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Kinesis Data Firehose Is Not a Silver Bullet: How Undocumented Partition Key Limits Broke Our Real-Time Analytics Pipeline

Our real-time data pipeline was failing due to mysterious throughput limits. The culprit? A little-known Kinesis Data Firehose limitation that has not…

kinesisawslambdanode
Dev.to Jun 17, 2026, 07:33 UTC
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Building and Deploying Spring Petclinic Microservices on AWS: My Experience as Co-Project Lead and App & Docker Lead

Introduction As part of the DMI (DevOps Micro Internship) Cohort 2, our team successfully deployed the Spring Petclinic Microservices application on A…

awsdevopsdockermicroservices
Dev.to Jun 17, 2026, 05:35 UTC
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AWS Cost Optimization Hub Cloud Cost Management

When AWS announced Cost Optimization Hub at re: Invent 2023, my first reaction was: finally. For years, AWS savings recommendations had been scattered…

awscloudinfrastructurenews
Dev.to Jun 16, 2026, 17:39 UTC
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How to Control CloudWatch Logs Costs on ECS

How to Control CloudWatch Logs Costs on ECS? Originally published at https://fortem.dev/blog/cloudwatch-costs-ecs ECS sends all logs to CloudWatch wit…

awsecscloudwatchcost
Dev.to Jun 16, 2026, 08:34 UTC
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I built a Terraform security scanner that lives inside GitHub PRs

The problem IAM wildcards and public S3 buckets keep slipping through Terraform code review. Tools like Checkov and tfsec exist but they live in CI, r…

devopsterraformawssecurity
Dev.to Jun 16, 2026, 06:30 UTC
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I built a free tool that turns plain English into cloud architecture diagrams

I have a confession: I've spent more of my career arranging rectangles in Lucidchart than I'd like to admit. Not designing systems — arranging rectang…

webdevdevopsawsopensource
Dev.to Jun 15, 2026, 22:15 UTC
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How I Built an iPhone App and Published It on the App Store — With Kiro CLI as My Partner

Note: My English proficiency is limited, so I used GenAI (Kiro CLI) to help translate this post. This is the story of how I went from zero iOS develop…

aiawsiosshowdev
Dev.to Jun 15, 2026, 22:11 UTC
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Building a Low-Latency Polymarket Bot for Earnings Markets: A Real-World Attempt (Lessons & Technical Breakdown)

A bot on Polymarket quietly extracted $32k in near risk-free profits by sniping “Will Company XYZ Beat Earnings?” markets. It waits for the official r…

awsperformancerustweb3
Dev.to Jun 15, 2026, 15:31 UTC
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ECS Service Discovery: Cloud Map, Service Connect, or an Internal Load Balancer?

ECS Service Discovery: Cloud Map vs Service Connect Originally published at https://fortem.dev/blog/ecs-service-discovery-guide Cloud Map, Service Con…

awsecsfargatemicroservices
Dev.to Jun 15, 2026, 11:40 UTC
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Replacing a 5-service AWS video pipeline with one API call

TL;DR We had a video feature built on S3 + MediaConvert + CloudFront + a hand-rolled player + a half-finished CloudWatch dashboard. It worked, but eve…

webdevvideoawsapi
Dev.to Jun 15, 2026, 09:30 UTC
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I built a region-survivable system by directing an AI agent. An append-only decision log kept it coherent.

Most of the code in Quorum was written by directing Claude Code, an AI coding agent. That is not the interesting claim, and on its own it is not even …

aisoftwareengineeringawsarchitecture
Dev.to Jun 15, 2026, 00:12 UTC
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Surviving the region you run in: failover on Aurora DSQL, and what the demo proves

The thesis Quorum is built on is uncomfortable and true: the tools a team uses to coordinate an incident often live in the same region as the thing th…

awsdatabasereliabilitysre
Dev.to Jun 15, 2026, 00:10 UTC
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Optimistic concurrency is the whole design: event sourcing on Aurora DSQL

Quorum is an incident command plane built on Amazon Aurora DSQL. The failover story lives in another post. This one is about a narrower question that …

awsdatabasedistributedsystemspostgres
Dev.to Jun 15, 2026, 00:06 UTC
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hosted coding agents make observability a product feature

The laptop was never the interesting part of coding agents. It was just the first convenient runtime. Your laptop has the repository, the shell, the s…

aiagentsobservabilityaws
Dev.to Jun 15, 2026, 00:02 UTC
EN

I built a region-survivable system by directing an AI agent. An append-only decision log kept it coherent.

