Running Ray On Kubernetes With KubeRay Kubernetes Bytes podcast

1:02:44

In this episode of the Kubernetes Bytes podcast, Ryan and Bhavin sit down with Edith (Edi) Puclla, Technology Evangelist at Percona to talk about Percona Everest. The conversation focuses on Percona's investment in the Open-source ecosystem, and how they keep innovating with Percona Monitoring and Management and Percona Everest. The discussion also dives into how the community is expanding and supporting more use cases with Data on Kubernetes and AI on Kubernetes. Check out our website at https://kubernetesbytes.com/ Cloud Native News: http://businesswire.com/news/home/20250227229731/en/Veeam-Releases-Kasten-for-Kubernetes-v7.5-Elevating-its-1-Data-Resilience-Market-Position-with-Enhanced-Security-and-Modern-Virtualization/ https://www.developer-tech.com/news/kubescape-achieves-major-milestone-in-open-source-kubernetes-security/ https://thenewstack.io/postgresql-operator-cloudnativepg-hits-the-cncf-sandbox/ https://backendnews.net/tenable-report-finds-security-gaps-in-kubernetes-environments/ https://www.infoworld.com/article/3832760/red-hat-openshift-improves-virtualization-support.html https://edera.dev/stories/series-a - https://www.datastax.com/blog/ibm-plans-to-acquire-datastax Show links: https://github.com/percona/pmm https://github.com/valkey-io/valkey https://github.com/percona/everest https://github.com/percona/percona-server-mysql-operator https://github.com/percona/percona-server-mongodb-operator https://github.com/percona/percona-postgresql-operator https://forums.percona.com/ https://github.com/percona https://www.cncf.io/blog/2024/06/28/celebrating-10-years-of-kubernetes-the-evolution-of-database-operators/ https://dok.community/ https://www.linkedin.com/in/edithpuclla/ Timestamps: 00:07:40 Cloud Native News 00:17:40 Interview with Edith 00:58:05 Key takeaways…

Kubernetes Bytes

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KubeCon NA 2024 News Recap 58:24

21 weeks ago58:24

58:24

Join Bhavin Shah and Ryan Wallner for a recap of announcements and news from KubeCon North America 2024. Check out our website at https://kubernetesbytes.com/ https://www.businesswire.com/news/home/20241119538933/en/Spectro-Cloud-Closes-75m-Series-C-Led-by-Growth-Equity-at-Goldman-Sachs-Alternatives https://northflank.com/blog/northflank-raises-22m-to-make-kubernetes-work-for-your-developers-ship-workloads-not-infrastructure https://snyk.io/news/snyk-acquires-developer-first-dast-provider-probely/ https://www.nutanix.com/blog/introducing-nutanix-enterprise-ai https://thenewstack.io/stacklok-donates-minder-security-project-to-openssf/ https://www.prnewswire.com/news-releases/akamai-launches-cloud-agnostic-ready-to-run-application-platform-302302446.html https://www.businesswire.com/news/home/20241112064093/en/Loft-Labs-Introduces-vCluster-Cloud-a-Managed-Solution-to-Simplify-and-Reduce-Costs-of-Kubernetes https://cloud.google.com/blog/products/containers-kubernetes/gke-65k-nodes-and-counting https://www.veeam.com/resources/wp-whats-new-veeam-kasten-for-kubernetes.html https://www.netapp.com/blog/trident-24-10-best-storage-kubernetes/ https://podman-desktop.io/blog/2024/11/14/podman-desktop-cncf https://aws.amazon.com/blogs/aws/streamline-kubernetes-cluster-management-with-new-amazon-eks-auto-mode/ https://aws.amazon.com/about-aws/whats-new/2024/12/amazon-eks-hybrid-nodes/ https://thenewstack.io/kueue-can-now-schedule-kubernetes-batch-jobs-across-clusters/ https://cloudnativenow.com/kubecon-cnc-na-2024/solo-io-donates-api-gateway-to-cncf-to-advance-kubernetes-connectivity/ https://blocksandfiles.com/2024/11/08/tintri-unveils-kubernetes-container-storage-interface-for-streamlined-management/ https://www.sdxcentral.com/articles/stringerai-announcements/kubiya-launches-captain-kubernetes-ai-tool-for-simplifying-kubernetes-management/ https://cloudnativenow.com/topics/cloudnativedevelopment/application-dev/cncf-automates-kubernetes-secops-with-kyverno/ https://www.cncf.io/announcements/2024/11/15/cloud-native-computing-foundation-expands-certification-to-platform-engineering-and-more/ https://training.linuxfoundation.org/platform-engineering-programs https://cloudnativenow.com/topics/cloudnativedevelopment/cncf-kubevirt-v1-4-vms-are-now-just-another-kubernetes-resource/ https://kubevirt.io/user-guide/release_notes/ kubernetes.io/blog/2024/12/11/kubernetes-v1-32-release/ https://thehackernews.com/2024/12/296000-prometheus-instances-exposed.html?utm_source=tldrdevops…

