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TSTaranjit Singh Malhotrazopnight.hashnode.devMar 23 · 13 min read

Going to Production: Spot Instances, Karpenter, and the Graviton Advantage

The Economics of Kubernetes at Scale The mathematics of Kubernetes in production is brutal and undeniable. Ninety-six percent of enterprises now run Kubernetes at scale, yet the economic reality under

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DSDaya Shankarnextgengpu.hashnode.devNov 10, 2025 · 5 min read

Understanding Risks and Benefits of Spot Instances

Let me clarify how spot instances can cut costs for ML while introducing new operational risks. You often face tight GPU supply, shifting training schedules and budget pressure, so spot capacity looks attractive. Spot, preemptible or low-priority in...

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APAkash Pawarblog.akashpawar.comJul 26, 2025 · 4 min read

NVIDIA Tesla GPU Scheduling: From HPC to Kubernetes with Volcano MLOps

When You Need Gang Scheduling Applications that require coordinated multi-pod execution: Distributed ML Training: Multi-GPU model training (PyTorch DDP, TensorFlow Distributed) High-Performance Computing: Weather simulation, molecular dynamics Par...

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VBVidushi Bansalvidushibansal.hashnode.devJan 2, 2025 · 5 min read

EC2 Spot Interruptions using Fault Injection Service

Spot Instances use extra EC2 capacity and can be up to 90% cheaper than On-Demand pricing. However, Amazon EC2 can stop your Spot Instances if it needs the capacity back. When using Spot Instances, be ready for possible interruptions. You can utilize...

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DPDhairya Patelblog.dhairyapatel.inDec 3, 2024 · 10 min read

Achieving Zero-Downtime Live Migration for Stateful Workloads with Drafter: An In-Depth Guide

The Challenge with Stateful Workloads in Cloud In today's cloud-native world, managing stateful workloads like databases presents unique challenges. While solutions like Kubernetes excel at handling stateless applications, managing stateful services—...

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TMTanishka Marrottcloud-design-diaries.hashnode.devSep 13, 2024 · 5 min read

Optimizing Cloud Costs: A Comprehensive Guide to Profiling Workloads

While in the cloud, controlling costs is not just about saving money—it's about ensuring that your infrastructure runs efficiently without sacrificing performance. Why?Because, I consider everything right from resource allocation, post-deployment f...

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PKPrasanth Kumar Sriramadasuprasanth-sriramadasu.hashnode.devJan 2, 2024 · 3 min read

Strategic Kubernetes Cost Optimization: A Spotlight on Spot Instances with Karpenter & NTH - Overview

Introduction: Cloud cost optimisation is a critical aspect of modern organisation's strategies. Spot instances, despite their cost advantages, present challenges due to potential interruptions. This blog explores the effective utilisation of Kubernet...

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SMSumit Mondalsumit007.hashnode.devNov 21, 2023 · 4 min read

Unleashing Cost Efficiency with AWS Spot Instances: A Game-Changer in Cloud Computing

Introduction: In the ever-evolving landscape of cloud computing, businesses are constantly seeking ways to optimize costs without compromising performance. AWS (Amazon Web Services), a pioneer in the cloud industry, offers a groundbreaking solution –...

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VPVishvanath Patilawswithdevops.hashnode.devOct 26, 2023 · 2 min read

EC2 Instance Types and Family

Instances Types On-Demand Instances Reserved Instances Spot Instances Dedicated Host 1. On-Demand Instance Fixed Price (Hourly) Pay for what you have used No commitment No Prior Payment No predictable usage 2. Reserved Instances Long Te...

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MAMaxat Akbanovbrain2life.hashnode.devAug 15, 2023 · 10 min read

Get started with EC2 Spot Instances and Spot Requests

Amazon EC2 Spot Instances are a feature of Amazon Web Services (AWS) that allow users to use spare EC2 computing capacity at steep discounts compared to On-Demand prices. How Spot Instances work? Here's a breakdown of EC2 Spot Instances and their ke...

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#spot-instances

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Trending tags this week

Going to Production: Spot Instances, Karpenter, and the Graviton Advantage

Understanding Risks and Benefits of Spot Instances

NVIDIA Tesla GPU Scheduling: From HPC to Kubernetes with Volcano MLOps

EC2 Spot Interruptions using Fault Injection Service

Achieving Zero-Downtime Live Migration for Stateful Workloads with Drafter: An In-Depth Guide

Optimizing Cloud Costs: A Comprehensive Guide to Profiling Workloads

Strategic Kubernetes Cost Optimization: A Spotlight on Spot Instances with Karpenter & NTH - Overview

Unleashing Cost Efficiency with AWS Spot Instances: A Game-Changer in Cloud Computing

EC2 Instance Types and Family

Get started with EC2 Spot Instances and Spot Requests