CapacityLab blog

Traffic research and capacity notes.

Published launch data, workload modeling, bottleneck evidence, and the engineering choices that make a load test useful.

New reliability series

Where scaling turns into failure.

Guides to hidden integrations and the first dependency that responds with 429.

01 / 02 · Closed-contour testing
What did your load test call besides your app?
A browser script may target one URL while the application calls databases, payment providers, email, analytics, webhooks, object storage, and model APIs. Closed-contour testing turns those secondary requests into explicit evidence instead of side effects.
02 / 02 · Failure-path capacity
What happens after the first 429?
A dependency can slow down, return 429, reset a connection, duplicate a callback, or recover unevenly. This guide turns those faults into controlled tests for retry budgets, idempotency, queues, circuit breakers, per-tenant bulkheads, and revenue exposure.

Infrastructure research

Infrastructure for a company of one.

Field guides for choosing a server and an inference provider, with explicit costs and operating responsibilities.

01 / 02 · Servers and operations
VPS, VDS, or dedicated?
Hetzner, OVHcloud, Scaleway, and Netcup offer startling amounts of hardware for the price of a managed-platform add-on. The missing line item is the operator—and for a solopreneur, that operator is also the founder.
02 / 02 · AI infrastructure economics
API, rented GPU, or your own?
OpenRouter, direct OpenAI, Anthropic and Gemini APIs, rented GPUs, and a machine under your desk optimize for different things. Token price is only one axis; utilisation, quality, privacy, rate limits, and operator time decide the real winner.

Earlier notes

Traffic and workload research

Launch traffic · July 18, 2026
How much traffic do Product Hunt, Hacker News, and Lobsters send?
A sourced comparison of launch traffic, conversions, attribution limits, and real company postmortems.
Load testing · May 24, 2026
What to check before load testing a release
A compact checklist for useful goals, traffic models, observability, and production-shaped data.