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13 posts tagged with "cloud infrastructure"

Cloud infrastructure and services

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Daytona's 90ms vs E2B's 150ms: What a 40% Cold-Start Gap at Price Parity Actually Means at 10,000 Sandboxes a Day
·Dora Noda·11 min

Daytona's 90ms vs E2B's 150ms: What a 40% Cold-Start Gap at Price Parity Actually Means at 10,000 Sandboxes a Day

2026 benchmarks show Daytona starting sandboxes in ~90ms vs E2B's ~150ms at identical ~$0.0504/vCPU-hour pricing. The worked math at 1K–100K sandboxes a day shows the gap costs pennies and only matters for serial agent loops — concurrency caps, isolation, and lifecycle hygiene decide the rest.

AI agents
cloud infrastructure
developer tools
cost-optimization
+1
Vercel Bill Shock: The Real Math Behind a $700+ Traffic Spike (and Why the Same Spike Is Free on Owned Hardware)
·Dora Noda·8 min

Vercel Bill Shock: The Real Math Behind a $700+ Traffic Spike (and Why the Same Spike Is Free on Owned Hardware)

A traffic spike past Vercel's 1TB Pro allowance can turn a $20 invoice into $700+ overnight. Here's the line-by-line math on where that bill actually accumulates — and why the same spike costs $0 extra on an owned Hetzner box.

PaaS
cost-optimization
self-hosting
cloud infrastructure
How SNCF Cut Kubernetes Cluster Provisioning From 30 Days to 30 Minutes With Cluster API
·Dora Noda·8 min

How SNCF Cut Kubernetes Cluster Provisioning From 30 Days to 30 Minutes With Cluster API

SNCF rebuilt its on-prem Kubernetes fleet around Cluster API, cutting cluster provisioning from 30 days to 30 minutes and reconciling every cluster monthly with zero drift — a real-world case for owning the machines under a self-hosted platform.

self-hosting
PaaS
infrastructure
cloud infrastructure
Cloud Run Worker Pools Hit GA With Blackwell GPUs: The Math Against an Owned Hetzner Box
·Dora Noda·8 min

Cloud Run Worker Pools Hit GA With Blackwell GPUs: The Math Against an Owned Hetzner Box

Cloud Run Worker Pools went GA with Blackwell GPU support in the same window Fly.io announced it's exiting GPU hosting entirely. A line-by-line recompute of what an always-on Worker Pool actually bills against an owned Hetzner GPU box.

PaaS
cost-optimization
self-hosting
cloud infrastructure
Ubicloud's Open-Source AWS-on-Hetzner Bet: Should a Cluster-API Fleet Provision on Top of It?
·Dora Noda·9 min

Ubicloud's Open-Source AWS-on-Hetzner Bet: Should a Cluster-API Fleet Provision on Top of It?

Ubicloud open-sources an AWS-shaped IaaS layer on Hetzner bare metal — here's the concrete architecture question of whether a Cluster-API-managed PaaS should provision on top of it, or keep talking to Hetzner directly.

self-hosting
PaaS
cloud infrastructure
cost-optimization
Railway's 8-Hour Outage Was a GCP Account Suspension, Not a Railway Bug
·Dora Noda·9 min

Railway's 8-Hour Outage Was a GCP Account Suspension, Not a Railway Bug

Railway ran workloads across GCP, AWS, and its own bare metal — but a single suspended GCP account still took the whole platform down for 8 hours. Here's the exact mechanism, and why owning the machines your control plane runs on is the only real fix.

self-hosting
infrastructure
cloud infrastructure
engineering
+1
AI Sandbox Pricing at Scale: $7,200 vs $16,819 vs $24,491 vs $35,000 for 200 Sandboxes
·Dora Noda·8 min

AI Sandbox Pricing at Scale: $7,200 vs $16,819 vs $24,491 vs $35,000 for 200 Sandboxes

Five vendors charge $7,200 to $35,770 a month for the same 200-sandbox AI-agent workload. Here's where the 4x+ spread actually comes from, and what the same workload costs bin-packed onto your own post-price-hike Hetzner hardware.

self-hosting
PaaS
cost-optimization
AI agents
+1
MARA Sells $1.1B in Bitcoin and Cuts 15% of Staff: Inside the Great Mining-to-AI Pivot
·Dora Noda·9 min

MARA Sells $1.1B in Bitcoin and Cuts 15% of Staff: Inside the Great Mining-to-AI Pivot

MARA Holdings sold 15,133 BTC for $1.1B, cut 15% of staff, and partnered with Starwood to build AI data centers. Here's why America's largest public Bitcoin miner is pivoting — and what it means for the entire mining industry and Bitcoin's security model.

Bitcoin
Mining
AI
infrastructure
+3
Google Cloud Universal Ledger: Why Big Tech Just Built Wall Street a Private Blockchain
·Dora Noda·9 min

Google Cloud Universal Ledger: Why Big Tech Just Built Wall Street a Private Blockchain

Google Cloud's Universal Ledger is set to revolutionize financial services with its permissioned blockchain, offering a secure and efficient infrastructure for banks and asset managers. Discover how this innovation is shaping the future of Wall Street's blockchain migration.

blockchain
Layer-1
financial-institution
cloud infrastructure
+1
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