5G Industrial Private Networks and Edge Data Pipelines

The convergence of 5G, Edge Compute and Artificial Intelligence (AI) promise to be catalyst for continued digital transformation. For many industries, it will be a game-changer in term of how business in conducted. On January 27, 202, the SNIA Cloud Storage Technologies Initiative (CSTI) will take on this topic at our live webcast “5G Industrial Private Networks and Edge Data Pipelines.”

Advanced 5G is specifically designed to address the needs of verticals with capabilities like enhanced mobile broadband (emBB), ultra-reliable low latency communications (urLLC), and massive machine type communications (mMTC), to enable near real-time distributed intelligence applications. For example, automated guided vehicle and autonomous mobile robots (AGV/AMRs), wireless cameras, augmented reality for connected workers, and smart sensors across many verticals ranging from healthcare and immersive media, to factory automation.

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A Q&A on Big Data in the Cloud

The title of our recent live SNIA Cloud Storage Technologies webcast, “Cloud Storage and Big Data, A Marriage Made in the Clouds” might lead you to believe we were producing a new reality show, but of course, that was not the case. This webcast with SNIA experts, Chip Maurer, Vincent Hsu and Andy Longworth examined modernization challenges related to Big Data and key considerations for storing Big Data as workloads evolve. Our audience asked great questions during the live event. As promised, here are our experts’ answers.

Q: Is there much movement with Open Source Object Storage solutions, such as OpenStack suite – Swift, etc?

A. Yes, there is no shortage of Open Source storage solutions. The decision depends upon your organization’s expertise, reliability, cost, application availability and location, and your overall storage strategy.

Q. What drives organizations to modernize?

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Why Use Multiple Clouds?

As storing data in the cloud has become ubiquitous and mature, many organizations have adopted a multi-cloud strategy. Eliminating dependence on a single cloud platform is quite a compelling case with benefits of increased reliability, availability, performance, and the avoidance of vendor lock-in and/or specific vendor vulnerabilities to name a few. In short, spanning multiple clouds ensures a business does not have all its eggs (i.e. data) in one basket.

But multi-cloud environments are not without challenges. Taking advantage of the benefits without increasing complexity requires a strategy that ensures applications are not tightly coupled to cloud-specific technologies. Supporting a storage abstraction layer that insulates the application from the underlying cloud provider’s interfaces allows an application to be easily used with multiple clouds. It allows storage features specific to a cloud to be exposed in a standardized manner and enables data to be transparently accessed and migrated as needed in order to take advantage of cloud-specific features without the application being aware of the underlying mechanics, thus reducing or eliminating the limits and vulnerabilities of any one cloud.

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Storage at the Edge Q&A

The ability to run analytics from the data center to the Edge, where the data is generated and lives creates new use cases for nearly every business. The impact of Edge computing on storage strategy was the topic at our recent SNIA Cloud Storage Technologies Initiative (CSTI) webcast, “Extending Storage to the Edge – How It Should Affect Your Storage Strategy.” If you missed the live event, it’s available on-demand. Our experts, Erin Farr, Senior Technical Staff Member, IBM Storage CTO Innovation Team and Vincent Hsu, IBM Fellow, VP & CTO for Storage received several interesting questions during the live event. As promised, here are answers to them all.

Q. What is the core principle of Edge computing technology?

A. Edge computing is an industry trend rather than a standardized architecture, though there are organizations like LF EDGE with the objective of establishing an open, interoperable framework. Edge computing is generally about moving the workloads closer to where the data is generated and creating new innovative workloads due to that proximity. Common principles often include the ability to manage Edge devices at scale, using open technologies to create portable solutions, and of ultimately doing all of this with enterprise levels of security. Reference architectures exist for guidance, though implementations can vary greatly by industry vertical.

Q. We all know connectivity is not guaranteed – how does that affect these different use cases? What are the HA implications?

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Genomics Compute, Storage & Data Management Q&A

Everyone knows data is growing at exponential rates. In fact, the numbers can be mind-numbing. That’s certainly the case when it comes to genomic data where 40,000PB of storage each year will be needed by 2025. Understanding, managing and storing this massive amount of data was the topic at our SNIA Cloud Storage Technologies Initiative webcast “Moving Genomics to the Cloud: Compute and Storage Considerations.” If you missed the live presentation, it’s available on-demand along with presentation slides.

