIA Data, Storage & Networking “AI Stack” webinar series, “From Data to Decisions: Understanding How AI Models Learn,” Cal Foshee and Eric Gamble provided an in-depth look at how computer vision models learn. They shared specific techniques and concrete examples of how to train and test these models, drawing on their many years of experience. In this interview, Cal and Eric, take a deeper dive on the questions around how computer vision really works in production: small models working in sequence, bounding boxes as signal gates, and the relentless pursuit of pattern over assumption. Practical tips cover OCR, rotation, error bucketing, versioning, and why “fail fast” is more than a slogan. And webinar moderator, Erik Smith, explains what the “AI Stack” series is all about. SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

 The SNIA Data, Storage & Networking (DSN) Community launched a multi-part AI Stack Webinar Series designed to provide education and a comprehensive view of the AI landscape from data pipelines to model deployment. Hear experts, Erik Smith, Justin Potuznik, and Tim Lustig answer AI frequently asked questions: •       Exploring the differences between AI (the broader concept), machine learning (systems learning from data), and deep learning (neural networks extracting features from massive datasets)•       Understanding the "token economy" monetization model where AI services charge based on inputs/outputs •       Examining the shift toward on-premises AI deployments driven by data sovereignty, security concerns, and cloud cost management •       Implementing security through data validation, sanitization, and guardrails to protect AI systems from misuse •       Recognizing AI's transformative potential beyond current generative applications into agentic systems and physical embodiments  If you'd like to contribute to the AI Stack Webinar Series or have topics you'd like to see covered, contact the SNIA Data, Storage & Networking (DSN) chair at [email protected] or visit the SNIA website at snia.org. SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

SNIA Chair, J Metz, introduces SNIA Storage.AI™, an open standards project for efficient data services related to AI workloads. Storage.AI will focus on industry-standard, non-proprietary, and neutral approaches to solving AI-related data problems to optimize the performance, efficiency, and cost-effectiveness of AI workloads. Hear about the industry leaders who have combined forces to solve AI-related data challenges.Learn more at snia.aiSNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Agentic AI represents the next evolution in artificial intelligence, moving beyond generating content to executing actions autonomously on behalf of users. We explore how this technology differs from generative AI and why enterprise storage professionals need to prepare for its rapid adoption. On June 26, 2025, our SNIA experts will  host a live webinar, "Agentic AI - Use Cases, Benefits, Risks," where they will discuss:• How Agentic AI generates actions, using tools or skills it has at its disposal• How Agentic AI is accelerating even faster than generative AI, making preparation essential• Finding appropriate fit-for-purpose use cases for successful and practical implementation• Real-world applications in actionSNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

 Our SNIA Experts on Data are here to explain the basics of RDMA and discuss why now is the right time for an “Everything You Want to Know About RDMA but were too proud to ask” webinar. Our expert panel, featuring Michal Kalderon, a Distinguished Engineer from Marvell and Rohan Mehta, a Senior Software Engineer from Microsoft have over a decade of experience developing RDMA solutions, they are joined by Erik Smith, Chair of SNIA Data, Storage & Networking Community and a Distinguished Engineer at Dell. Together, they share insights on this critical communication technology that enables direct memory-to-memory transfers without CPU involvement. This podcast is a quick preview of the SNIA webinar, "Everything You Wanted to Know About RDMA But Were Too Proud to Ask," which you can watch here https://bit.ly/RDMATooProudtoAsk .SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Data storage technologies continue to evolve to keep pace with massive data creation. In this episode, SNIA experts discuss the innovations, challenges, and importance of data storage solutions and standards to handle ever-growing digital demands. Tune in to learn about the fundamental aspects of storage technologies and how SNIA and the industry are addressing data storage—from SSDs and HDDs—to cutting-edge solutions like DNA data storage as our experts discuss:  • Introduction to the SNIA community and its objectives • Emphasis on the significance of data storage in today's technology landscape • Overview of key storage technologies: SSDs, HDDs, and archival solutions • Exploration of the "save-discard dilemma" impacting data management • Insights into storage needs driven by autonomous vehicles and AI applications SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Tape storage is making a comeback. Hear why as SNIA experts highlight the evolution of tape storage and the importance of data formats and standardization in driving innovation within the storage industry. This discussion dives into the significance of security in data management, evolving roles of technologies like Linear Tape File System (LTFS) and the SNIA Cloud Data Management Interface (CDMI), and how collaborative efforts driven by SNIA shape the future of interoperability. You'll also learn how exciting new initiatives like the SNIA Cloud Object Storage Compatibility Plugfest pave the way for enhanced interoperability. Join this conversation on:•      The resurgence of tape storage in the AI era•      Standards to address cybersecurity challenges in the cloud•      Emerging data structures like directed graphs reshaping data access•      Security protocols becoming integral within data management frameworks•      How LTFS enables interoperability between different vendor solutions•      Call for new members to join SNIA and contribute to future standardsSNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