Kubernetes Bytes

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Increasing AI adoption using Kubernetes 52:03

23 weeks ago52:03

52:03

In this episode of the Kubernetes Bytes podcast, Ryan and Bhavin talk to Tobi Knaup, VP and General Manager of Cloud Native at Nutanix about all things Kubernetes and AI. The discussion focuses on how Kubernetes has evolved since the early days, and why it's architecture is a perfect fit for accelerating adoption of AI workloads inside organizations. Check out our website at https://kubernetesbytes.com/ #kubernetes #aimodels #AIonKubernetes #machinelearning #hybridcloud #multicloud #modeltraining…

Kubernetes Bytes

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Monolith to Microservices using Kubernetes at Guidewire 1:06:28

27 weeks ago1:06:28

1:06:28

In this episode of the Kubernetes Bytes podcast, Ryan and Bhavin sit down with Diego Devalle and Anoop Gopalakrishnan from Guidewire to talk about how they went through an application modernization journey and adopted Kubernetes and cloud over the last 5 years. Diego and Anoop share their experiences around how they drove this modernization inside Guidewire by both championing organizational change, and introducing Kubernetes and cloud technologies, while at the same time ensuring that they serve their existing customers in the insurance industry. Check out our website at https://kubernetesbytes.com/ Show links: https://medium.com/@guidewire-engineering https://www.youtube.com/@GuidewireSoftware https://www.youtube.com/watch?v=N-WaEneeIJs https://www.youtube.com/watch?v=bKCwMO4UeJ8 https://www.guidewire.com/about/careers Timestamps: 00:05:24 Interview with Diego and Anoop 01:02:37 Key takeaways…

Kubernetes Bytes

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Inference in Action: Scaling Al Smarter with Inferless 55:17

29 weeks ago55:17

55:17

In this episode, we sit down with Nilesh Agarwal, co-founder of Inferless, a platform designed to streamline serverless GPU inference. We’ll cover the evolving landscape of model deployment, explore open-source tools like KServe and Knative, and discuss how Inferless solves common bottlenecks, such as cold starts and scaling issues. We also take a closer look at real-world examples like CleanLab, who saved 90% on GPU costs using Inferless. Whether you’re a developer, DevOps engineer, or tech enthusiast curious about the latest in AI infrastructure, this podcast offers insights into Kubernetes-based model deployment, efficient updates, and the future of serverless ML. Tune in to hear Nilesh's journey from Amazon to founding Inferless and how his platform is transforming the way companies deploy machine learning models. Subscribe now for more episodes! Show Links: OpenShift 4.17 is GA https://www.youtube.com/live/DvKHwz-c11c?si=6Zap6hk_GsQfdX2m Policy SBOM from Styra: https://www.styra.com/blog/introducing-policy-sbom/ NVIDIA GEForce NOW runs on KubeVirt https://thenewstack.io/now-nvidia-scaled-its-cloud-services-with-kubevirt/ CBT feedback https://thenewstack.io/kubernetes-advances-cloud-native-data-protection-share-feedback CNCF KUBEEDGE Grad https://www.devopsdigest.com/cncf-announces-kubeedge-graduation?utm_source=tldrdevops Palumi Operator 2.0 https://www.pulumi.com/blog/pulumi-kubernetes-operator-2-0 Inferless LInks: https://www.inferless.com/blog/cleanlab-saves-90-on-gpu-costs-with-inferless-serverless-inference https://www.inferless.com/blog/how-spoofsense-scaled-their-ai-inference-with-inferless-dynamic-batching-autoscaling https://www.inferless.com/ https://docs.inferless.com/introduction/introduction LinkedIn - https://www.linkedin.com/in/nilesh-agarwal/ X- https://x.com/nilesh_agarwal2 Medium Blog https://nilesh-agarwal.medium.com/…

