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How to Start Your Google Cloud from the Right Foot

Setting up a GCP landing zone from scratch — a step-by-step approach for DevOps engineers new to GCP. Let's consider a familiar situation: a company h…

googleclouddevopsterraformstartup
Dev.to Apr 29, 2026, 05:51 UTC
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Cloudflare R2 vs S3: Storage Costs for VPS Hosting

If you’re running a VPS and your object storage bill is starting to feel like a second server, cloudflare r2 vs s3 is the comparison that matters—beca…

cloudawsdevopsvps
Dev.to Apr 29, 2026, 02:51 UTC
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I wanted jq with memory, time ranges, and filters. So I built logdive

Your app is in production. Something broke at 2am. Your options are: grep through a rotated log file, squinting at terminal output. Chain together hal…

rustopensourceshowdevdevops
Dev.to Apr 28, 2026, 18:00 UTC
EN

OpenTelemetry in Production: Traces, Context, and What Actually Matters

Why OpenTelemetry Won Three years ago, the observability landscape was fragmented. Jaeger for tracing, Prometheus for metrics, Fluentd for logs, each …

opentelemetryobservabilitydevopsmonitoring
Dev.to Apr 28, 2026, 17:48 UTC
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Cloudflare R2 vs S3 for VPS Hosting Workloads

If you’re deciding cloudflare r2 vs s3 for a VPS-hosted app, the “best” object storage isn’t about brand loyalty—it’s about egress, latency, and how m…

cloudawsvpsdevops
Dev.to Apr 28, 2026, 14:05 UTC
EN

Why AI Is Breaking Your API Security Model (And Nobody on Your Team Notices)

Your API gateway is lying to you. While you’ve been perfecting your OAuth flow and rate-limiting on the front door, AI has been busy building back doo…

securityaiapidevops
Dev.to Apr 28, 2026, 12:10 UTC
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Every scanner checks what exists. Nobody checks what's missing

When cloud resources are deleted, the references to them persist — in IAM policies, event triggers, compute configs, and trust relationships. These or…

securityawsclouddevops
Dev.to Apr 28, 2026, 12:10 UTC
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After Knowledge, Discipline

Anatomy of a Claude Code setup that pays for itself The most common reaction when I show people my Claude Code workflow is some version of: "isn't tha…

claudeaiproductivitydevops
Dev.to Apr 28, 2026, 09:04 UTC
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CI/CD Pipeline Optimization: From 20-Minute to 3-Minute Builds

Originally published on TechSaaS Cloud Originally published on TechSaaS Cloud CI/CD Pipeline Optimization: From 20-Minute to 3-Minute Builds Real numb…

webdevtutorialprogrammingdevops
Dev.to Apr 28, 2026, 06:00 UTC
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Detecting & Blocking Anomalous Traffic with Cloud Anomaly Detector

A lightweight, containerized anomaly detection system that monitors traffic in real time, detects abuse patterns, and automatically blocks malicious I…

programmingpythondevopsaws
Dev.to Apr 28, 2026, 02:38 UTC
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The SocialCraft AI Rendering Lifecycle: From Prompt to MP4

1. Introduction: The Programmatic Cinema Paradigm In traditional post-production, video editing is a manual, destructive process. Editors manipulate c…

aiprogrammingdevopstesting
Dev.to Apr 28, 2026, 00:51 UTC
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How to Track and Control AI Coding Assistant Costs Before They Spiral

The bill arrived, and it was ugly. I'd been happily using AI-powered code completion across three projects — a React dashboard, a Go microservice, and…

aiproductivitydevopsbeginners
Dev.to Apr 28, 2026, 00:42 UTC
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Human-in-the-Loop or Human-on-the-Loop? Most Teams Are Using the Wrong Model

On April 16, 2026, MIT Technology Review published a piece arguing that "humans in the loop" oversight has become an illusion. Its focus was military …

aiagentsgovernancedevops
Dev.to Apr 27, 2026, 18:47 UTC
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Why Coding Agents Will Break Your CI/CD Pipeline (and How To Fix It)

Read this article on Signadot . Every engineering leader I speak with lately is quietly asking the exact same question. The conversation has shifted e…

devopsaikubernetestesting
Dev.to Apr 27, 2026, 15:05 UTC
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Understanding Data Center Redundancy: Power, Cooling, and Network Explained

Designing High Availability: The Role of Redundancy in Data Centers When we talk about high availability in infrastructure, redundancy is usually the …

datacentercloudcomputinginfrastructuredevops
Dev.to Apr 27, 2026, 12:03 UTC
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Tesla, Meta, and Google: Nearly $350B in 2026 AI Capex

Book: LLM Observability Pocket Guide Also by me: AI Agents Pocket Guide My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude C…

aiarchitecturedevopsllm
Dev.to Apr 27, 2026, 11:11 UTC
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🚀 OathMesh v1.0.0-rc.1: Zero-Trust API Keys That Survive the Real World

Replacing static API keys with 5-minute, self-destructing Ed25519 tokens sounds great—until your Redis node dies, NTP drifts, or you realize you have …

securitymicroservicesgodevops
Dev.to Apr 27, 2026, 10:52 UTC
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Are we the only service to run monorepos?

