KubeCon + CloudNativeCon India 2025
2025-08-06..2025-08-07
Hyderabad, India
[KubeCon + CloudNativeCon India 2025, KubeCon + CloudNativeCon India 2026]
| title | author | length |
|---|---|---|
| Keynote: Welcome + Opening Remarks | Jonathan Bryce, Chris Aniszczyk | 15m |
CNCF marks a 10-year presence in India with a sold-out KubeCon India of 4,000 attendees and ~70% first-timers, reporting 280,000 contributors across 200… | ||
| Keynote: Kubernetes for GenAI: The New Operating System of the AI-First World | Janakiram MSV | 09m |
Claim: Kubernetes is the production substrate for GenAI, not the LLM. Evidence includes OpenAI scaling to 7,500 nodes (2021), Google showing 65,000 nodes on… | ||
| Keynote: Pushing the Limits: Scaling ArgoCD’s Repo-Server To Handle 30... | Aditya Sharma, Isha Gusai | 10m |
Expedia’s platform migrates to ArgoCD and scales the repo-server to generate manifests for 33,000 applications built from over 4,000 Helm charts; a custom… | ||
| Keynote: DX Is the New UX: How Technical Friction Impacts Business Value | Atulpriya Sharma | 12m |
Concrete examples of wins and fails: missing discovery (no Stack Overflow or CNCF listing), docs that ignore Helm and kubectl, broken YAML and gated sales… | ||
| Keynote: From Grass to Glass: Chitale Dairy's App Tra... | Vishvas Parshuram Chitale, Dilpreet Bindra | 05m |
Chitale Dairy moves all legacy software into containers on vSphere Kubernetes Service and VMware Cloud Foundation, replacing monoliths and old Z8/Cobalt stacks… | ||
| Keynote: Champions of Cloud Native: Stories and Insights from CNCF Ambassadors | Monika Rajput, Divya Mohan, Daniel Oh, Kimberly Falk | 16m |
Panel recounts concrete benefits from ambassadorship: multi-year cohorts (1, 4, 7+ years) that sharpen outreach, advocacy, storytelling and mentoring skills… | ||
| Keynote: Closing Remarks | 01m | |
Program highlights call out a program committee that reviewed close to 1,000 submissions and curated day‑one sessions spanning AI infrastructure, developer… | ||
| Project Lightning Talk: What’s New in k0s: Lightweight Kubernetes Without Compromise | Prithvi Raj Venkat Raj | 06m |
k0s claims monthly alignment with upstream Kubernetes and ships concrete features: monthly K8s‑aligned releases, dynamic control‑plane load balancer using… | ||
| Back To the Basics - Service Mesh Fundamentals | Kannan Jayaprakasam, Pawan Bhardwaj | 35m |
Explains that replacing Envoy sidecars with proxyless gRPC embeds an XDS client in the gRPC library, consumes the same XDS control plane config (listeners… | ||
| Introducing Kubernetes Resource Orchestrator (KRO) | Abdel Sghiouar, Mofi Rahman | 35m |
KRO exposes a declarative resource graph definition (RGD) API that generates native Kubernetes objects (deployment, service, ingress) plus cloud CRDs… | ||
| Beyond the Start Button: The Hidden Life of Pod Termination in Kubernetes | Rishabh Jain | 31m |
Walks through the exact pod-deletion sequence: API server sets metadata.deletionTimestamp and deletionGracePeriodSeconds, kubelet watches etcd, runs preStop… | ||
| Project Lightning Talk: OTel 2025: The Latest Milestones and What’s Next | Steve Flanders | 06m |
OpenTelemetry reports stable core components and ships an OTel demo v2 environment that reproduces current stable pieces. The project adds a Weaver semantic… | ||
| Project Lightning Talk: Essential Resources for gRPC Development | Kannan Jayaprakasam | 05m |
Quick tour of concrete gRPC resources and recent outputs: official docs and example code live on grpc.io, a YouTube channel hosts 39 videos and short feature… | ||
| Lightning Talk: Optimizing SNAT Port and IP Address Management in Ku... | Nitin Nizhawan, Prachi Sahu | 06m |
Kubernetes SNAT on AKS statically reserves 4096 SNAT ports per node, forcing AKS to attach IPs based on max pool size and causing up to ~80% IPv4 waste in… | ||
| Lightning Talk: Enhancing Runtime Protection Leveraging Compliance Frameworks | Ramakant Sharma | 07m |
