The rapid rise of generative AI and large language models is revolutionizing industries and transforming how we interact with technology. However, developing and deploying these cutting-edge AI models and applications at scale in the cloud comes with a unique set of operational challenges. In this article, we’ll explore the key pain points teams face when building generative AI and how Kubernetes and FinOps practices can help overcome them.

We are thrilled to announce that Spot Elastigroup and Spot Ocean for Google Kubernetes Engine (GKE) are now available on the Google Cloud Marketplace, reinforcing NetApp’s commitment to providing customers with a more streamlined way to consume its CloudOps solutions and invest in intelligent automation to maximize efficiency across their infrastructure and teams.

As Data Scientists and Engineers in a fast-paced corporate environment, our daily activities are filled with numerous challenges. One of the most daunting obstacles we face is the management of infrastructure and related costs. Each task or model we work on must be scheduled meticulously, cost-optimized, and equipped with the right CPU and memory specifications. On top of that, we must also supervise their dependencies.

Businesses leveraging Microsoft Azure’s cloud infrastructure face distinct challenges centered around the complexities of cost management and infrastructure optimization. Designing a cloud environment that aligns with business needs and strict budgets requires not only a deep understanding of Azure’s vast offerings but also state-of-the-art automations to optimally leverage them.

Optimization is key to achieving cost efficiency and stability for cloud environments. One optimization factor to consider is deciding which availability zones (AZ) to operate in. Location can impact cloud operations availability, performance, and cost. However, it can be a daunting task to look for the most suitable and cost-efficient AZs. There are two key challenges.

In the last few years, many businesses have migrated much of their operations to the cloud, and with increased usage, the complexity of managing cloud costs and achieving operational efficiency has grown as well. In many cases, cloud usage is outpacing the capabilities or availability of DevOps and FinOps teams to effectively manage a larger, more complex cloud infrastructure, so cloud optimization solutions are becoming the lifeline to maintaining reliable and cost-efficient operations.

What do today’s cloud practitioners need to navigate the ever-evolving cloud ecosystem? The growing complexity of the cloud requires innovation through automation, optimization, containerization, and a variety of other technologies. Yet with so many different methodologies, strategies, and best practices available to them today, cloud operations professionals need to know which options will bring them the greatest success as their cloud journeys evolve.

We’re thrilled to be back again at FinOps X in San Diego. The premier FinOps event of the year, it’s a fitting place to proudly announce that the Spot by NetApp product portfolio is now a FinOps Certified Platform. This FinOps Foundation certification reaffirms our commitment to supporting the FinOps framework and best practices.

Fast scaling is a pressing business need in many B2C industries like media distribution, streaming, and gaming. Spot by NetApp is proud to offer the fastest scaling on earth with its enhanced Ocean controller.

In late 2023, AWS began informing customers that as of January 15, 2024, they would start enforcing their existing policy of not allowing discounted RIs to be sold on the RI Marketplace, according to AWS Service Terms 5.6.1.: “You may not resell an EC2 Reserved Instance that you purchased through a discount program.” This policy has been in place since at least 2014; however, AWS rarely enforced it.