Understanding the failures behind the symptoms.
Analysis, operational guides and infrastructure insights from across the modern web.
Latest briefing
30 September 2026What changed in your Shopify theme last night?
Apps, agencies and staff all edit your Shopify theme. When something breaks, the first question is what changed. Here is how to have the answer ready.
Incident Analysis
How real provider incidents propagate, and where the early signals appear before the symptom reaches your customers.
Anatomy of an edge incident: how EU-West latency became a checkout outage
A single edge degradation rarely stays at the edge. Here is how a regional latency event propagated into payments, and where the early signals actually appeared.
How DNS failures take sites offline without warning
DNS sits underneath everything and fails in ways a status page never shows. A partial outage, and why nothing looks broken.
Why third-party outages are harder to detect than you think
The hardest outages to catch are the ones you do not run. Why dependency failures hide, and how to surface them.
What 'investigating' actually means: reading provider status pages under pressure
Status pages are written to reassure, not to inform. Here is how to read provider incident language and turn it into an operational decision.
When payments degrade: catching Stripe incidents in time
The dangerous payment incidents are the ones where the charge succeeds and everything after it quietly does not.
Operational Analysis
Blind spots, dependency monitoring, and tracing a symptom back to its cause.
What changed in your Shopify theme last night?
Apps, agencies and staff all edit your Shopify theme. When something breaks, the first question is what changed. Here is how to have the answer ready.
From 35.8% to 2.7%: what a pattern in support tickets taught us about phishing
How a pattern in support tickets led us to run a phishing simulation, and how click rates fell from 35.8% to 2.7%.
How to detect API failures before users do
An API that returns 200 can still be failing. What a response code hides, and the signals that catch degradation early.
The blind spot in uptime monitoring: why a 200 OK is not operational health
Uptime monitoring answers one narrow question very well. The trouble is how many failures live entirely outside that question.
Domain Watch
The quiet failures: certificates, DNS, SPF and DMARC problems that rarely show up as downtime.
Infrastructure Signals
CDNs, edge routing, regional outages and how latency propagates through the systems you depend on.
Reading AWS regional degradation before it reaches you
AWS fails per region, not all at once. Why a regional incident is the most expensive kind to diagnose.
When the edge moves: CDN cache, regional routing and latency propagation
The edge is the part of your infrastructure you are least likely to operate and most likely to depend on. When it shifts, the effects travel.
See the wider operational picture, not just the symptom.
Crowswatch watches the providers, domains and dependencies your stack relies on, and connects them into one operational view.