100 docs tagged with "eks"

EKS GPU node strategy, Karpenter·KEDA·DRA resource management, NVIDIA GPU stack, AWS Neuron stack — the accelerated computing layer covering GPUs and AWS custom accelerators

Decision framework and pattern catalog for combining Bedrock AgentCore managed service with EKS-based self-hosted agents in hybrid deployment

In-depth technical documentation on the architecture, deployment, and operations of the Agentic AI Platform

Langfuse-based agent monitoring operations — monitoring architecture, key metrics, PromQL, alerting, and cost tracking (for tool comparison, see LLMOps Observability)

Decision framework for selecting the optimal approach between SageMaker Unified Studio, Bedrock AgentCore, and EKS open architecture based on customer needs

Covers the six design decisions to finalize when adopting EKS Hybrid Nodes — hybrid connectivity, cluster topology, Pod CIDR exposure, CNI and routing, node authentication, and workload exposure — with decision criteria and inter-decision dependencies.

Guide to Neuron SDK, Device Plugin, and NxD Inference for operating AWS custom AI accelerators (Trainium2/Inferentia2) on EKS

AWS Nitro System components, per-generation (v2–v6) networking changes, ENA driver/kernel requirements on EKS nodes, and PPS/CPS-focused performance tuning strategies

IP range design best practices for EKS Hybrid Nodes — routing requirement assessment procedure, VPC minimum sizing rationale, dedicated control plane ENI subnet strategy, proactive Pod CIDR allocation, and multi-environment address planning.

Cilium ENI mode architecture, Gateway API resource configuration, performance optimization, Hubble observability, BGP Control Plane v2 deep-dive guide

CNI selection criteria and core Cilium configuration for EKS Hybrid Nodes — hybrid-node-only affinity, cluster-pool IPAM, choosing a Pod CIDR routing method (BGP, static, Gateway), and the Cilium BGP Control Plane configuration procedure.

Covers GPU workload architecture for EKS Hybrid Nodes and DGX H200 SR-IOV and InfiniBand high-performance networking configuration.

Strengthening supply chain security through container image signing, SBOM, and CI/CD security gates

EKS Control Plane internals, CRD scaling strategies, and multi-cluster high availability architecture

Guide to diagnosing and resolving EKS control plane issues

Systematically monitor and optimize CoreDNS performance in Amazon EKS. Includes Prometheus metrics, TTL tuning, monitoring architecture, and real-world troubleshooting cases

Technical status and EKS application scenarios for GPU workload checkpoint/restore during Spot reclaim and scheduling events (Experimental)

Architecture patterns and decision guide for achieving high availability through object replication in EKS multi-cluster environments

Hands-on guide to deploying large open-source models on EKS, based on the GLM-5.1 experience

Architecture design, technical challenges, and AWS Native and EKS-based implementation approaches for the Agentic AI Platform

Deep optimization strategies for minimizing inter-service communication latency and reducing cross-AZ costs in EKS. Covers Topology Aware Routing, InternalTrafficPolicy, Cilium ClusterMesh, AWS VPC Lattice, and Istio multi-cluster

Authentication/Authorization best practices for Non-Standard Callers (CI/CD, monitoring, automation) accessing the EKS API Server

Comprehensive guide for Amazon EKS production operations covering networking, Control Plane, security, cost optimization, and more

Understand EKS Control Plane internals and learn Provisioned Control Plane usage, monitoring strategies, and CRD design best practices for stable scaling of CRD-based platforms

Comprehensive troubleshooting guide for systematically diagnosing and resolving application and infrastructure issues in Amazon EKS environments

Root cause analysis, recovery procedures, and prevention strategies for Control Plane access loss caused by deleting the default namespace in an EKS cluster.

Optimal node strategies for GPU workloads across EKS Auto Mode, Karpenter, MNG, and Hybrid Nodes

Architecture patterns and operational strategies for achieving high availability and fault tolerance in Amazon EKS environments

Best practices reference guide for adopting and operating Amazon EKS Hybrid Nodes. Covers six areas, from concepts and architecture to networking, security and authentication, storage and registry, GPU, and operations and cost.

