Tag: #monitoring
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 30 posts
The Complete Guide to Database Performance Tuning: Measure Before You Touch a Parameter
Organizes PostgreSQL 18 performance tuning as a diagnostic order rather than a parameter list: profile the workload with pgstatstatements, split the bottleneck by wait event, read the cache and I/O metrics, and only then
2026-08-15 · 17 min read #database#postgresql#performance-tuning#monitoring#operationsNative Histograms Are Stable Now — So Why Haven't You Turned Them On Yet
Prometheus native histograms showed up as an experimental feature in v2.40 (November 2022), went stable in 3.8.0 (December 2025), and 3.13, released July 1, 2026, is the first LTS to ship the feature in stable state. The
2026-07-16 · 17 min read #prometheus#observability#native-histograms#metrics#monitoringKeycloak Observability — Metrics, Audit Logs, and Event-Driven Monitoring
A comprehensive guide to Keycloak observability: the event system and metrics endpoint, shipping events externally with the EventListener SPI, building Prometheus and Grafana dashboards, OpenTelemetry tracing, anomaly de
2026-06-12 · 13 min read #keycloak#observability#monitoring#prometheus#securityObservability 2026 Complete Guide — OpenTelemetry, Datadog, Grafana Stack (LGTM+Beyla), Honeycomb, Prometheus, Jaeger, eBPF & SLO Deep Dive
A thorough look at the 2026 production observability stack on top of the OpenTelemetry standard. Covers SaaS vendors (Datadog, New Relic, Dynatrace, Splunk, Honeycomb, Coralogix, Logz.io, Chronosphere), open-source stack
2026-05-16 · 18 min read #observability#opentelemetry#datadog#grafana#honeycombNetwork & Service Observability 2026 Deep Dive — eBPF · Cilium Hubble · Pixie · Pyroscope · Grafana Loki + Tempo + Mimir · Netdata · OpenTelemetry
In 2026, observability rests on four pillars (metrics, logs, traces, profiles) and eBPF auto-instrumentation is now the default. Cilium Hubble, Pixie, Pyroscope, the Grafana LGTM stack, Netdata, and OpenTelemetry — a sin
2026-05-16 · 21 min read #observability#ebpf#cilium-hubble#pixie#pyroscopeError Tracking & Monitoring 2026 — Sentry / Bugsnag / Honeybadger / GlitchTip / Highlight / LogRocket / Hyperdx Deep Dive
The full 2026 error tracking and monitoring map in one place — Sentry as the de-facto leader that absorbed Codecov in 2024 and shipped AI grouping plus Replay by default, Bugsnag now under SmartBear focused on enterprise
2026-05-16 · 18 min read #error-tracking#monitoring#sentry#bugsnag#honeybadgerOSS Monitoring Stack 2026 Deep Dive — Replacing Datadog with SigNoz, Coroot, OpenObserve, Sentry, Grafana, Uptrace
Companies whose Datadog bill crosses $120k per month are migrating to self-hosted OSS in droves. SigNoz delivers OpenTelemetry-native unified observability on ClickHouse, Coroot brings zero-instrumentation eBPF APM, Open
2026-05-14 · 20 min read #observability#monitoring#signoz#coroot#openobservePostgreSQL Production Operations Complete Guide 2025: Extensions, Tuning, Monitoring, HA
Everything about running PostgreSQL in production! Essential extensions (pgstatstatements/pgvector/PostGIS/TimescaleDB), performance tuning (sharedbuffers/workmem/effectivecachesize), VACUUM/Autovacuum management, monito
2026-04-15 · 7 min read #postgresql#database#production#extensions#performanceFrontend Monitoring & Error Tracking 2025 — Sentry, Datadog RUM, PostHog, LogRocket, Session Replay, Source Maps, AI Anomaly Detection (S6 E8)
The moment you deploy, every user screen becomes a black box. 2025 Sentry vs Datadog RUM vs PostHog vs LogRocket vs Bugsnag, source-map hygiene, the ethics of session replay, Core Web Vitals integration, AI-powered anoma
2026-04-15 · 7 min read #monitoring#error-tracking#sentry#datadog#posthogThe Complete MLOps & AI Model Deployment Guide — From Training to Serving and Monitoring
The entire process of training, deploying, and operating AI models. Everything about MLOps from MLflow, Kubeflow, model serving, A/B testing, to drift detection.