This episode highlights ongoing SCSI and SAS technology innovations, demonstrating their essential roles in modern data management and infrastructure. As hyperscalers push for performance and capacity, legacy systems are evolving to meet needs while addressing sustainability, efficiency, and security challenges. Join Rick Kutcipal, Board Member of the SNIA STA (SCSI Trade Association) Community, as he discusses:• The roles of SNIA STA Community and the INCITS/SCSI standards organization • The latest SAS specifications • Innovations in storage technology tailored for hyperscalers• Sustainable practices emerging from technology improvements  • RAID technology advancements   • Prospects for SCSI in terms of security and innovationThe SAS Roadmap is a living document that can be viewed here: https://www.snia.org/groups/scsi-trade-association-sta-forum/sas-roadmaps to see progression in the standard and what’s to come.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

The complex world of data protection encompasses key elements, including data integrity, availability, and privacy. Hear our SNIA experts discuss the implications of ensuring data is secure, protected and private as they discuss emerging regulations like GDPR, the differentiation between data security and privacy, and the vital importance of proper data management throughout its lifecycle. You'll hear: • Definition of data protection and its multiple elements • The impact of GDPR on data handling practices • Differences between privacy and security explained • Challenges presented by new storage technologies • Importance of lifecycle management in data protection • Emphasis on collaboration among tech, legal, and regulatory bodiesSNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

This episode focuses on the evolving landscape of data optimization, emphasizing the intersections of standards, sustainability, and community collaboration. From tackling large-scale implementations to enhancing environmental efficiency, we investigate how SNIA's approach to managing data across various infrastructures has broadened beyond traditional storage paradigms. Our experts cover key trends, challenges, and solutions that organizations need to address data management and sustainably, while optimizing their infrastructure for future growth, discussing:• Exploration of the concept of optimization in data storage • The blurred lines between data characteristics and storage infrastructure • Importance of sustainability in storage practices and life cycle assessments • The role of SNIA Swordfish and Redfish standards in enhancing interoperability • Community engagement and collaboration as key drivers for innovation in data managementSNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Explore the collaborative efforts and expertise of SNIA in advancing data transport technologies. Key topics include the rise of NVMe, innovations like CXL, Fibre Channel's ongoing significance, and the role of standards in creating efficient data solutions. Hear from industry experts, Bill Martin, Craig Carlson, Fred Knight, and Anthony Constantine as they discuss:• SNIA's role in data transport technologies and collaboration with industry partners • Key trends in SAS, NVMe, and Fibre Channel technologies • The impact of CXL on memory efficiency and architecture • The significance of UltraEthernet and its future applications • Understanding SFF and its importance in evolving storage solutions • The role of STA and industry partnerships in setting standards • How SNIA Swordfish has emerged as a key player in managing storage within the Redfish ecosystem  SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Discover how SNIA is redefining the future of data through collaboration and innovation. Join Scott Shadley, Jason Molgaard, and Shyam Iyer to hear how SNIA's initiatives, particularly in accelerating data, are blending storage solutions with data-centric strategies to drive the industry forward. The conversation highlights the significance of standardization in data management, emphasizing the importance of collaboration among competitors, discussing:• Overview of SNIA's role in developing standards to accelerate data• Importance of collaboration and shared expertise within SNIA • Insight into the Computational Storage Technical Work Group • Discussion on the Smart Data Accelerator Interface (SDXI) and its framework • Sustainability's role in technological advancement and innovation SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