Covers Amazon EKS Hybrid Nodes from definition, use cases, and pricing model to the nodeadm registration flow, RemoteNodeNetwork/RemotePodNetwork networking structure, traffic flows, and key technical characteristics.

A comprehensive guide to implementing shared file storage in EKS Hybrid Nodes environments, covering AWS managed services, enterprise storage integration, and Amazon Linux 2023 alternative approaches.

Compares Istio multi-cluster, Cilium ClusterMesh, and Amazon VPC Lattice architectures for East-West (service-to-service) communication across EKS clusters along four axes — functionality, stability, operability, and cost — with guidance on which environment suits each and a migration path from Istio

Architecture, deployment strategies, limitations, and best practices for the AWS EKS Node Monitoring Agent that automatically detects and reports node health issues

Detailed parameters by PCP tier, APF seat calculation formulas, large-scale cluster sizing examples, ClusterLoader2 performance validation methodology, customer case studies

Collection of EKS environment performance benchmark reports — Networking, AI/ML Inference, Infrastructure & Operations

Kubernetes Probe configuration strategies, Graceful Shutdown patterns, and Pod lifecycle management best practices

Kubernetes Pod CPU/Memory resource configuration, QoS classes, VPA/HPA autoscaling, and resource right-sizing strategies

Kubernetes Pod scheduling strategies, Affinity/Anti-Affinity, PDB, Priority/Preemption, Taints/Tolerations best practices

Compares data plane architecture, mTLS, L7 policy, observability, performance overhead, and operational complexity of major service mesh solutions on EKS, with workload-specific selection criteria

Guide to building Agentic AI platform using Amazon EKS and open-source ecosystem

Reference for implementing authentication, rate limiting, IP control, URL rewrite, header manipulation, session affinity, body size limits, and custom error pages as YAML across AWS LBC, Cilium, NGINX GF, Envoy Gateway, and kGateway

Covers a 5-zone pre-registration rule table to submit to firewall and network teams when adopting EKS Hybrid Nodes, handling environments without FQDN wildcard support, Transit Gateway topology, and on-premises LB path design.

NGINX Ingress Controller EOL response, tiered gateways for agentic workloads, Gateway API architecture, GAMMA Initiative, AWS Native vs open source solution comparison (AWS LBC, Cilium, NGINX Gateway Fabric, Envoy Gateway, kGateway, Kong), Cilium ENI integration, migration strategy and benchmark plans

A benchmark plan for comparing the EKS performance of 5 Gateway API implementations (AWS LBC v3, Cilium, NGINX Gateway Fabric, Envoy Gateway, kGateway)

GitOps architecture, KRO/ACK usage, multi-cluster management strategies and automation for stable large-scale EKS cluster operations

GPU resource management and cost optimization using Karpenter, KEDA, and DRA on EKS

Designs a highly available GenAI inference layer for EKS Hybrid Nodes GPU nodes with resource isolation (taints), a hybrid-only NVIDIA Device Plugin deployment, and a Karpenter-based cloud GPU fallback NodePool.

EKS threat detection and response using Amazon GuardDuty Extended Threat Detection

A complete step-by-step guide for integrating the Harbor 2.15 private container registry with Amazon EKS Hybrid Nodes (Kubernetes 1.33), covering installation, SSL/TLS configuration, authentication, and troubleshooting.

A hands-on guide to using on-premises GPU nodes as the primary inference tier on EKS Hybrid Nodes, and resolving DGX H200 SR-IOV VF name inconsistency through driver compatibility, persistent naming, and systemd orchestration

Covers the full lifecycle of the Amazon EKS Hybrid Nodes Gateway, from its operating mechanism through Cilium VTEP reconfiguration, Helm installation, instance sizing, failover, monitoring, and removal.