Demonstrates KubeArmor protecting Linux workloads (containers, VMs, bare metal) with a system monitor and enforcement agent that leverages Linux security… | ||
| Project Lightning Talk: Kyverno: Kubernetes Policy as Code Unleashed! | Mohd Kamaal | 06m |
Kyverno is a Kubernetes-native policy engine that uses declarative YAML policies to validate, mutate, generate and clean up resources, and it claims to handle… | ||
| A Journey To Ephemeral Test Environments With EKS and ArgoCD | Tatiana Selezneva, Gazal Gafoor | 33m |
Demo shows per-PR ephemeral environments that spin up on AWS EKS via Terraform and tear down automatically through Argo CD using an Argo CD ApplicationSet with… | ||
| Lessons from Running a CNCF Community: Mistakes, Wins, and Growth | Kemila De Silva, Chamod Shehanka Perera | 24m |
Kubernetes Sri Lanka launches KCD Sri Lanka 2022 as a high-grade green screen production and racks up 1K YouTube livestream views, then pivots to a sold-out… | ||
| Project Lightning Talk: How to get your custom access tokens from Keycloak | Alexander Schwartz | 04m |
Keycloak issues access tokens as JSON Web Tokens (JWTs) containing configurable claims like expiry, issuer, email_verified and username and you can map claims… | ||
| Building a Cloud Native IaC Platform for an Enterprise by Lev... | Florian Hopfensperger, Yury Tsarev | 48m |
Allianz builds a Kubernetes-based IaC platform that runs over 1,000 control planes and already manages 10,000+ claims, using Crossplane compositions, Argo CD… | ||
| Lightning Talk: Confidential VMs in Kubevirt: Securing VMs With Kube... | Basavaraju G, Rishika Kedia | 07m |
KubeVirt implements Confidential VMs using hardware TEEs and demonstrates that guest memory becomes unreadable to the host: a non-confidential VM used a… | ||
| Lightning Talk: OpenKruise: Advancing Kubernetes Workload Auto... | Husni Alhamdani, Herbert Sianturi | 06m |
OpenKruise extends Kubernetes with concrete features: in-place pod updates that change CPU/memory without recreating pods, claiming ~90% faster rollout and no… | ||
| Unlocking the Power of Kuma Service Mesh: Enhancing Reliability and D... | Deepak Verma, Arpit Mishra | 35m |
Zomato adopts Kuma (Envoy-based) on AWS ECS to manage ~500 microservices and ~10,000 dataplanes, replacing brittle static Envoy configs. Control plane serves… | ||
| IDP as a Product: Where Developer Happiness Meets Platform's Excell... | Ninad Desai, Ruturaj Kadikar | 43m |
Argues that treating an internal developer platform as a product cuts onboarding from about a week to minutes by shipping a concrete stack: a repo-bootstrapper… | ||
| Supercharge Backstage: Self-Service GitOps Staging Environments wi... | Farhaan Shamsee, Rakesh Reddy | 54m |
Self-service platform glues Backstage to GitOps: a developer clicks (or pushes a branch) and a vCluster + FluxCD pipeline creates an isolated, production-like… | ||
| Keep Calm and Carry on Cluster Updates - Thanks To Kyverno Chainsaw | Vijay Dharap | 32m |
Shows Kyverno Chainsaw running live demos that create resources, run apply/assert/cleanup steps, and produce JUnit reports usable in CI. Uses Chainsaw to… | ||
| Lightning Talk: Solving Multi-Region K8s Challenges: Improving Pod Startu... | Tamil Vanan Karuppannan | 04m |
Multi-region clusters pull images from a central US registry, causing a reported 10x NAT transfer increase and long startup latencies; the solution deploys Zot… | ||
| Project Lightning Talks: Opening | Jeffrey Sica | 04m |
Fast-paced sequence of five-minute talks with about seven minutes between each; sessions aim to surface concrete project details, contribution paths and demos… | ||
| Project Lightning Talks: Closing | Jeffrey Sica | 01m |
Session closes with a concise call to keep engaging with the CNCF ecosystem, listing graduated, incubating, and sandbox projects and pointing attendees to… | ||
| Project Lightning Talk: Dockerfiles vs Buildpacks: What's The Cloud Native Way? | Ram Iyengar | 06m |
