Storage for AI Q&A

Our recent SNIA Data, Networking & Storage Forum (DNSF) webinar, “AI Storage: The Critical Role of Storage in Optimizing AI Training Workloads,” was an insightful look at how AI workloads interact with storage at every stage of the AI data pipeline with a focus on data loading and checkpointing. Attendees gave this session a 5-star rating and asked a lot of wonderful questions. Our presenter, Ugur Kaynar, has answered them here. We’d love to hear your questions or feedback in the comments field. Q. Great content on File and Object Storage, Are there any use cases for Block Storage in AI infrastructure requirements? A. Today, by default, AI frameworks cannot directly access block storage, and need a file system to interact with block storage during training. Block storage provides raw storage capacity, but it lacks the structure needed to manage files and directories. Like most AI frameworks, PyTorch depends on a file system to manage and access data stored on block storage. Q. Do high speed networks make some significant enhancements to I/O and checkpointing process? Read More

Solving Cloud Object Storage Incompatibilities in a Multi-Vendor Community

The SNIA Cloud Storage Technologies Initiative (CSTI) conducted a poll early in 2024 during a live webinar “Navigating Complexities of Object Storage Compatibility,” citing 72% of organizations have encountered incompatibility issues between various object storage implementations. These results resulted in a call to action for SNIA to create an open expert community dedicated to resolving these issues and building best practices for the industry. Since then, SNIA CSTI has partnered with the SNIA Cloud Storage Technical Work Group (TWG) and successfully organized, hosted, and completed the first SNIA Cloud Object Storage Plugfest (multi-vendor interoperability testing), co-located at SNIA Developer Conference (SDC), September 2024, in Santa Clara, CA. Participating Plugfest companies included engineers from Dell, Google, Hammerspace, IBM, Microsoft, NetApp, VAST Data, and Versity Software. Three days of Plugfest testing discovered and resolved issues, and included a Birds of a Feather (BoF) session to gain consensus on next steps for the industry. Plugfest contributors are now planning two 2025 Plugfest events in Denver in April and Santa Clara in September. It’s a collaborative effort that we’ll discuss in detail on November 21, 2024 at our next live SNIA CSTI webinar, “Building a Community to Tackle Cloud Object Storage Incompatibilities.” At this webinar, we will share insights into industry best practices, explain the benefits your implementation may gain with improved compatibility, and provide an overview of how a wide range of vendors is uniting to address real customer issues, discussing: Read More

Complexities of Object Storage Compatibility Q&A

72% of organizations have encountered incompatibility issues between various object storage implementations according to a poll at our recent SNIA Cloud Storage Technologies Initiative webinar, “Navigating the Complexities of Object Storage Compatibility.” If you missed the live presentation or you would like to see the answers to the other poll questions we asked the audience, you can view it on-demand at the SNIA Educational Library. The audience was highly-engaged during the live event and asked several great questions. Here are answers to them all. Q. Do you see the need for fast object storage for AI kind of workloads? A. Yes, the demand for fast object storage in AI workloads is growing. Initially, object storage was mainly used for backup or archival purposes. However, its evolution into Data Lakes and the introduction of features like the S3 SELECT API have made it more suitable for data analytics. The launch of Amazon’s S3 Express, a faster yet more expensive tier, is a clear indication of this trend. Other vendors are following suit, suggesting a shift towards object storage as a primary data storage platform for specific workloads. Q. As Object Storage becomes more prevalent in the primary storage space, could you talk about data protection, especially functionalities like synchronous replication and multi-site deployments – or is your view that this is not needed for object storage deployments? Read More

Object Storage: Got Questions?