2026-04-13 · 17 min read #mlops#ai#deployment#model-serving#monitoringWebSocket Real-Time Communication & Observability/Monitoring Complete Guide
From WebSocket/SSE/gRPC real-time communication principles to building observability with OpenTelemetry, Prometheus, and Grafana.
2026-04-12 · 13 min read #devops#websocket#realtime#observability#monitoringObservability & Monitoring Complete Guide 2025: Logging, Metrics, Tracing, Alerting Strategy
Everything about Observability! Three Pillars (Logs/Metrics/Traces), OpenTelemetry, Prometheus+Grafana, ELK Stack, Distributed Tracing (Jaeger/Tempo), Alerting Strategy (PagerDuty/OpsGenie), SLO/SLI/SLA, Cost Optimizatio
2026-03-25 · 18 min read #observability#monitoring#logging#distributed-tracing#metricsObservability Complete Guide 2025: Making Systems Transparent with Prometheus, Grafana, and OpenTelemetry
Master the three pillars of observability (Metrics/Logs/Traces)! Prometheus queries (PromQL), Grafana dashboards, OpenTelemetry instrumentation, Jaeger distributed tracing, ELK/Loki logging, alerting strategies, SLI/SLO/
2026-03-23 · 16 min read #observability#monitoring#prometheus#grafana#opentelemetryAWS SysOps Administrator Associate (SOA-C02) Practice Exam — 65 Questions
Comprehensive SOA-C02 practice exam with 65 realistic scenario-based questions covering all six domains: Monitoring, Reliability, Deployment, Security, Networking, and Cost Optimization.
2026-03-17 · 36 min read #aws#soa-c02#sysops#aws-certification#operationsmanagementObservability 2026: eBPF and OpenTelemetry Revolutionizing Monitoring
The convergence of eBPF technology and OpenTelemetry standardization is fundamentally transforming observability in 2026. Zero-instrumentation tracing, AI-powered root cause analysis, and cost-optimized stacks have becom
2026-03-16 · 7 min read #ebpf#observability#opentelemetry#cilium#distributed-systemsSLI/SLO/Error Budget-Based Reliability Engineering: A Practical Guide
A comprehensive guide to reliability engineering with SLI/SLO/Error Budget. Covers SLI selection, SLO target setting, Error Budget policies, Burn Rate alerts, and Prometheus-based implementation to build a complete relia
2026-03-13 · 13 min read #observability#sli#slo#error-budget#sreLLMOps Platform Architecture Guide: Model Deployment, Monitoring, and A/B Testing
A comprehensive guide to designing and implementing an LLMOps platform. Covers vLLM/TGI-based model serving, token usage/latency/quality monitoring, prompt version management, A/B testing framework, guardrail integration
2026-03-13 · 14 min read #ai-platform#llmops#model-serving#monitoring#ab-testingOpenTelemetry Distributed Tracing Practical Guide: Building and Operating Instrumentation, Collection, and Analysis Pipelines
A comprehensive guide covering OpenTelemetry architecture (SDK, API, Collector, Exporters), trace model (Span, SpanContext, TraceID, SpanID, Baggage), manual instrumentation in Python/Node.js/Go, auto-instrumentation, Co
2026-03-11 · 13 min read #observability#opentelemetry#distributed-tracing#instrumentation#monitoringOpenTelemetry Collector Complete Operations Guide - From Pipeline Configuration to Backend Integration
A comprehensive guide to OpenTelemetry Collector Receiver-Processor-Exporter pipeline configuration, Kubernetes deployment, sampling strategies, and performance tuning with practical configuration examples.
2026-03-09 · 20 min read #observability#opentelemetry#collector#distributed-tracing#monitoringPrometheus Complete Guide — Metrics, PromQL, Alerting, Dashboards, and Best Practices
A comprehensive guide covering Prometheus architecture, metric collection, PromQL queries, Alertmanager alerting setup, Grafana dashboard integration, and best practices for large-scale operations — all in one post.
2026-03-09 · 14 min read #observability#prometheus#monitoring#promql#alertmanager