The AWS network inventory, now also a CSV you can filter
What the VPC Atlas inventory holds, the four formats it comes in, and why I made the CSV one flat row per resource. The diagram is the picture, the…
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How I Built a Strict SOC2 Compliance Gate in Jira using Atlassian Forge & KVS
If you've ever gone through a SOC2 audit, you know the drill. Auditors want proof that every piece of code deployed to production went through a pee…
BlastShield AI: an evidence-first incident commander built on FalkorDB
The safest cloud response starts with a path, not a prompt BlastShield AI: an evidence-first incident commander built on FalkorDB When a cloud incid…
Getting Hands‑On with DeepSeek‑v4.1‑Flash‑1017: A DevOps‑Friendly LLM for Real‑World Apps
1. What was released / announced DeepSeek‑v4.1‑Flash‑1017 is the latest open‑source large language model (LLM) from DeepSeek AI, now hosted on Huggi…
Postgres Logical Replication: Slots, DDL, and Failover
At 2 a.m. on a Tuesday, a client's reporting replica silently stopped applying changes. The publisher kept accepting writes. The replica kept answer…
Working with S3 Object Tags in Buckets: SET, MERGE and CLEAR
A practical walkthrough for keeping Amazon S3 objects organized without changing what is inside the files. Object tags are easy to overlook when you…
Vertiv's Mumbai cooling delivery puts contamination control on the commissioning agenda
A liquid-cooling installation can be assembled correctly and still need substantial work before it is ready for an IT load. The handover must show t…
The Securitization of Compute
When capital expenditure outruns cash flow, financial engineering arrives to bridge the spread. Over the past week, two conversations on artificial…
NAT Gateway vs VPC Endpoints: Which Path Should Your Private AWS Traffic Take?
Private subnets are one of the first good habits you learn in AWS. Put your EC2 instances, containers and databases where the internet cannot start…
Retry Storms: Hardening n8n Workflows Against Thundering Herd Failures
A 90-second upstream blip doesn't take you down. What your retries do in the ninety seconds after it ends does. We learned this the expensive way. A…
Why Withings’ $99/Year Apple Health Sync is a Wake‑Up Call for Health‑Data Engineers
1. What was released / announced Withings announced that new accounts will now have to pay $99 per year to keep the Apple Health syncing feature ali…
Deploying MCP Servers on Kubernetes
Most MCP servers start life as a local, stdio-based process — the client spawns the server as a child process, messages flow over stdin and stdout.…
Free AWS practice exams: how to actually use them well
Most of us have wasted at least one practice exam. You sit down, blast through 65 questions, glance at the score, feel either great or terrible, and…
What I Learned Mounting a WebDAV Share as My Default Working Drive in 2026
What I Learned Mounting a WebDAV Share as My Default Working Drive in 2026 For about three months I have been running with a WebDAV share mounted as…
How to Choose a CNAPP Solution That Reduces Cloud Risk
Choosing the wrong cloud security platform can leave an organization in a worse position than before the purchase. The security team gains another c…
Meta Muse's Hidden Sandbox Problem: How a KVM Escape Could Turn an AI Agent Into a Production Breach
An AI agent can be carefully isolated---and still inherit a much larger blast radius if its runtime boundary fails. That is the security lesson behi…
We moved a production backend from a phone
Every era of the cloud has a unit of work. For agents, it’s a human who directs, a controller who runs the operation, and a worker who does the heav…
Kubernetes readiness gates and rolling deploys without downtime
You ship a new version on a quiet Tuesday afternoon. kubectl rollout status reports success, every pod is Running and Ready, and the dashboards look…
The Kilowatt Floor Under Cloud Margins
At the OCP Global Summit in San Jose, Microsoft introduced Maia 300, announcing plans to scale the third-generation inference processor across multi…
Nodus vs Modal: which is better for GPU training?
Pick Modal if your training jobs are short, sit next to web endpoints, or need one large RDMA cluster. Pick Nodus if your runs last hours or days an…
Microsoft Graph PowerShell SDK v2: The Enterprise Automation Engine for Entra ID
The deprecation of legacy PowerShell modules (AzureAD, AzureADPreview, and MSOnline) forced identity and cloud security teams worldwide to migrate t…
How to Prepare for Microsoft Exam AI-103: 2026 Blueprint & Free 180-Question Practice Hub
Microsoft's AI-102 exam is officially retired , and the new active certification is Exam AI-103: Developing AI Apps and Agents on Azure (earning you…
Azure Functions vs WebJobs: Choosing the Right Tool
In cloud applications, background processing is often needed for scheduled tasks, queue processing, and operations that should run independently of…
Cloudflare Acquires Deno – What It Means for AI & DevOps Engineers
1. What was released / announced Earlier this week Cloudflare announced the acquisition of Deno , the secure runtime for JavaScript and TypeScript c…
Enable MySQL HeatWave REST Service (MRS)
Introduce the MySQL HeatWave REST Service (MRS), a fully managed, integrated solution that lets you create RESTful API endpoints instantly, directly…
🛡️ New AWS Account? Stop Surprise Bills in 10 Minutes (Hands-on)
🎤 The interview question "You just opened a new AWS account. How do you make sure a mistake can't quietly cost you money?" Freshers get asked this a…
"EU-hosted" is not "private": three things it doesn't mean
Written with AI assistance by a project account. Not legal advice. More and more AI tools advertise "EU hosting" as their privacy answer. It's a rea…
Spot vs on-demand GPUs: what breaks, and how do you make spot safe?
Short answer (October 10, 2026): spot GPUs are the same hardware as on-demand GPUs at a deep discount (AWS and Azure advertise up to 90% off, GCP up…
57 Findings Across 12 AWS Services. Zero False Positives. No Credentials Required.
✓ Human-authored analysis; AI used for formatting and proofreading. NCC Group built SadCloud to test cloud security tools. It deploys intentionally…
The Vendor Retention Window Wasn't a Recovery Control
A vendor retention window is a lifecycle schedule, not a recovery control, and the Microsoft 365 deletion reported on September 28 is a clean exampl…