Compares Dockerfile builds to Cloud Native Buildpacks and claims concrete benefits: Buildpacks produce OCI-compatible images, remove the need for handwritten… | ||
| Beyond Productivity: Scaling Cloud Dev Environments for Faster Feedback & Sustaina... | Siddhant Khare | 40m |
Concrete engineering tradeoffs for cloud dev environments: VM vs Kubernetes isolation, why Gitpod shifts to VMs, Uber’s Kubernetes-based devpods and… | ||
| Rewriting the Rules: Why Kubernetes Is Moving To NFTables | Daman Arora, Yash Kumar Singh | 22m |
Claims that nftables replaces iptables/IPVS for kube-proxy by switching from linear rule processing to hash maps, delivering constant-time lookups and 30k… | ||
| To Succeed in Platform Engineering, Build Infrastructure Knowledge Graphs | Safeer C M | 32m |
Argues that building an infrastructure knowledge graph — not just a list of services — makes implicit tribal knowledge explicit and raises both developer… | ||
| Project Lightning Talk: What's new in Harbor Project Updates and New Features | Prasanth Baskar | 04m |
Harbor hits version 2.14 and reaches feature-complete for that release; core updates include two maintained subprojects: Harbor CLI (full-featured, scriptable… | ||
| Lightning Talk: K0s at the Edge: Minimal Kubernetes, Maximum Impact | Satyam Bhardwaj | 06m |
k0s runs as a single-binary, fully conformant Kubernetes distribution that installs with curl + token + k0s start and deliberately targets ARM edge devices by… | ||
| Project Lightning Talk: Argo CD 3.0: What’s New and What’s Next? | Nitish Kumar | 06m |
Argo CD 3.0 is the first major release since 2021 and 3.1 ships August 4, adding concrete features: OCI registry source lets Argo CD treat OCI-compliant… | ||
| Scaling AI Like a Pro-PepsiCo’s LLM Deployment Strategy on K... | Praseed Naduvath, Dhanashree Shetty | 34m |
PepsiCo claims production deployments of 70B-parameter Llama models on Kubernetes, hosting them internally for data control while running demos on A100 node… | ||
| Observability at Scale With Monitoring as Code... | Vipin GopalaKrishnapillai, Saiabhinay Bommakanti | 36m |
An enterprise observability platform built with Grafana, Prometheus (AWS Managed Prometheus), and Grafana Tempo stores traces to S3 and enforces self-service… | ||
| Keynote: Welcome Back + Opening Remarks | 01m | |
Brief opening that riff on Hyderabadi biryani (about 20–30% of hands raised), urges attendees to try local food, and then pivots to a concrete case study: a… | ||
| Effortless, Standardised Homelab Observability With eBPF | Goutham Veeramachaneni | 33m |
Home lab gets unified observability by running Beyla (eBPF → OpenTelemetry) plus Prometheus and Grafana, which auto-generates HTTP request/error/latency… | ||
| Kubernetes SIG Contributor Experience: A Look Back, a Step Forward | Aakansha Priya, Mario Jason Braganza, Nabarun Pal, Sreeram Venkitesh, Sayak Mukhopadhyay | 31m |
SIG Contributor Experience runs the automation and programs that keep Kubernetes scaleable: 100k contributors, 4.5M+ contributions, 8k reviewers tracked via… | ||
| From Slow To Pro: Accelerating Kubernetes Native Devel... | Raghu Chandrasekaran, Naveenkumar Kumanan | 33m |
Claims a reduction of setup time from days to minutes, feedback loops cut by >90% and onboarding halved by integrating Kind cluster in Docker with DevSpace… | ||
| Build Your K8s Ready Distro With BootC | Praveen Kumar, Josh Berkus | 32m |
Builds an OS image as a container and boots it: uses Podman Desktop with the Bootc extension to build a Fedora-based bootable container, convert it to a raw… | ||
| Harbor Maintainers Talk - Role of Harbor in AI, IOT Edge and the Future | Prasanth Baskar | 30m |
Harbor now stores OCI-packaged AI models as a first-class artifact (released in v2.13) using Model Pack (CNAI model spec) and the modctl build/push/pull… | ||
| Lightning Talk: Unit Testing in Go With K8s Clients & APIs: An Intern’s POV on Why I... | Harini Anand | 05m |
Unit testing with Kubernetes fake clients cuts cluster setup time to zero and makes debugging the fastest way to learn a Go + K8s codebase, using informers and… | ||
