The newest deploy is almost never the cause. So I gave on-call a graph.
The newest deploy is almost never the cause. So I gave on-call a graph. (On-call Brain, Graph Hacks by WeMakeDevs x FalkorDB) It's 3 am. Your phone…
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The newest deploy is almost never the cause. So I gave on-call a graph. (On-call Brain, Graph Hacks by WeMakeDevs x FalkorDB) It's 3 am. Your phone…
Every guard has two states: working and green by accident. Both print “OK”. The difference only shows when you force the condition it was supposed t…
I recently worked on a project called APIWatch using Python and WSO2 API Manager. It is a small monitoring tool that reads API traffic logs and help…
An uptime check answers one question: did the server respond? Visitors ask a different one: can I use this page? After a few years of looking after…
Error tracking and uptime monitoring cannot prove that a media cron job sent its completion heartbeat. An AI agent that never starts produces no exc…
SLI definition: without alert fatigue A platform capability becomes dangerous when ownership is implicit but authority is broad. For sli definition…
Using Change and Novelty Filters for Continuous Monitoring The timeline gap in this incident is its most instructive detail. Solar detected the intr…
I once shipped a monitoring page that said LIVE in confident green letters. It stayed green for eleven days while the ingest job behind it had been…
Kubernetes observability: for regulated workloads Scale converts an informal convention into an outage mechanism. For kubernetes observability for r…
A silent failure costs more than an error. Say your n8n workflow pulls prices from a sheet every morning, and one run fails on a Monday. Nobody gets…
TL;DR: A small marketplace needs two evidence paths: internal telemetry that explains a failed scheduled job, and an external check that notices pub…
RAG Evaluation & Monitoring: Metrics, Frameworks & Production Observability Comprehensive guide to evaluating and monitoring Retrieval-Augme…
A cohort experiment cannot be rolled back safely if its scheduled evaluator can disappear without evidence. App logs alone are insufficient because…
Short answer: use a staged retrieval design with explicit collections, bounded queries, and traceable source context. For a news monitoring service,…
After a power outage took out half my containers and I didn't notice for hours, I decided I needed proper uptime monitoring. Here's how I got it for…
Uptime Kuma is the default self-hosted monitor for good reason: 20-second checks, 90+ notification services and status pages, all in one container.…
Detection Engineering Starts With the Logs You Decided to Keep Detection content is written against telemetry. If the telemetry does not exist, the…
Machine learning systems are usually evaluated against a relatively stable development environment. Healthcare rarely provides one. Clinical practic…
TL;DR. Google's SRE book works out that a 24/7 on-call rotation needs at least eight engineers. A team of two or three cannot reach that number, so…
Short answer: monitor the public API and the scheduled import as two different promises. Use an external request check for reachability, and emit a…
Label-free accuracy estimation under data shift — and the monitoring sidecar that uses it. Scope note: two intent-classification datasets (Banking77…
Make every Node.js SaaS app import emit durable completion evidence, then make uptime monitoring alert on its absence only after the expected delive…
Build the startup uptime monitoring API around four separate signals: an external probe, an internal healthcheck endpoint, a cron deadline, and a du…
TL;DR: For a small fintech SaaS, start with one external probe in each customer region, one dead-man signal per scheduled job, and narrowly scoped a…
An Express production health check endpoint cannot tell me that a scheduled media import produced zero articles, even when its readiness response is…
TL;DR: Expose a cheap /health endpoint for process readiness, poll it from outside the service, and report outcome and latency metrics on a schedule…
A door sensor that only reports when the door opens or closes can go months without sending anything. If nothing has happened, that silence is corre…
A one-minute poller is only useful if it preserves enough evidence to explain an outage after the alert fires. For a gaming backend, the practical c…
Graylog on the Internet: 14,061 Matches on a Platform That Centralises Every Log Log aggregation platforms exist to collect data from every other sy…
Every instrumentation layer is an interrogation. You add a trace, and the trace changes the testimony. When we wrap an agent's reasoning chain with…