Kubernetes Bytes

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Container security with Wiz 1:02:33

32 weeks ago1:02:33

1:02:33

In this episode of the Kubernetes Bytes podcast, Ryan and Bhavin talk to Ofir Cohen, CTO of Container Security at Wiz. The discussion focuses on the challenges with the cloud native security ecosystem, how organizations can improve their security posture, how developers can do less with more, and how Wiz helps organizations avoid security incidents. Check out our website at https://kubernetesbytes.com/ Cloud Native News: https://blog.kubecost.com/blog/2.4-release-highlights/ https://www.theregister.com/2024/09/26/critical_nvidia_bug_container_escape https://techcrunch.com/2024/09/18/edera-is-building-a-better-kubernetes-and-ai-security-solution-from-the-ground-up/ https://www.cncf.io/blog/2024/10/01/karmada-v1-11-version-released-new-cross-cluster-rolling-upgrade-capability-for-workload/ https://github.com/atlassian/escalator/?tab=readme-ov-file https://cybenari.com/2024/08/whats-the-worst-place-to-leave-your-secrets/ https://thehackernews.com/2024/10/new-cryptojacking-attack-targets-docker.html Show links: https://www.wiz.io/customers https://www.wiz.io/blog https://peach.wiz.io https://www.linkedin.com/in/cohen-ofir/ Timestamps: 00:01:43 Cloud Native News 00:12:56 Interview with Ofir 00:56:58 Key takeaways…

Kubernetes Bytes

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Dagger.io Deep Dive with Co-Founder Sam Alba 1:06:24

34 weeks ago1:06:24

1:06:24

In this episode, we dive into the challenges of modern CI systems and why they often hinder productivity. We explore Dagger, a programmable CI/CD pipeline engine, with insights from Sam, a former Docker engineer. Learn how Dagger addresses CI complexity, speeds up workflows, and enhances portability between local environments and CI. Show Links Dagger.io https://docs.dagger.io/ https://docs.dagger.io/adopting/#join-our-discord…

Kubernetes Bytes

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Running Ray on Kubernetes with KubeRay 53:06

36 weeks ago53:06

53:06

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Kai-Hsun Chen, Software Engineer at Anyscale and maintainer of the KubeRay project. The discussion focuses on how the open source Ray project can help organizations use a single tool for data prep, model training, fine tuning and model serving workflows, both for their predictive AI and generative AI models. The discussion also dives into the KubeRay project and how it provides three different Kubernetes CRDs for Data Scientists to deploy Ray clusters on demand. Check out our website at https://kubernetesbytes.com/ Cloud Native News: https://azure.github.io/AKS/2024/08/23/fine-tuning-language-models-with-kaito https://orca.security/resources/blog/kubernetes-testing-environment/ https://www.redhat.com/en/about/press-releases/red-hat-openstack-services-openshift-now-generally-available Show links: Kai's LinkedIn: https://www.linkedin.com/in/kaihsun1996/ KubeRay doc: https://docs.ray.io/en/latest/cluster/kubernetes/index.html Ray Summit registration: https://raysummit.anyscale.com/flow/anyscale/raysummit2024/reg/createaccount (code: KaiHsunC15) KubeRay repository: https://github.com/ray-project/kuberay Ray repository: https://github.com/ray-project/ray Ray Slack workspace: https://docs.google.com/forms/d/e/1FAIpQLSfAcoiLCHOguOm8e7Jnn-JJdZaCxPGjgVCvFijHB5PLaQLeig/viewform Timestamps: 00:02:40 Cloud Native News 00:07:20 Interview with Kai 00:49:15 Key takeaways…

Kubernetes Bytes

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Building scalable data platforms using Data on EKS 1:02:20

