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3d ago

Egress was the whole cost increase. How do you keep it down?

Following up on the September thread: when we tripled traffic on that small stack (load balancer, two app servers, MySQL), modeled cost went up about 48% on AWS, 54% on GCP and 12% on DigitalOcean. All of the increase came from egress, meaning data leaving the provider's network.

So we wrote up how each provider bills it, with list prices retrieved Nov 3 4, 2026:

  • AWS charges $0.09/GB after 100 GB a month.

  • GCP Premium Tier charges $0.12/GiB after the first 1 GiB.

  • DigitalOcean pools a transfer allowance across your Droplets, then charges $0.01/GiB.

The post also covers five ways to cut egress: cross-zone traffic, CDN and caching, smaller responses, NAT gateway charges, and plan allowances.

www.cloudworldmodel.ai/blog/clou...

What's actually moved your egress bill: a CDN, compression, re-architecting cross-zone traffic, or something else?

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28d ago

Cloud prices stayed flat. What happens when traffic triples?

We just published our September cloud pricing update, with a simulation to put the numbers in context.

The 33 list prices we track across AWS, GCP, Azure, OCI and DigitalOcean didn t change. We made two small corrections to our records, but found no provider price changes.

Then we modeled a load balancer, two app servers and a MySQL database in Cloud World Model, increasing traffic from 100 to 300 requests per second.

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4mo ago

What We Learned from Launching Cloud World Model on Product Hunt

We finished #5 Product of the Day. Here's what three days of 60+ comments actually taught us.

We launched Cloud World Model on Product Hunt last week. The pitch: simulate AWS, GCP, Azure, OCI, and DigitalOcean infrastructure without provisioning real resources. You describe an architecture compute, databases, load balancers, serverless functions and the simulator models latency curves, CPU saturation, autoscaling behavior, failure propagation, and cost. No cloud bill.

We expected interest from learners. The comments told a different story.

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1mo ago

What cloud change would you want to test before it ships?

A couple of recent conversations have shaped what we re building in Cloud World Model. One led us to model how provider API limits affect bulk updates. Another focused on whether workloads could recover within an EKS Spot interruption window.

Both came down to the same question: What happens if we make this change?

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4mo ago

Cloud World Model - Simulate AWS, GCP & DigitalOcean without paying the bill

Simulate AWS, GCP, Azure, OCI & DigitalOcean architectures to predict cost, performance, and resilience without provisioning real resources or paying a cloud bill. Built for learners practicing cloud skills and AI agents training on cloud optimization.
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2mo ago

Why we want to build a company-owned cloud benchmarks

If companies are going to use Cloud World Model to test infrastructure decisions before spending real money, they should know how closely its simulations match the real cloud.

Documentation from cloud providers is useful, but it cannot replace testing that we run, measure, and publish ourselves.

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3mo ago

We shipped a streaming MCP server - connect Cursor, Windsurf, or Claude Desktop with one URL

Cloud World Model now has a streaming MCP server. Paste the URL into Cursor, Windsurf, or Claude Desktop and simulate AWS/GCP/Azure/OCI/DigitalOcean architectures, inject chaos, run RL training - no install, no API key required to start.

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3mo ago

We tracked 33 cloud resources across 5 providers - here’s what changed

We ve been building a cloud pricing history feature for Cloud World Model, and we just published our latest snapshot covering November 2025 through August 2026.

Across the 33 resources we tracked:

  • Google Cloud decreased by an average of 5.3%

  • AWS showed no material average change

  • Azure showed no material average change

  • Oracle Cloud increased by an average of 1.1%

  • DigitalOcean increased by an average of 3.9%

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3mo ago

What should a cloud simulation actually tell you before you make a change?

We just published a technical walkthrough of how Cloud World Model handles a simulation step.

The basic idea is simple:

Current state Action Simulated next state Metrics Recommendation

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4mo ago

Why Did We Include DigitalOcean in Cloud World Model?

Well it's a pretty simple reason or benign reason.

I'm ex-OCI and my former boss is now in charge of DigitalOcean.

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