Tag: #opentelemetry
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 37 posts
Langfuse SDK Instrumentation — What Is Captured Automatically and What You Add by Hand
Creating traces is not about installing an SDK, it is about drawing boundaries. Working from the Langfuse Python SDK v4, this post lays out what the decorator, the context manager, and manual observation creation each do
2026-08-14 · 8 min read #observability#langfuse#llm-tracing#instrumentation#opentelemetryThe Langfuse Tracing Data Model — How Trace, Observation, and Score Hold One Execution
Looking at the Langfuse UI first tells you nothing about what you are looking at. This post starts from the shape of the data Langfuse collects. What a trace groups, what separates a span from a generation from an event,
2026-08-14 · 8 min read #observability#langfuse#llm-tracing#data-modeling#opentelemetryOpen Source Worth Watching Right Now (4) Observability and Security
With observability data, volume is cost, and a security tool that never makes it into the pipeline never gets used. This post introduces 12 open source projects that have genuinely taken hold — instrumentation standards,
2026-08-12 · 5 min read #open-source#observability#security#opentelemetry#ebpfPutting Observability Data Into ClickHouse — Schema, Rollups, TTL, and Splitting the Work
When traces and logs grow to multiple terabytes a day, a single search engine or time-series database starts to buckle. This post lays out why ClickHouse fits observability data so well, in terms of columnar storage, com
2026-08-02 · 16 min read #observability#clickhouse#opentelemetry#data-modeling#costInstrumenting Your App With OpenTelemetry — From Auto-Instrumentation to Manual Spans, and Why You Put a Collector in Front
Instrumentation isn't about installing an SDK — it's about following an order of operations. This post builds a skeleton in a day with auto-instrumentation, locks down resource attributes first, and shows the order for a
2026-08-02 · 16 min read #observability#opentelemetry#instrumentation#otel-collector#tracingDesigning Structured Logging — Logs That Actually Help During an Incident
If you have ever given up while grepping logs in the middle of an incident, the log design is wrong. This post covers how to separate logs humans read from logs machines read, which fields must appear on every single lin
2026-07-26 · 12 min read #observability#logging#structured-logging#opentelemetry#incident-responseThe Questions Distributed Tracing Actually Answers — Spans, Sampling, and Where the Time Went
Tracing is what you need when the reports of slowness keep coming in but you have no idea which of ten services is the culprit. Starting from the structure of traces, spans, and context propagation, this post lays out wh
2026-07-26 · 15 min read #observability#distributed-tracing#opentelemetry#tail-sampling#performanceOTel's Kubernetes Attributes Are Stable Now — What to Do Before k8sattributes Flips Its Default
OpenTelemetry's Kubernetes semantic conventions were promoted to stable in semconv v1.42.0 on June 12, 2026. But the Collector's k8sattributes processor still defaults to the old schema (v0), so most people haven't notic
2026-07-16 · 12 min read #opentelemetry#observability#kubernetes#semantic-conventions#telemetry-pipelineObservability Deep Dive: Logs, Tracing, and LLM Monitoring
From the three pillars — logs, metrics, and traces — and how they correlate through traceid, to the difference between Loki and OpenSearch for logs, OpenTelemetry-centered distributed tracing (Jaeger and Tempo), and the
2026-07-03 · 14 min read #observability#opentelemetry#tracing#logging#llmObservability 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#pyroscopeKubestronaut Path 2026 Deep-Dive - CKA, CKAD, CKS, KCNA, KCSA and the CNCF Certification Ladder (Prometheus, Istio, Cilium, OpenTelemetry, Argo)
A thorough 2026 guide to the Kubestronaut program and the CNCF certification ladder. We cover the five core exams (CKA, CKAD, CKS, KCNA, KCSA) in depth — domains, exam format, passing scores, pass rates, Killer Shell moc
2026-05-16 · 20 min read #kubestronaut#cncf#kubernetes#cka#ckadDistributed Tracing & OpenTelemetry 2026 — OTel / Jaeger / Tempo / Zipkin / Honeycomb / Lightstep / SigNoz / SkyWalking / Datadog APM Deep Dive
In 2026, distributed tracing has converged on OpenTelemetry. The OTel spec and Collector, W3C Trace Context and B3 Propagation, OSS backends like Jaeger/Tempo/Zipkin, the observability 2.0 camp (Honeycomb, SigNoz), APM g
2026-05-16 · 21 min read #observability#distributed-tracing#opentelemetry#otelcol#jaegerError 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#honeybadgereBPF Observability 2026 — Pixie / Parca / Cilium Hubble / Tetragon / Beyla / Coroot / Falco Deep Dive
A complete map of the eBPF ecosystem as of 2026. Compares Pixie, Parca, Cilium Hubble, Tetragon, BCC/bpftrace, OpenTelemetry eBPF Collector, Grafana Beyla, Coroot, Inspektor Gadget, Kepler and Falco — plus the CO-RE revo
2026-05-15 · 24 min read #ebpf#observability#pixie#parca#ciliumOpenTelemetry 2026 Deep Dive — OTLP, Semantic Conventions, the Collector Pipeline, and Auto-Instrumentation After the Standardization War
OpenTelemetry is no longer 'one of the competing options.' As of May 2026, OTLP is the single wire protocol every major observability vendor accepts, and HTTP / relational DB / messaging semantic conventions v1 are locke
2026-05-14 · 23 min read #opentelemetry#observability#traces#metrics#logsOSS 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#openobserveObservability 2025 Complete Guide: OpenTelemetry, Grafana / Datadog / Honeycomb / SigNoz, SLO and Error Budget, LLM Observability (2025)
Season 5 Ep 8. Without observability there is no operations, and without operations there is no product. Unifying the three OpenTelemetry signals (metric, log, trace), the Grafana stack (Prometheus, Loki, Tempo, Mimir) v
2026-04-15 · 11 min read #observability#opentelemetry#grafana#datadog#honeycombObservability Complete Guide — Metric, Log, Trace, OpenTelemetry, eBPF, SLO (Season 2 Ep 9, 2025)
"If you cannot observe it, you cannot operate it." Observability is the superset of logging and monitoring — the ability to infer unknown unknowns from system state alone. This post covers the Metric, Log, Trace three-pi
2026-04-15 · 11 min read #observability#opentelemetry#prometheus#grafana#lokiDistributed Tracing Complete Guide 2025: OpenTelemetry, Jaeger, Tempo, Span Analysis, Sampling Strategies
Everything about distributed tracing! Trace/Span/Context Propagation, OpenTelemetry SDK + Collector, Jaeger vs Tempo vs Zipkin, W3C Trace Context, sampling strategies (Head/Tail/Probabilistic), auto-instrumentation, cost
2026-04-15 · 10 min read #distributed-tracing#opentelemetry#jaeger#tempo#observability