From the team

Notes on API and vendor monitoring

Uptime checks, incident response, SLA tracking, and the parts of vendor monitoring that actually matter when something breaks.

91 articles · page 7 of 10

SLA & SLO9 min read

SLA vs SLO vs SLI: The Definitive Guide for Platform Engineers

Confused by the acronym soup of reliability engineering? This guide demystifies SLAs, SLOs, and SLIs with real-world examples, calculation formulas, and a calculator to find your error budget before it finds you.

Nizar Haimoud · April 3, 2026
Monitoring7 min read

Synthetic Monitoring vs Real-User Monitoring: Which Do You Need?

Synthetic checks simulate user behavior 24/7; RUM captures actual user sessions. Neither is complete alone. Learn how to layer both strategies, reduce alert noise by 68%, and surface the performance regressions that matter.

Nizar Haimoud · March 31, 2026
Engineering11 min read

Webhook Delivery Guarantees: At-Least-Once vs Exactly-Once Semantics

Most API platforms promise webhook delivery but rarely guarantee it. This deep-dive covers retry strategies, idempotency keys, exponential backoff, and how to build a webhook infrastructure with 99.99% delivery confidence.

Nizar Haimoud · March 28, 2026
Incidents8 min read

Root Cause Analysis Done Right: The 5 Whys & Beyond

The 5 Whys is a useful tool, but only if you avoid common traps: stopping too early, assigning blame, and ignoring systemic factors. Walk through three real post-mortems and learn what a blameless RCA looks like in practice.

Nizar Haimoud · March 25, 2026
SLA & SLO6 min read

Calculating Your Error Budget: A Step-by-Step Workbook

An error budget is the difference between 100% uptime and your SLO target, and it's the key to balancing feature velocity with reliability. This workbook provides formulas, real examples, and a decision framework.

Nizar Haimoud · March 22, 2026
Status Pages9 min read

Embedding a Live Status Widget: Technical Implementation Guide

Surface real-time API status directly in your product, no redirects, no friction. This guide covers the embed architecture, iframe sandboxing, WebSocket-powered live updates, and CORS configuration for cross-origin widgets.

Nizar Haimoud · March 19, 2026
Engineering13 min read

Rate Limiting Strategies for High-Traffic APIs: A Comparative Analysis

Token bucket, leaky bucket, fixed window, sliding window, each rate-limiting algorithm has tradeoffs. We benchmarked all four under 100k req/s load with Redis and compared accuracy, fairness, and latency overhead.

Nizar Haimoud · March 13, 2026
Incidents7 min read

On-Call Rotation Design: Sustainable Reliability Without Burnout

Pager burnout is a real crisis in reliability engineering. This guide covers on-call rotation design, escalation policies, alert fatigue reduction, and how auto-grouping cuts mean time-to-acknowledge by 42%.

Nizar Haimoud · March 10, 2026
Guides7 min read

How to Set Up Real-Time Status Monitoring for Your Entire GCP Infrastructure

A step-by-step guide to monitoring every Google Cloud Platform service your stack depends on, with component-level alerts for specific regions and products, not just generic GCP health.

Nizar Haimoud · April 14, 2026
Blog: Cloud Monitoring & Engineering Notes (page 7 of 10)