Observability - IoT Digital Twin PLM

AIOps Incident Response Architecture: Agentic SRE and Alert Correlation (2026)

By MPRAUTO MPRAUTO June 29, 2026TechNo Comments

A reference architecture for AIOps incident response: telemetry ingestion, alert correlation, LLM-assisted triage, agentic auto-remediation, and the guardrails that keep automation safe.

Continuous Profiling with eBPF: Flamegraphs in Prod

By MPRAUTO MPRAUTO June 27, 2026DevelopmentNo Comments

A hands-on guide to continuous profiling with eBPF: how Pyroscope and Parca capture CPU and memory flamegraphs in production with near-zero overhead.

AI Agent Trajectory Evaluation: 2026 Patterns

By MPRAUTO MPRAUTO June 20, 2026TechNo Comments

How to evaluate AI agents in 2026: trajectory vs outcome metrics, step-level scoring, LLM-as-judge pitfalls, and a reusable agent eval harness pattern.

Grafana Alloy: An OpenTelemetry Collector Tutorial

By MPRAUTO MPRAUTO June 18, 2026DevelopmentNo Comments

A 2026 Grafana Alloy tutorial: build an OpenTelemetry collector pipeline for metrics, logs, and traces, with working config, components, and deployment tips.

Cilium Tetragon Runtime Security: eBPF Hands-On (2026)

By MPRAUTO MPRAUTO June 12, 2026KubernetesNo Comments

A hands-on 2026 guide to Cilium Tetragon: eBPF runtime security, TracingPolicy, process and network enforcement, and how it differs from Falco.

Edge Observability ADR: OpenTelemetry vs Prometheus+Loki

By MPRAUTO MPRAUTO June 8, 2026KubernetesNo Comments

An ADR-style 2026 decision on edge-fleet observability: OpenTelemetry vs Prometheus+Loki, collector topology, cost at the edge, and the consequences of each.

OpenTelemetry Collector Architecture: Pipelines, Processors, Exporters

By MPRAUTO MPRAUTO May 26, 2026TechNo Comments

OpenTelemetry Collector architecture — receivers, processors, exporters, gateway vs agent deployment, tail sampling, and high-cardinality survival tips.

OpenTelemetry for Industrial IoT Observability (2026)

By MPRAUTO MPRAUTO May 24, 2026KubernetesNo Comments

OpenTelemetry for industrial IoT observability — instrument edge services, run the OTel Collector, and ship traces, metrics, and logs end to end.

Cilium eBPF Service Mesh: L3-L7 Networking, Observability, Security (2026)

By MPRAUTO MPRAUTO April 22, 2026DevelopmentNo Comments

Cilium eBPF service mesh explained: sidecar-free L3-L7 networking, Hubble observability, network policy, mTLS, and why eBPF is reshaping Kubernetes networking in 2026.

eBPF for Observability: How Kernel-Level Tracing Replaced Traditional APM

By MPRAUTO MPRAUTO April 19, 2026KubernetesNo Comments

eBPF observability guide — verifier, maps, probes, Cilium/Pixie architectures, continuous profiling, and why kernel-level tracing wins over APM.