| Lightning Talk: WASM Vs Docker: Partners, Not Rivals | Pradumna V Saraf | 05m |
Claim: WASM and Docker complement each other — Docker now hosts WASM images on DockerHub and runs WASM containers side‑by‑side with Linux/Windows containers… | ||
| Delegate Authentication and a Lot More To Keycloak With OpenID... | Alexander Schwartz, Rishabh Singh | 31m |
Shows how Keycloak acts as an OpenID Connect provider that redirects to authorization, token, userinfo and end session endpoints, demonstrates using prompt… | ||
| Lightning Talk: Mission: Impossible - Building Self-Healing Disaster Recovery With... | Prerit Munjal | 07m |
A production system uses OpenFeature as a control plane to orchestrate dynamic failover across three regions, processing 1k flag evaluations/s and cutting RTO… | ||
| The Fast and the Fluent: AI-Powered Speech Translation at the Edge With K0s | Bharath Nallapeta | 31m |
Demonstrates a concrete edge speech-translation pipeline deployed with k0s control plane (controller on an Azure VM, worker on an Orange Pi), running three… | ||
| Redefining Inclusion: Building Truly Global Cloud N... | Josh Berkus, Sandeep Kanabar, Priyanka Saggu | 28m |
Project audit finds 80 community meetings with 80 meetings, 75 favor NA/EU, 0 Oceania and only two matching South Asia timezones, so contributors outside those… | ||
| Lightning Talk: Predictive Autoscaling in Kubernetes With KEDA and Prophet | Snigdha Kanchana | 06m |
Combines Prometheus metrics, a lightweight Python cron job that runs a Prophet forecast, and an adapter that exposes predicted values to KEDA which feeds… | ||
| Guard Your Network With Kyverno and Envoy | Sanskar Gurdasani, Swastik Gour | 26m |
Kyverno Envoy Plugin attaches to Envoy sidecars and Envoy Gateway and delegates checks to a local gRPC Kyverno Authz Server on port 9081, evaluating an… | ||
| Scaling Generative AI: Building Production-Ready LLM Applications | Daniel Oh | 32m |
Shows how to build a production LLM app in Java using Quarkus with an MCP tool orchestration layer and EasyRAG for embeddings and retrieval, demoing a working… | ||
| One Operator To Rule Them All? CRD Management Strategies for Cloud Native Apps! | Guna K Kambalimath | 37m |
Compares one-CRD-per-operator versus multi-CRD-per-operator with concrete measurements: an experiment shows a single-CRD setup producing ~640 goroutines versus… | ||
| Plug-and-Play Progressive Delivery for Kubernetes Built-in Workloads With OpenKrui... | Harkirat Singh | 29m |
OpenKruise Rollout claims to add enterprise-grade progressive delivery to existing Kubernetes Deployments and StatefulSets without CRD migration by pausing… | ||
| SIG etcd Maintainer Track Talk | Arka Saha, Josh Berkus | 32m |
etcd v3.6 is the first feature release in four years and adds downgrade to 3.5 (rolling protocol+storage downgrade), removes the obsolete v2 store path… | ||
| Running Databases Efficiently at Scale - Case Study of Flipka... | Yashpal Choudhary, Akif Ahmed Khan | 50m |
Flipkart moves stateful databases onto Kubernetes using Local PVs with OpenEBS + LVM to get 2x–4x better IOPS/throughput and half the cost (on 4PB SSD + 15PB… | ||
| Unlocking Kubernetes Observability: Secure, Tenant-Cen... | Bingi Narasimha Karthik, Ramkumar Nagaraj | 35m |
Adobe describes a Prometheus-based multi-tenant proxy (deployed as a single CRD) that exposes curated GPU and namespace metrics (DCGM, kube-state-metrics… | ||
| High-Performance Cloud Networking With Calico and Vec... | Shatakshi Mishra, Abed Mohammad Kamaluddin | 31m |
Calico with a VPP dataplane plus Marvell’s Octeon native plugin offloads IPsec crypto to a SmartNIC and reduces CPU while raising throughput: Calico VPP with… | ||
| Containerized Time Travel: Replicating Production Performance | Sravanthi Naga, Hari Babu Volli | 33m |
A bank serving 200M customers across 150+ countries recreates real production load by recording traces with OpenTelemetry, alerting with Grafana, then using… | ||