What if you could optimize AI storage solutions without breaking the bank? Join Cameron Brett and Jonmichael Hands, Co-Chairs of the SNIA Solid State Drive (SSD) Special Interest Group, as they dive into the latest in solid state drive technology advances – including their increasing presence in artificial intelligence and high performance computing. This discussion looks at technological leaps in SSDs, zeroing in on how enterprise and data center class NVMe SSDs can transform AI system performance while balancing cost considerations. You'll hear about advancements in QLC SSD technology, and the introduction of PCIe Gen 6. It highlights the importance of energy efficiency and total cost of ownership in navigating the future landscape.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Imagine a world where your data could last thousands of years without requiring even a watt of energy. The world is literally running out of data storage, and DNA may be the answer. DNA exceeds many times the storage density of magnetic tape or solid-state media and can store hundreds of petabytes in a mere gram of DNA!Esther Singer and Dave Landsman, Co-Chairs of the SNIA DNA Data Storage Alliance, explain the potential of DNA as a data storage medium and how it presents a sustainable solution to the world’s insatiable demand for digital storage. You’ll learn how DNA data storage actually works (no, it’s not storing data on humans or animals) and hear how a collaborative partnership among a wide range of technology companies is innovating to make DNA data storage a reality.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Will AI revolutionize the way businesses operate and the way we live? Hear AI pioneer Dr. Rita Wouhaybi, an expert focused on AI, share her excitement over the rapid advances in AI technology. She explains why she is obsessed with the concept of Edge AI and how Edge breaks down some of the fundamental assumptions that we have had about AI for years.Looking beyond large language models and generative AI, she raises questions on all that we still need to learn about AI and her anticipation of amazingly rapid innovation, highlighting two critical abilities that we have yet to expose to the full extent.Rita offers real-world deployments of Edge AI in practice today in manufacturing, explaining how these technologies are dramatically enhancing efficiency, quality, and sustainability in manufacturing, and she challenges the popular concept of "data is the new oil," arguing instead that data is more like water—perishable and complex.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

The impact of ransomware has upended how organizations approach data protection strategies, causing significant shifts from traditional operational recovery. Many CIOs and data center managers still have the perception that their current backup strategies are sufficient until a bad actor sneaks into their network to make sure that the backup is useless, so they have no way of coming back.Mounir Elmously, a senior manager at Ernst & Young, is on the front lines, helping organizations across industries navigate the complexities of data protection in a world full of ransomware risks. Hear his expert perspective on:·       The consolidation of backup vendors and the evolution of solutions·       Shifting to contemporary ransomware preparedness strategies·       Distinctions between resilience, redundancy, and recovery in IT infrastructure·       The realities of zero downtimeSNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Curious about the future of data and how it's evolving? Join us for a chat with Dr. J Metz, Chair of the Board of Directors for SNIA, an industry organization that develops global standards and delivers education on all technologies related to data. In this episode, J explains how SNIA is evolving the structure of the organization and moving towards a more integrated ecosystem for SNIA members and the broader tech community.Learn how SNIA has transformed membership fees to break down silos across various technical projects and unlock SNIA communities to simplify participation and encourage greater collaboration. The new fee structure fosters broader engagement and makes it easier and more affordable for companies to contribute to multiple initiatives within SNIA. Members can get involved with everything that's going on within SNIA or start a new initiative. Members get to work with technology, standards, and education.J also shares personal anecdotes, highlighting the benefits he has gained from peer-to-peer connections and collaboration with technical leaders across the industry through his many years at SNIA.    .SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

International standards organizations play a crucial role in accelerating the adoption of technology. In this episode, Tom Coughlin, president of the IEEE (Institute of Electrical and Electronics Engineers), discusses how standards bodies like SNIA and IEEE shape the global market and its products through multi-vendor collaboration and shared goals. Tom highlights the impact of past standards and the latest advancements in DNA data storage, solid-state storage, and memory. He also provides a personal perspective on the benefits of active involvement in standards organizations and trade associations.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Can commercial off-the-shelf technology survive the rigors of space? Join us as Cameron Brett from the SNIA SCSI Trade Association Forum and Dr. Mark Fernandez of HPE's Spaceborne Computer Project tackle this provocative question. Learn how they've successfully adapted enterprise SAS Solid State Drives (SSDs) and NVMe technologies to work on the International Space Station.  You’ll learn about the real-world impacts of computing in space, including accelerating DNA analysis from months to minutes and enhancing astronaut health monitoring and safety protocols, ensuring mission success and crew well-being.Looking to the future, hear how storage advancements are setting the stage for even greater achievements in space exploration. SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