38 weeks ago1:02:20

1:02:20

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Alex Lines and Vara Bonthu from AWS to talk about the Data on EKS project. The discussion dives into why AWS decided to build the Data on EKS project and provide patterns for EKS customers to use to deploy data platforms, machine learning and GenAI tools on EKS clusters. They talk about what's included and what's not included with each of these patterns and whats coming down the line. Check out our website at https://kubernetesbytes.com/ Cloud Native News: https://kubernetes.io/blog/2024/08/16/kubernetes-1-31-prevent-persistentvolume-leaks-when-deleting-out-of-order/ https://kubernetes.io/blog/2024/08/16/matchlabelkeys-podaffinity/ https://kubernetes.io/blog/2024/08/15/kubernetes-1-31-volume-attributes-class/ https://roadmap.vcluster.com/changelog/vcluster-v020-ga https://www.cloudbees.com/blog/cloudbees-acquires-launchable-to-enable-development-teams-to-iterate-faster?Product=Launchable&Tag=Blog%2CAI%2CLaunchable%20Update Show links: https://awslabs.github.io/data-on-eks/ https://www.youtube.com/watch?v=G9aNXEu_a8k https://github.com/awslabs/data-on-eks https://www.linkedin.com/in/alex-lines-aws/ https://www.linkedin.com/in/varaprofile/ Timestamps: 00:01:45 Cloud Native News 00:12:15 Interview with Alex and Vara 00:58:21 Key takeaways…

Kubernetes Bytes

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Deploy and fine-tune LLM models on Kubernetes using KAITO 44:17

40 weeks ago44:17

44:17

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Sachi Desai, Product Manager and Paul Yu, Sr. Cloud Advocate at Microsoft to talk about the open source KAITO project. KAITO is the Kubernetes AI Toolchain Operator that enables AKS users to deploy open source LLM models on their Kubernetes clusters. They discuss how KAITO helps with running AI-enabled applications alongside the LLM models, how it helps users bring their own LLM models and run them as containers, and how KAITO helps them fine-tune open source LLMs on their Kubernetes clusters. Check out our website at https://kubernetesbytes.com/ Cloud Native News: https://azure.github.io/AKS/2024/07/30/azure-container-storage-ga https://github.blog/news-insights/product-news/introducing-github-models/ Show links: Azure/kaito: Kubernetes AI Toolchain Operator - https://github.com/Azure/kaito/tree/main https://www.youtube.com/watch?v=3cGmHDjR_3I&list=PLc3Ep462vVYtgN4rP1ThTJd2UlsBc2sou&index=2 https://aka.ms/cloudnative/learnlive/intelligent-apps-on-aks/episode-2 Jumpstart AI Workflows With Kubernetes AI Toolchain Operator - The New Stack - https://thenewstack.io/jumpstart-ai-workflows-with-kubernetes-ai-toolchain-operator https://paulyu.dev/article/soaring-with-kaito/ Concepts - Fine-tuning language models for AI and machine learning workflows - Azure Kubernetes Service | Microsoft Learn - https://learn.microsoft.com/en-us/azure/aks/concepts-fine-tune-language-models Keep up to date on the most recent announcements by following some of the KAITO engineers on LinkedIn: Fei Guo - https://www.linkedin.com/in/fei-guo-a48319a/ Ishaan Sehgal - https://www.linkedin.com/in/ishaan-sehgal/ Timestamps: 00:02:15 Cloud Native News 00:05:34 Interview with Sachi and Paul 00:42:08 Key takeaways…

Kubernetes Bytes

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The business case for cloud-native and Kubernetes 54:24

42 weeks ago54:24

54:24

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Danielle Cook - VP of Marketing, appCD and Co-chair, CNCF Cartografos Working Group, CNCF. The discussion dives into how technical individual contributors can and should think about a business case for cloud native adoption. They talk about the cloud native maturity model and also discuss the different things business leaders care about. Check out our website at https://kubernetesbytes.com/ Cloud Native News: https://www.chainguard.dev/unchained/chainguard-series-c https://www.cnbc.com/2024/07/23/google-wiz-deal-dead.html https://www.redhat.com/en/blog/what-you-need-to-know-red-hat-openshift-416 https://blog.kubeflow.org/kubeflow-1.9-release/ https://talks.devopsdays.org/devopsdays-boston-2024/cfp Show links: https://www.linkedin.com/in/danielle-cook-/ https://maturitymodel.cncf.io/ https://community.cncf.io/cncf-cartografos-working-group/ https://tag-app-delivery.cncf.io/whitepapers/platform-eng-maturity-model/ Timestamps: 00:01:36 Cloud Native News 00:12:07 Interview with Danielle 00:51:20 Key takeaways…