Comparing SageMaker HyperPod Inference Operator's managed KV cache, intelligent routing, and DPD with a Tiered Gateway, and clarifying its role and limitations as an L2 inference routing layer.

Zero-trust access control based on EKS Pod Identity and IRSA migration guide

EKS architecture overview for maximizing LLM Inference performance — starting point for vLLM, KV Cache-Aware Routing, Disaggregated Serving, LWS multi-node, and GPU autoscaling

A benchmark plan comparing Bedrock AgentCore as baseline against self-managed EKS (vLLM, llm-d, Bifrost/LiteLLM) across features, performance, and cost

Declarative AI agent management architecture and orchestration patterns in Kubernetes using Kagent

Comprehensive scaling strategy guide using Karpenter on Amazon EKS. Compares reactive, predictive, and architectural resilience approaches, CloudWatch vs Prometheus architecture, HPA configuration, and production patterns

A framework guide covering the DRA core model (DeviceClass, ResourceClaim, ResourceSlice), resource types beyond GPUs (NICs, interconnects, FPGAs), and adoption criteria

Covers the 1-hour TTL constraint of EKS Kubernetes events, export pipeline design, and AI Agent query architecture based on the EKS and CloudWatch MCP servers.

Kubernetes policy management and governance using Kyverno v1.16

FinOps strategies for achieving 30-90% cost reduction in Amazon EKS environments. Includes cost structure analysis, Karpenter optimization, tool selection, and real-world success cases

Benchmark comparing performance and cost efficiency of GPU instances (p5, p4d, g6e) and AWS custom silicon (Trainium2, Inferentia2) for vLLM-based Llama 4 model serving

llm-d architecture concepts, KV Cache-aware routing, Disaggregated Serving, EKS Auto Mode integration strategy

LLMOps observability tool comparison — Langfuse·LangSmith·Helicone·CloudWatch selection criteria and hybrid architecture (for Langfuse operations, see Agent Monitoring)

Designing external exposure for EKS Hybrid Nodes workloads — the traffic-origin-based NLB vs Cilium built-in LB decision principle, AWS Load Balancer Controller configuration requirements, Cilium LB IPAM and BGP advertisement, and community options such as MetalLB.

Gateway API migration 5-Phase strategy, CRD installation, step-by-step execution guide, validation scripts, and troubleshooting

Deploying Milvus vector database on Amazon EKS and integrating with RAG pipelines

End-to-end ML lifecycle management with Kubeflow + MLflow + vLLM + ArgoCD GitOps

A guide to the GPU infrastructure, inference framework, and inference optimization layers, with a single map of the end-to-end LLM inference request path and per-layer tuning levers — inference gateway, prefill/decode disaggregation, KV cache-aware routing, LMCache, and cache-hit strategy.

Architecture concepts, distributed deployment strategies, and performance optimization principles for Mixture of Experts models

CloudWatch Network Flow Monitor 에이전트의 내부 동작을 해부합니다. eBPF sock_ops 콜백 수집, 유저스페이스 집계와 Kubernetes enrichment, OTLP 전송 경로, EKS add-on 배포와 데이터 미표시 3계층 진단

EKS Hybrid Nodes networking best practices — covers CIDR design and address-range minimization, CNI configuration and Pod CIDR routing, building and operating the Hybrid Nodes Gateway, load balancing and service exposure, firewall pre-registration, and TGW topology.

Best practices for DNS optimization, East-West traffic, and Gateway API adoption in EKS environments

Guide to diagnosing EKS networking issues - VPC CNI, DNS, Service, NetworkPolicy

IAM credential provider selection guide for EKS Hybrid Nodes — SSM hybrid activation vs IAM Roles Anywhere comparison, the Vault PKI integration pattern, Hybrid Nodes IAM role minimum permissions, and credential lifecycle management.

