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Observability

See inside your running systems. Structured logging with ELK, metrics with Prometheus and Grafana, distributed tracing with OpenTelemetry, and alerting that reduces noise.

19 articles

AIOps in 2026: AI-Driven Monitoring & Incident Response
Observability

AIOps in 2026: AI-Driven Monitoring & Incident Response

AIOps in 2026 cuts alert noise 70-95% and Sev-2 MTTR 20-40% when layered on disciplined alerting. Landscape review of Dynatrace Davis, Datadog Watchdog, PagerDuty AIOps, BigPanda, and 6 more — with honest failure modes.

16 min read·
Best Log Management Tools (2026): Splunk vs Datadog Logs vs Loki vs SigNoz
Observability

Best Log Management Tools (2026): Splunk vs Datadog Logs vs Loki vs SigNoz

Benchmarked comparison of Splunk, Datadog Logs, Grafana Loki, and SigNoz on a 1.2 TB/day pipeline. Real 2026 pricing, query performance, and a cost-per-GB decision matrix.

15 min read·
OpenTelemetry vs Datadog: Open Standard or Managed Platform?
Observability

OpenTelemetry vs Datadog: Open Standard or Managed Platform?

Compare OpenTelemetry and Datadog across total cost of ownership, instrumentation, vendor lock-in, and architecture. TCO at 10, 50, and 200 services, OTel Collector pipeline config, hybrid approach, and a phased migration guide.

13 min read·
Grafana Cloud vs Datadog vs Honeycomb (2026): Modern Observability Compared
Observability

Grafana Cloud vs Datadog vs Honeycomb (2026): Modern Observability Compared

Three observability philosophies compared at small, medium, and large scale: Grafana Cloud (OSS LGTM stack), Datadog (all-in-one SaaS), Honeycomb (event-based, debug-first). Real 2026 pricing, cardinality traps, and decision matrix for greenfield platform picks.

15 min read·
Datadog vs New Relic vs Dynatrace (2026): Enterprise APM Pricing Compared
Observability

Datadog vs New Relic vs Dynatrace (2026): Enterprise APM Pricing Compared

Enterprise APM pricing and feature comparison for Datadog, New Relic, and Dynatrace at 100-service, 200-host scale. Real 2026 figures, DPS licensing, AI-assisted RCA depth, OTel support, and a migration-off-Datadog playbook that cuts spend 50-70%.

18 min read·
Best Monitoring Tools: Prometheus vs Datadog vs New Relic
Observability

Best Monitoring Tools: Prometheus vs Datadog vs New Relic

Monitoring is essential for maintaining reliable systems, but the choice of tools can significantly impact cost and performance. This article compares Prometheus, Datadog, and New Relic, focusing on features, pricing, scalability, and ease of use.

12 min read·
How eBPF Is Changing Observability
Observability

How eBPF Is Changing Observability

eBPF enables kernel-level observability without application code changes. Learn how Cilium, Pixie, Falco, and bpftrace use eBPF for network monitoring, security, profiling, and tracing in production Kubernetes environments.

10 min read·
Alerting Done Right: Reducing Noise and Writing Actionable Alerts
Observability

Alerting Done Right: Reducing Noise and Writing Actionable Alerts

Most alerts are noise. Learn how to write actionable alerts by focusing on symptoms, implementing hysteresis, using multi-window burn rate alerting, and routing through Alertmanager. Includes a five-question checklist for every alert.

12 min read·
SLOs, SLAs, and Error Budgets: Running Reliable Services
Observability

SLOs, SLAs, and Error Budgets: Running Reliable Services

SLOs, SLAs, and error budgets turn reliability into a measurable resource. Learn how to choose SLIs, set realistic targets, calculate error budgets, and implement burn rate alerts with Prometheus.

11 min read·
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