This episode of the SNIA Experts on Data podcast features Bill Martin who discusses flexible data placement in the context of storage devices. Bill highlights the importance of efficiently placing data to minimize write amplification factor, which can improve the lifetime and performance of SSDs. The discussion delves into the origins of flexible data placement, its benefits in reducing garbage collection, and the significance of industry standardization through SNIA to drive adoption and innovation in data storage technologies.Bill emphasizes the role of flexible data placement in optimizing performance across diverse workloads by associating data with specific reclaim units, thereby enhancing endurance and reducing write amplification. The conversation underscores the value of standardization in facilitating broader adoption of flexible data placement, enabling consumers to benefit from improved performance and efficiency in managing data. Bill also mentions ongoing efforts within SNIA to explore computational storage, CXL adoption, and data management strategies to meet the evolving needs of modern application architectures and workloads.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

AI is upon us, and enterprises today are looking at leveraging its power while addressing the challenges it creates. In this episode, SNIA expert David McIntyre discusses how organizations are building out AI solutions from an infrastructure standpoint. He details real-world concerns around security, data privacy, and the balancing act of managing AI performance requirements with costly power consumption that may not align with organizations’ sustainability goals. Tune in for key considerations for a data center infrastructure optimized to support AI.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Ready to unravel the complex world of data architecture in financial services? Join us for this conversation with SNIA member Parviz Peiravi, Global CTO for Financial Services at Intel, as he dives deep into the dynamics of data structure and its impact on the financial services industry. The interview takes a close look at the challenges faced by today's financial organizations, including the limitations of traditional data architecture, data silos, cultural barriers, and security issues that impede the adoption of AI and big data technologies. Parviz also sheds light on the implications of data regulations, underscoring the necessity for a robust, modern data architecture to ensure compliance, and offers the steps that financial institutions can take to foster this culture, touching on best practices for data quality, data ops, and data observability.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Philip Alsop, Digitalisation World Editor, interviews Dr. J Metz, Chair of the SNIA Board of Directors on the many ways SNIA is setting the standard for storage innovation. Listen as they discuss several new exciting innovations, including computational storage devices, DNA data storage and SDXI (Smart Data Acceleration Interface).SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Uncover the alliance of SNIA and SCSI Trade Association in a conversation with Cameron Brett from the SNIA STA Forum and Dr. J Metz from the SNIA Board of Directors. They'll guide you through the compelling history of these two organizations, their recent unification, and the benefits for members and end-users. Learn how the STA Forum, while being a part of SNIA, continues to maintain autonomy, and what this new union means for the future of storage technology.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Are you ready to gain a fresh perspective on the future of data movement? This episode features an insightful conversation with Shyam Iyer, chair of the SNIA Smart Data Accelerator Interface (SDXI) Technical Work Group. Get ready to explore why a standardized data accelerator interface is crucial in our increasingly complex data landscape and how SDXI is paving the way with an extensible, forward-compatible, and interconnect technology-independent solution. From the intricate challenges of software mem copies to the potential of emerging interconnects like CXL, Shyam's expertise provides an enlightening look at the pivotal technological shifts shaping data movement's future.As we progress through the episode, Shyam offers an exclusive insider's view on the formation and growth of the SDXI Technical Work Group. With a community that now includes nearly 30 member companies, this group has made significant progress in standardizing data movement and acceleration. You won't want to miss the updates on the progress of the 1.0 standard and the future plans of the group. This episode offers a unique opportunity for chip vendors, storage vendors, and anyone interested in the field to learn about the possibilities of getting involved in the group's ongoing efforts. Tune in and discover how your organization can leverage these exciting developments in the data movement space.For more information on SDXI, check out the SNIA Educational Library.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Philip Alsop from Digitalisation World interviews Richelle Ahlvers, Chair of the SNIA Storage Management Initiative. They discuss what’s new with SNIA Swordfish®, the storage management standard, the latest developments on work with industry partner organizations, the new SNIA Swordfish Conformance Testing Program and Next-Gen Lab.For more information on SNIA Swordfish, check out the SNIA Educational Library. SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn

Dr. J Metz, Chair SNIA Board of Directors, and Scott Shadley, Chair SNIA Communications Steering Committee, discuss the association’s plans for the coming year, which include work on SNIA SDXI Smart Data Acceleration Interface, computational storage, DNA data storage, SNIA Swordfish®, SNIA Emerald™ and sustainability. They also provide a fascinating insight into how they see the industry developing over time.For additional information on the technologies mentioned, check out the SNIA Educational Library.SNIA is an industry organization that develops global standards and delivers vendor-neutral education on technologies related to data.  In these interviews, SNIA experts on data cover a wide range of topics on both established and emerging technologies.About SNIA:Website Educational LibraryX/Twitter LinkedIn