Guide to diagnosing and resolving EKS node issues

Benchmark comparing Aggregated vs Disaggregated LLM serving performance using NVIDIA Dynamo — Running AIPerf 4 modes in an EKS environment

EKS observability stack configuration and incident detection strategies - Container Insights, Prometheus, ADOT

Observability implementation guide for EKS Hybrid Nodes — covers Cluster Insights configuration self-diagnosis, CloudWatch Container Insights hybrid configuration (RUN_WITH_IRSA), NVIDIA GPU metric integration, a Cilium Hubble-based eBPF dashboard, and Network Flow Monitor applicability analysis.

A customer-facing decision guide for evaluating and choosing self-hosted open-weight LLM deployment from the perspectives of token economics and data sovereignty.

Deploy OpenClaw AI Agent Gateway on EKS with cost optimization, and achieve full observability using Bifrost Auto-Router + Cilium Hubble + Langfuse

Covers EKS Hybrid Nodes Mixed Mode operational patterns, Cluster Insights configuration validation, monitoring, and cost optimization based on vCPU-hour billing.

Best practices for stable EKS cluster operations including GitOps, troubleshooting, high availability, and Pod lifecycle management

Operational best practices for EKS Hybrid Nodes — mixed mode workload placement, configuration validation with Cluster Insights and nodeadm debug, monitoring architecture, and cost optimization based on tiered vCPU-hour billing.

Covers EKS Hybrid Nodes concepts, how it works, key technical characteristics, and a guide to the six design decisions — connectivity, topology, Pod CIDR exposure, CNI, authentication, and workload exposure.

VPC endpoint design for operating EKS Hybrid Nodes in a private air-gapped network with no internet access — covers Private API endpoint mode, per-purpose interface endpoint mapping, the S3 Gateway endpoint, and the on-premises DNS resolution path.

Guide to diagnosing outages caused by mechanism differences and timeout mismatches between K8s Probes and ALB/NLB/Ingress Controller Health Checks

Production deployment and configuration reference architecture for the Agentic AI Platform

Karpenter autoscaling, Pod resource optimization, and EKS cost management strategies

A hybrid ML architecture that trains on SageMaker and serves on EKS

Covers EKS Hybrid Nodes node authentication methods (SSM hybrid activation vs IAM Roles Anywhere) and credential lifecycle management.

EKS security governance best practices covering API Server authentication/authorization, Identity-First security, policy management, supply chain security, threat detection, and compliance

Agentic AI deployment strategies that meet data sovereignty requirements — SCP region enforcement, Bedrock Geographic cross-Region inference, and EKS Hybrid Nodes-based hybrid/in-country self-hosting

Covers shared file storage (EFS, FSx, NFS) solutions for EKS Hybrid Nodes environments and Harbor private container registry integration.

Guide to diagnosing EKS storage issues - EBS/EFS CSI Driver, PVC mount failures

Kubernetes version upgrade strategy for EKS Hybrid Nodes — covers how nodeadm upgrade works, the mandatory manual cordon/drain, handling SSM signing key expiration (nodeadm 1.0.19+), private mirror configuration for air-gapped networks, and the upgrade runbook.

A benchmark report comparing network and application performance of VPC CNI and Cilium CNI across 5 scenarios (kube-proxy, kube-proxy-less, ENI, tuning) in an EKS environment

Amazon VPC CNI의 내부 동작을 세 축으로 해부합니다. L3 routed mode 데이터패스(veth·ip rule·169.254.1.1), ipamd의 warm pool·Prefix Delegation·IP 쿨다운 알고리즘, eBPF 기반 NetworkPolicy 아키텍처

Guide to diagnosing EKS workload issues - Pod state-based debugging, deployment failure patterns, probe configuration

HuggingFace 리더보드 스캔부터 벤치마크 재현, 인스턴스별 성능 프로파일링, 멀티 타깃 배포 가이드 생성, 글로벌 스팟 캐파 확보까지 — 오픈 웨이트 모델 온보딩을 7단계 파이프라인으로 자동화하고 사람은 승인 게이트에만 개입하는 아키텍처를 제시합니다