Our live audience asked many interesting questions during the webcast, but we did not have time to answer them all. As promised, our experts, Michael McManus, Torben Kling Petersen and Christopher Davidson have answered them all here.


Q. Human genomes differ only by 1% or so, there’s an immediate 100x improvement in terms of data compression, 2743EB could become 27430PB, that’s 2.743M HDDs of 10TB each. We have ~200 countries for the 7.8B people, and each country could have 10 sequencing centers on average, each center would need a mere 1.4K HDDs, is there really a big challenge here?

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Can Cloud Storage and Big Data Live Happily Ever After?

“Big Data” has pushed the storage envelope, creating a seemingly perfect relationship with Cloud Storage. But local storage is the third wheel in this relationship, and won’t go down easy. Can this marriage survive when Big Data is being pulled in two directions? Should Big Data pick one, or can the three of them live happily ever after? This will be the topic of discussion on October 21, 2021 at our live SNIA Cloud Storage Technologies webcast, “Cloud Storage and Big Data, A Marriage Made in the Clouds.” Join us as our SNIA experts will cover:

  • A short history of Big Data
  • The impact of edge computing
  • The erosion of the data center
  • Managing data-on-the-fly
  • Grid management
  • Next-gen Hadoop and related technologies
  • Supporting AI workloads
  • Data gravity and distributed data  

Register today! Our speakers will be ready to take your questions and black-tie is not required for this wedding!

Moving Genomics to the Cloud

The study of genomics in modern biology has revolutionized the discovery of medicines and the COVID pandemic response has quickened genetic research and driven the rapid development of vaccines. Genomics, however, requires a significant amount of compute power and data storage to make new discoveries possible. Making sure compute and storage are not a roadblock for genomics innovations will be the topic of discussion at the SNIA Cloud Storage Technologies Initiative live webcast “Moving Genomics to the Cloud: Compute and Storage Considerations.”

This session will feature expert viewpoints from both bioinformatics and technology perspectives with a focus on some of the compute and data storage challenges for genomics workflows. 

We will discuss:

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Extending Storage to the Edge

Data gravity has pulled computing to the Edge and enabled significant advances in hybrid cloud deployments. The ability to run analytics from the datacenter to the Edge, where the data is generated and lives, also creates new use cases for nearly every industry and company. However, this movement of compute to the Edge is not the only pattern to have emerged. How might other use cases impact your storage strategy?

That’s the topic of our next SNIA Cloud Storage Technologies Initiative (CSTI) live webcast on August 25, 2021 “Extending Storage to the Edge – How It Should Affect Your Storage Strategy” where our experts, Erin Farr, Senior Technical Staff Member, IBM Storage CTO Innovation Team and Vincent Hsu, IBM Fellow, VP & CTO for Storage will join us for an interactive session that will cover:

  • Emerging patterns of data movement and the use cases that drive them
  • Cloud Bursting
  • Federated Learning across the Edge and Hybrid Cloud
  • Considerations for distributed cloud storage architectures to match these emerging patterns
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Q&A: Cloud Analytics Takes Flight

Recently, the SNIA Cloud Storage Technologies Initiative (CSTI) hosted a live webcast “Cloud Analytics Drives Airplanes-as-a-Service” with Ben Howard, CTO of KinectAir. It was a fascinating discussion on how analytics is making this new commercial airline business take off.  Ben has a history of innovation with multiple companies working on new flight technology, analytics, and artificial intelligence. In this session, he provided several insights from his experiences on how analytics can have a significant impact on every business.

In the course of the conversation, we covered several questions, all of which were answered in the webcast. Here’s a preview of the questions along with some brief answers. Take an hour of your time to listen to the entire presentation, we think you’ll enjoy it.

Q: What’s different about capturing data for Machine Learning?

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Continuous Delivery Software Development Q&A

What’s the best way to make a development team lean and agile? It was a question we explored at length during our SNIA Cloud Storage Technologies Initiative live webcast “Continuous Delivery: Cloud Software Development on Speed.” During this session, continuous delivery expert, Davis Frank, Co-creator of the Jasmine Test Framework, explained why product development teams are adopting a continuous delivery (CD) model. If you missed the live event, you can watch it on-demand here.

The webcast audience was highly engaged with this topic and asked some interesting questions. Here are Davis Frank’s answers:
Q.  What are a few simple tests you can use to determine your team’s capability to deliver CD?

A. I would ask the team three questions:

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