Most of the code in Quorum was written by directing Claude Code, an AI coding agent. That is not the interesting claim, and on its own it is not even …

aisoftwareengineeringawsarchitecture
Dev.to Jun 14, 2026, 23:11 UTC
EN

Responding to a Compromised AWS Access Key

You wake up to this email from AWS: Irregular Activity Detected for Your AWS Access Key As part of our standard monitoring of AWS systems, we observed…

awscloudsecurityincidentresponsesecurityoperations
Dev.to Jun 14, 2026, 22:21 UTC
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3- AWS Serverless: REST API vs. HTTP API

There is common point of confusion. what's the different between REST API vs. HTTP API in AWS and what's the different between them and a traditional …

awslambdaapigatewayhttpapi
Dev.to Jun 14, 2026, 18:42 UTC
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AWS VPC IPAM: The Most Underrated Feature for Avoiding IP Address Chaos

Most teams manage their VPC IP ranges in a spreadsheet — until two VPCs overlap, a peering connection refuses to come up, and nobody can remember who …

awsnetworkingdevopscloud
Dev.to Jun 14, 2026, 11:42 UTC
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The Whole Paper Fits in One Sigmoid: Implementing the SDAR Gate

Recap. Part 1 framed the problem (trajectory reward is too coarse for multi-step agents) and SDAR's fix (a privileged teacher gives dense token-level …

machinelearningreinforcementlearningpythonaws
Dev.to Jun 14, 2026, 07:18 UTC
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Encrypt your .env with AWS KMS: Secrets that never touch process.env

A year ago I'd have told you a .env file was fine. Then we patched a CVSS 10.0 RCE in Next.js ( CVE-2025-66478 ) and spent the next two days rotating …

awsdevopsbackendsecurity
Dev.to Jun 13, 2026, 14:24 UTC
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How to Remove AWS CLI Configuration from Ubuntu

Introduction The AWS Command Line Interface (AWS CLI) is a powerful tool that enables developers and system administrators to interact with Amazon Web…

awsclisoftwareengineering
Dev.to Jun 13, 2026, 11:20 UTC
EN

How I built a flash-sale engine that can't oversell

I created this piece of content for the purpose of entering the H0: Hack the Zero Stack hackathon. #H0Hackathon The problem (that's harder than it sou…

awspostgresnextjswebdev
Dev.to Jun 13, 2026, 05:25 UTC
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I shipped my first AWS + Vercel product in 7 days during a Meta attribution crisis 👋

Hi dev.to 👋 I'm Andres. Long-time builder, first-time dev.to poster. (Pretty sure I should have done this years ago.) Just shipped Ad Engine — a 24/7 …

welcomediscussawspostgressql
Dev.to Jun 13, 2026, 00:07 UTC
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DynamoDB and SQS containers with Docker Compose

Docker Compose facilitates spinning up local AWS-compatible services without an AWS account. This post covers DynamoDB Local for key-value storage and…

dockerdynamodbsqsaws
Dev.to Jun 12, 2026, 23:18 UTC
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Deploying Spring PetClinic Microservices on AWS EKS: A Team Story

When our group of 11 was handed the brief for our DMI DevOps Micro-Internship capstone project, the goal was clear: take a real-world microservices ap…

awskubernetesmicroservicesspringboot
Dev.to Jun 12, 2026, 18:18 UTC
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2- AWS Serverless: Testing (typescript)

Shifting from traditional application testing to serverless TypeScript engineering is all about shifting your perspective: you stop testing a running …

awstestingjesttypescript
Dev.to Jun 12, 2026, 09:31 UTC
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How to Control CloudWatch Logs Costs on ECS

Your AWS bill shows CloudWatch at $400 this month. You have 15 ECS services logging INFO-level with retention set to Never Expire. You didn't configur…

awsecscloudwatchdevops
Dev.to Jun 12, 2026, 08:20 UTC
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What is Virtualization? The Technology Behind the Cloud

By Sailee Shingare | M.S. in Computer Science, Northern Illinois University (NIU) In my last post, I said the cloud is essentially “someone else’s com…

virtualmachinecloudcomputingawsdevops
Dev.to Jun 12, 2026, 04:06 UTC
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Datadog and AWS Shipped Ops Agents on the Same Day. What Are They Fighting Over?

On June 9, 2026 (US time), two big announcements landed on the same day. At the keynote of Datadog's annual event DASH 2026 in New York, the Bits AI f…

awsdatadogaidevops
Dev.to Jun 12, 2026, 00:34 UTC
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Why I replaced DynamoDB with Aurora PostgreSQL Serverless v2 for an ad-ops monitoring workload

On February 14, 2026, Meta started enforcing health-data restrictions that broke pixel-based lower-funnel conversion tracking for DTC telehealth adver…

awspostgressqlserverlesswebdev
Dev.to Jun 11, 2026, 22:18 UTC

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