Blog
Technical insights and guides.
Vector vs Logstash (2026): Lightweight Rust Pipeline or Battle-Tested ELK Workhorse
Vector vs Logstash compared head-to-head for 2026 - Rust efficiency and vendor-neutral routing vs a mature JVM pipeline …
Thanos vs Mimir (2026): Long-Term Prometheus Storage at Scale
Thanos vs Mimir compared head-to-head for 2026 - sidecar vs remote-write, global query view, multi-tenancy, cardinality …
SigNoz vs Datadog (2026): Open-Source OTel-Native vs Turnkey SaaS
SigNoz vs Datadog compared head-to-head for 2026 - open-source OpenTelemetry-native observability you can self-host vs …
Pyroscope vs Parca (2026): Continuous Profiling Compared
Pyroscope vs Parca compared head-to-head for 2026 - Grafana-ecosystem multi-language profiling vs eBPF-first …
Prometheus vs VictoriaMetrics (2026): Standard vs Scale
Prometheus vs VictoriaMetrics compared head-to-head for 2026 - the de-facto metrics standard vs a leaner, more scalable …
OpenTelemetry vs Datadog (2026): Open Standard vs Platform
OpenTelemetry vs Datadog compared honestly - an open instrumentation standard vs a proprietary observability platform. …
Grafana vs Kibana (2026): Dashboards, Data Sources, and Which to Pick
Grafana vs Kibana compared head-to-head for 2026 - backend-agnostic metrics dashboards vs Elasticsearch-native log and …
New Relic vs Dynatrace (2026): Broad All-in-One vs Automated Enterprise Observability
New Relic vs Dynatrace compared head-to-head for 2026 - broad consumption-priced observability and strong APM versus …
Jaeger vs Grafana Tempo (2026): Storage, Cost, and Which Tracing Backend to Pick
Jaeger vs Grafana Tempo compared head-to-head for 2026 - pluggable storage and a mature UI vs object-storage-only, …
Datadog vs Dynatrace (2026): Breadth vs Automated Root-Cause
Datadog vs Dynatrace compared head-to-head for 2026 - modular SaaS breadth and dashboards vs OneAgent …
Datadog vs New Relic (2026): Pricing, APM Depth, and Which to Pick by Stage
Datadog vs New Relic compared head-to-head for 2026 - modular per-product pricing vs usage-based ingestion, APM depth, …
Reduce Your Datadog Bill 60-90% With OpenTelemetry
Your Datadog bill exploded? A split-model OpenTelemetry migration cuts observability spend 60-90% by moving logs and …
Java Application Performance Monitoring: 7 JVM Bottlenecks
Java application performance monitoring done right: diagnose GC pauses, thread starvation, heap leaks and JIT warmup, …
Error Budget Policy Template: Thresholds + Runbook Gating
Error budget policy template: a copy-paste 3-tier threshold table, burn-rate alert config, and a runbook gate that …
Datadog APM Alternative: Replace Datadog with Claude Code + OpenTelemetry in 2026 (Save $300K+/year)
Independent guide to replacing Datadog APM with a Claude Code-built observability stack on OpenTelemetry, Grafana, …
Datadog vs New Relic vs Dynatrace vs AppDynamics: 2026 Pricing & Hidden Costs
New Relic runs 3-5x cheaper than Datadog at scale; Dynatrace wins AI root-cause; AppDynamics suits Cisco shops. 2026 …
The Pre-Launch Performance Checklist: 40 Items to Verify Before Going Live
Comprehensive pre-launch performance checklist covering infrastructure, application, frontend, and testing - 40 items to …
Core Web Vitals Optimization: The Engineering Guide to LCP, INP, and CLS
Technical guide to fixing Core Web Vitals - LCP image optimization, INP long task splitting, CLS layout stabilization, …
OpenTelemetry Instrumentation: From Zero to Distributed Tracing in 30 Minutes
Step-by-step OpenTelemetry setup guide - auto-instrument Node.js and Python apps, configure the Collector, and send …
Database Query Optimization: Find and Fix Your Slowest Queries
Practical guide to finding and fixing slow database queries - pg_stat_statements, EXPLAIN ANALYZE, indexing strategies, …
APM for Startups (2026): Grafana Cloud vs New Relic vs Datadog Free Tier - A Pre-Series B Buyer's Guide
Picking APM under 50 engineers and a $1k/mo budget? Grafana Cloud, New Relic, and Datadog free tier compared …
SLOs, SLIs and Error Budgets in 2026: A Working Engineer's Implementation Playbook
The exact steps to ship SLOs in production - how to choose SLIs that actually matter, set targets without guessing, and …