Over 900 people (and counting) have watched ourSNIA Networking Storage Forum (NSF) webcast, “Object Storage: Trends, Use Cases” where our expert panelist had a lively discussion on object storage characteristics, use cases and performance acceleration. If you have not seen this session yet, we encourage you to check it out on-demand. The conversation included several interesting questions related to object storage. As promised, here are answers to them: Q: Today object storage allows many new capabilities but also new challenges, such as the need for geographic and local load balancers in a distributed scale out infrastructure that at the same time do not become the bottleneck of the object services at an unsustainable cost. Are there any solutions available today that have these features built in? A: Some object storage solutions have features such as load balancing and geographic distribution built into the software, though often the storage administrator must manually configure parts of these features at the network and/or server level. Most object storage cloud (StaaS) implementations include a distributed, scale-out infrastructure (including load balancing) in their implementation. Read More

Keeping Pace with Object Storage Trends & Use Cases

Object storage has been among the most popular topics we’ve covered in the SNIA Networking Storage Forum. On November 16, 2021, we will take this topic on again at our live webcast “Object Storage: Trends, Use Cases.” Moving beyond the mechanics of object storage, our experts panel will focus on recent object storage trends, problems object storage can solve, and real-world use cases including ransomware protection. So, what’s new? Object storage has traditionally been seen as an archival storage platform, and is now being employed as a platform for primary data. In this webcast, we’ll highlight how this is happening and discuss: Read More

Understanding the NVMe Key-Value Standard

The storage industry has many applications that rely on storing data as objects. In fact, it’s the most popular way that unstructured data—for example photos, videos, and archived messages–is accessed. At the drive level, however, the devil is in the details. Normally, storage devices like drives or storage systems store information as blocks, not objects. This means that there is some translation that goes on between the data as it is ingested or consumed (i.e., objects) and the data that is stored (i.e., blocks). Naturally, storing objects from applications as objects on storage would be more efficient and means that there are performance boosts, and simplicity means that there are fewer things that can go wrong. Moving towards storing key value pairs that get away from the traditional block storage paradigm makes it easier and simpler to access objects. But nobody wants a marketplace where each storage vendor has their own key value API. Read More

Object Storage Questions: Asked and Answered

Last month, the SNIA Networking Storage Forum (NSF) hosted a live webcast, “Object Storage: What, How and Why.” As the title suggests, our NSF members and invited guest experts delivered foundational knowledge on object storage, explaining how object storage works, use cases, and standards. They even shared a little history on how object storage originated.  If you missed the live event, you can watch the on-demand webcast or find it on our SNIAVideo YouTube Channel. We received some great questions from our live audience. As promised, here are the answers to them all. Read More

Why Object Storage is Important

Object storage is a secure, simple, scalable, and cost-effective means of embracing the explosive growth of unstructured data enterprises generate every day. Object storage adoption is on the rise. That’s why the SNIA Networking Storage Forum (NSF) is hosting “Object Storage: What, How and Why.”  This webcast, with experts Chris Evans of Bookend LTD, Rick Vanover of Veeam, and Alex McDonald, Vice Chair of SNIA NSF and NetApp, the will explain how object storage works, its benefits and why it’s important. Like other storage technologies, object storage brings its own set of unique characteristics to the market. Join us on February 19th at 10:00 am PT/1:00 pm ET to learn: Read More

What Does Software Defined Storage Means for Storage Networking?

Software defined storage (SDS) is growing in popularity in both cloud and enterprise accounts. But why is it appealing to some customers and what is the impact on storage networking? Find out at our SNIA Networking Storage Forum webcast on October 22, 2019 “What Software Defined Storage Means for Storage Networking” where our experts will discuss:

  • What makes SDS different from traditional storage arrays?
  • Does SDS have different networking requirements than traditional storage appliances?
  • Does SDS really save money?
  • Does SDS support block, file and object storage access?
  • How data availability is managed in SDS vs. traditional storage
  • What are potential issues when deploying SDS?

Register today to save your spot on Oct. 22nd.  This event is live, so as always, our SNIA experts will be on-hand to answer your questions.

We’re Debating Again: Centralized vs. Distributed Storage

We hope you’ve been following the SNIA Ethernet Storage Forum (ESF) “Great Storage Debates” webcast series. We’ve done four so far and they have been incredibly popular with 4,000 live and on-demand views to date and counting. Check out the links to all of them at the end of this blog. Although we have “versus” in the title of these presentations, the goal of this series is not to have a winner emerge, but rather provide a “compare and contrast” that educates attendees on how the technologies work, the advantages of each, and to explore common use cases. That’s exactly what we plan to do on September 11, 2018 when we host “Centralized vs. Distributed Storage.” Read More