| Smart Capacity-Aware Volume Provisioning for LVM Local Stora... | Arathi Balasubramanian, Amarnath Ch | 35m |
Microsoft builds a node-local LVM CSI driver that creates per-node logical volumes from grouped NVMe/SSD disks, reports realtime capacity via the CSI… | ||
| Enhancing DNS Reliability in Kubernetes With Node Local DN... | Sanjay Kumar K K R, Priyanshi Agrawal | 32m |
Node-local DNS cache runs as a DaemonSet across hundreds of clusters with tens of thousands of nodes and reduces CoreDNS upstream traffic, cutting request… | ||
| Keynote: Closing Remarks | 01m | |
A two‑day conference in Hyderabad wraps with gratitude, calls for stories, and a reminder that second annual KubeCon + CloudNativeCon India gathers graduated… | ||
| ArgoCD CLI Gets an Upgrade: Plugins, Flexibility, and More | Nitish Kumar | 26m |
Adds plugin support to the ArgoCD CLI so any executable named argocd- on the system absolute PATH becomes a subcommand, with the important limitation that… | ||
| Building a Scalable Observability Platform for Edge Compute Nodes | Naveen Kumar S P, Karthik A | 40m |
Modernized vessel edge from Docker to k3s single‑ or multi‑node clusters and runs on‑board Prometheus collecting at 1‑minute intervals with ~500 MB tuned… | ||
| Cloud Native GenAI Using KServe and OPEA | Johnu George, Gavrish Prabhu | 25m |
Shows a working pipeline that combines KServe and OPEA: Helm installs a doc‑summarization app plus a single VLM, Grafana dashboards report latency, token… | ||
| How Intuit Streamlined AI/ML Inference Workflows on K8s | Yashash H L, Sreekanth P R | 19m |
Numaflow is a Kubernetes-native, serverless platform that runs real-time inference at Intuit scale — about 4 million models and 60 billion predictions per day… | ||
| Inside Vitess: Building Resilient, Distributed Databases | Harshit Gangal | 34m |
Vitess is presented as a Kubernetes-ready, MySQL wire‑compatible sharding platform with automatic failover (VReplication/Vtctld), online schema changes… | ||
| Keynote: From Outage To Observability: Lessons From a Kubernetes... | Saiyam Pathak, Arnab Chatterjee | 12m |
A Kubernetes CI/CD job spikes to 2,000 pods and overloads the control plane, exposing missing correlation in logs and no tenant isolation. The remediation… | ||
| Rook: Intro and Deep Dive Wi... | Subham Kumar Rai, Nikhil Ladha, Rakshith R, Nitin Goyal, Deepika Upadhyay | 40m |
Rook is a Kubernetes operator that automates Ceph (RBD, CephFS, RGW) via CRDs and CSI drivers and supports external Ceph clusters and hybrid clouds. Upstream… | ||
| Choose Your Shield: Evaluating Linux Security Modules for Cloud Na... | Ramakant Sharma, Rishabh Soni | 34m |
Compares SELinux, AppArmor and BPF LSM by measuring runtime overhead, attack mitigation and operational friction and shows KubeArmor as a working enforcement… | ||
| Freeze,Investigate,Recover: Unlocking Forensic Container Checkpoint... | Suman Chakraborty, Neel Shah | 33m |
Shows a working CRIU-based workflow that creates a tar checkpoint of a running container (memory pages, fds, namespaces, rootfs diff), inspects memory pages… | ||
| Sandboxing Agentic AI With LSM-BPF | Rahul Arvind Jadhav | 30m |
Shows that untrusted agent-generated code can perform real attacks (example: LLM-jacking exfiltrating credentials via Plotly and a CNCF demo running nmap)… | ||
| Keynote: cTENcf and Beyond: Leading Teams in an AI-Native World | Aparna Prabhu | 12m |
Ten-year cloud native milestone meets an AI inflection: a Harvard Business School study of 170,000 developers finds GenAI users write 5% more code while… | ||
| Kubernetes Steering Committee - Navigating the Tides of the Kubernetes Ocean | Maciej Szulik, Paco Xu, Nikhita Raghunath, Nabarun Pal | 32m |
A governance panel explains that the Kubernetes Steering Committee does not set technical direction but manages a seven-member committee with annual elections… | ||
| Multi-Layered Guardrails for Cloud Native AI: Enforcin... | Vincent Caldeira, Anindita Sinha Banerjee | 35m |