Kubernetes Bytes

1
Building the AI Hyperscaler with Kubernetes 54:56

46 weeks ago54:56

54:56

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Brandon Jacobs, an Infrastructure architect at Coreweave. They discuss how Coreweave has adopted Kubernetes to build the AI hyperscaler. The discussion dives into details around how Coreweave handles Day 0 and Day 2 operations for AI labs that need access to GPUs. They also talk about lessons learnt and best practices for building a Kubernetes based cloud. Check out our website at https://kubernetesbytes.com/ Episode Sponsor: Nethopper Learn more about KAOPS: nethopper.io For a supported-demo: info@nethopper.io Try the free version of KAOPS now! https://mynethopper.com/auth Cloud Native News: https://siliconangle.com/2024/06/24/ollama-addresses-remote-execution-flaw-following-wiz-discovery/ https://siliconangle.com/2024/06/18/suse-acquires-kubernetes-observability-startup-stackstate/ Show links: https://www.linkedin.com/in/brandonrjacobs/ https://www.coreweave.com/ Timestamps: 00:01:39 Cloud Native News 00:05:30 Interview with Brandon 00:51:37 Key takeaways…

Kubernetes Bytes

1
Shifting Minds: Exploring OpenShift's AI Landscape 1:05:07

48 weeks ago1:05:07

1:05:07

Ryan Wallner and Bhavin Shah talk to Andy Grimes about the OpenShift AI Landscape. Check out our website at https://kubernetesbytes.com/ Episode Sponsor: Nethopper - Learn more about KAOPS: @nethopper.io - For a supported-demo: info@nethopper.io - Try the free version of KAOPS now! https://mynethopper.com/auth Links - https://youtube.com/watch?v=nAT9U1vJ8x0 - https://www.theregister.com/2024/06/12/kubertenes_decade_anniversary/ - https://www.businesswire.com/news/home/20240606882860/en/Mirantis-Collaboration-with-Pure-Storage-Simplifies-Data-Management-with-Kubernetes - https://falco.org/blog/falco-0-38-0/ - https://au.finance.yahoo.com/news/rancher-government-successfully-using-harvester-121100125.html - https://www.youtube.com/@PlatformEngineering - Video: https://www.youtube.com/watch?v=tZj8j3fdXy4 - Virtual Road Shows: https://www.redhat.com/en/north-america-red-hat-aws - AWS Gameday August 22nd: TBS - Boston Childrens Hospital RHOAI: https://www.redhat.com/en/creating-chris - IBM Open Source AI https://www.youtube.com/watch?v=SuGedexBudQ&t=141s…

Kubernetes Bytes

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Training Machine Learning (ML) models on Kubernetes 55:29

50 weeks ago55:29

55:29

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Bernie Wu, VP Strategic Partnerships and AI/CXL/Kubernetes Initiatives at Memverge. They discuss about how Kubernetes is the most popular platform to run AI model training and model inferencing jobs. The discussion dives into model training, talking about different phases of a DAG, and then talk about how Memverge can help users with efficient and cost-effective model checkpoints. The discussion goes into topics like saving costs by using spot instances, hot restart of training jobs, reclaiming unused GPU resources, etc. Check out our website at https://kubernetesbytes.com/ Episode Sponsor: Nethopper Learn more about KAOPS: @nethopper.io For a supported-demo: info@nethopper.io Try the free version of KAOPS now! https://mynethopper.com/auth Cloud Native News: https://www.aquasec.com/blog/linguistic-lumberjack-understanding-cve-2024-4323-in-fluent-bit/ https://kubernetes.io/blog/2024/05/20/completing-cloud-provider-migration/ https://thenewstack.io/introducing-aks-automatic-managed-kubernetes-for-developers/ https://www.harness.io/blog/harness-to-acquire-split Show Links: https://www.linkedin.com/in/berniewu/ https://criu.org/Main_Page https://memverge.com/ https://youtu.be/tY8YOMRuqWI?si=yB3hHqLUpYPZ-KWN https://youtu.be/ND4seSKpJHI?si=shh0iuA9qC-dO6eb Timestamps: 01:04 Cloud Native News 08:47 Interview with Bernie 51:40 Key takeaways…

Kubernetes Bytes

1
The evolution of service mesh technologies 1:08:00

52 weeks ago1:08:00