Importing existing projects into Diploi has been possible for some time. The first versions were limited to simple Node.js and Lovable projects and, t…

devopsaihostingmonorepo
Dev.to Apr 27, 2026, 09:14 UTC
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Microservices: A Practical Crash Course for Engineers Who Actually Ship

Microservices: A Practical Crash Course for Engineers Who Actually Ship Microservices have become one of the most discussed architectural patterns in …

microservicesbackendsystemdesigndevops
Dev.to Apr 27, 2026, 06:55 UTC
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Most WebRTC Projects Don't Fail at Scale. They Fail at 300 Users.

I've lost count of how many WebRTC projects I've seen hit a wall long before they hit "scale." Not at 10,000 concurrent users. Not at 1,000. At 300. A…

opensourcedevopsdiscusswebrtc
Dev.to Apr 27, 2026, 05:02 UTC
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Future Outlook & Operating Model

The Catalyst: A System, Not a Demo OpenClaw stops being a toy the day you run it for a week : models change, skills update, logs grow, and someone new…

aiarchitecturedevopsopenclaw
Dev.to Apr 27, 2026, 02:07 UTC
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AI agents are opaque. Jaeger v2 + OTel GenAI conventions are the fix.

AI agents are distributed systems. They fan out across LLM calls, tool invocations, memory lookups, and multi-step reasoning loops — often asynchronou…

aiobservabilityopentelemetrydevops
Dev.to Apr 26, 2026, 21:58 UTC
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Postgres Database, Data Types in Postgres , and The Write Penalty (2026)

BACKEND ARCHITECTURE MASTERY Day 8: Databases Part 1 - Postgres, orjson, and The Physics of Writes 15 min read Series: Logic & Legacy Day 8 / 30 L…

programmingpythondevopswebdev
Dev.to Apr 26, 2026, 11:52 UTC
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HCP Terraform's free tier is gone - what AWS teams should actually do next

When the HashiCorp BSL licence change landed in August 2023, we thought "HashiCorp won't do anything too aggressive - they need the community too much…

terraforminfrastructureawsdevops
Dev.to Apr 26, 2026, 01:36 UTC
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Why We Moved from GKE to EKS

Why We Moved from GKE to EKS When we initially adopted Kubernetes, Google Kubernetes Engine (GKE) Autopilot seemed like the perfect choice — fully man…

kubernetesawsdevopskarpenter
Dev.to Apr 25, 2026, 20:47 UTC
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Code In, Cluster Out: Building Reproducible Edge Kubernetes with NixOS, K3s, and Forgejo

What if your entire Kubernetes edge cluster, from the kernel to the workload, was a single reproducible function? No drift. No snowflakes. No, "this n…

nixosk3skubernetesdevops
Dev.to Apr 25, 2026, 18:09 UTC
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9 Tools Big Tech Uses Internally (Now Open Source)

Most "best tools" lists are just GitHub trending with extra steps. Same 10 repos. Same README marketing. Nothing that shows you how teams shipping at …

devopsopensourcewebdevtooling
Dev.to Apr 25, 2026, 12:59 UTC
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Azure ML Pipelines + Azure DevOps: CI/CD for ML with Terraform 🔁

Manual ML retraining is a reliability risk. Azure ML Pipelines orchestrates the ML workflow while Azure DevOps automates testing, validation, and depl…

azureaidevopsmachinelearning
Dev.to Apr 25, 2026, 07:00 UTC
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Actionable Packages — paqueteAction: AWS Account Hardening Playbook

🌟 The Core Concept paqueteAction is a high-performance CloudFormation suite designed to automate AWS hardening. Covering Identity Center, Security Hub…

automationawsdevopssecurity
Dev.to Apr 25, 2026, 05:07 UTC
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Escaping Managed Hosting: What Happened When We Migrated a WooCommerce Site to a VPS (And Got Attacked)

Escaping Managed Hosting: What Happened When We Migrated a WooCommerce Site to a VPS (And Got Attacked) Managed WordPress hosting sounds like a great …

wordpresswoocommercedevopssecurity
Dev.to Apr 25, 2026, 03:02 UTC

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