Claims a practical cloud-native pattern: deploy specialized agents as Kubernetes pods orchestrated with a service mesh, use LlamaIndex for the REACT-style… | ||
| Security: The Thing That Everyone... | Bhavani Indukuri, Sonali Srivastava, Ram Iyengar, Anusha Hegde | 27m |
Panelists call out concrete failures and fixes: a new quishing scam example and Log4j panic motivate practices like generate SBOMs and run image/infra scans in… | ||
| Minimal OS, Maximum Impact: Journey To a Flatcar Maintainer | Sayan Chowdhury | 33m |
Flatcar Container Linux is an immutable minimal OS with no apt/DNF that publishes alpha/beta/stable/LTS images to clouds; the project is CNCF incubating since… | ||
| Kubernetes Policy as Code for Platform Engineers | Sonali Srivastava, Mohd Kamaal, Kushal Agrawal | 33m |
Platform engineers get concrete recipes using Kyverno 1.15 as a dynamic admission controller plus Chainsaw tests and a CLI: mutating policies auto-add labels… | ||
| Keynote: The Last Mile Problem: Why AI W... | Rohith Reddy Gopu, Vignesh Swaminathan, Priyanka Kamath | 10m |
Panel argues that AI cuts grunt work but fails the “last mile” of context, trust and constrained devices: examples include device and OS fragmentation blocking… | ||
| Keynote: Kubernetes and Platform Engineering: A Strategic Partnership for Scalab... | Bhavani Indukuri | 11m |
Claims that a managed Kubernetes platform that bundles deployment, observability, cert and secret management, networking, policy and DNS cuts cluster creation… | ||
| Who Let the Pods Out? Extending Kubernetes with Custom Controllers and CRDs | Ria Bhatia | 30m |
A Go controller watches Deployments with the label auto service=true and automatically creates or deletes a matching Service (name = deployment name +… | ||
| Auto-instrumentation for GPU Performance Using eBPF | Annanay Agarwal | 28m |
Grafana’s eBPF-based implementation auto-instruments CUDA driver calls to emit Prometheus metrics for kernel launches per second, grid/block dimensions, and… | ||
| Children's Guide To LLMs on Kubernetes | Saloni Narang, Aman Mundra | 28m |
Shows vLLM running on a three‑node Kubernetes cluster with a CPU vLLM pod and a Docker image (~2–3 GB) exposing a FastAPI endpoint on port 8000; demo queries… | ||
| Fine-Grained Authorization: The Missing Piece in Agentic AI Security | Shivay Lamba, Ashish Jha | 30m |
Demonstrates a working RAG pipeline that uses OpenFGA + Couchbase to enforce document-level permissions before vector search, with OpenAI for embeddings and… | ||
| Keynote: Unifying Developer Experience at Zepto with Backstage: A Jo... | Abhishek BVS, Sandesh Kumar Gupta | 06m |
Zepto replaces scattered tooling with Backstage plus Kubernetes and Argo, scaffolding repos that provision access, CI/CD, security scans, HPA, ingress and Argo… | ||
| Cluster API To Streamline Kubernetes Clusters Lifecycle Management... | Megha Singhal, Gulshan Khatri | 12m |
NVIDIA consolidates on-prem Kubernetes lifecycle by building a custom ClusterAPI infrastructure provider for bare metal that supports heterogeneous nodes (CPU… | ||
| Keynote: Intuit’s AI-Native Platform: Scaling to 8x Velocity for 8,000 Developers | Jimil Patel | 05m |
Intuit describes an AI-native platform that scales to 8,000+ developers and runs ~2,500 production services across ~350 Kubernetes clusters (about 1M active… | ||
| Handling Node Churn in Karpenter: Efficient Scaling for Large EKS... | Shivani Mehrotra, Chetan Saini | 27m |
Karpenter (for EKS) is tuned with consolidateAfter=2m/5m, expireAfter=600s, terminationGrace=60s and tested with 50 replicas scaled to 5 and 0. Pods annotated… | ||
| Bridging Big Data and Machine Learning Ecosystems: A Cloud Native Approac... | Johnu George, Shiv Jha | 33m |
Claims a working cloud‑native pipeline that removes Parquet serialization overhead by converting Iceberg/Parquet on S3 into in‑memory Arrow record batches… | ||
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