OpenTelemetry Deprecates Span Events API in Favor of Log-Based Events
OpenTelemetry is deprecating the Span Events API to eliminate confusion and unify event handling through log-based events correlated with spans.
Tag: observability
OpenTelemetry Declarative Configuration Reaches Stable Status
Key portions of the OpenTelemetry declarative configuration specification have been marked stable, including the JSON schema, YAML representation, and SDK operations for parsing and instantiation.
Cloud Native: CNCF’s new India schedule shows where platform engineering and AI operations are colliding next
The KubeCon + CloudNativeCon India 2026 schedule is less interesting as an event announcement than as a demand signal. AI + ML, observability, operations, platform engineering, and security are showing up together because teams no longer get to treat them as separate tracks in production.
Agent Ops: OpenClaw 2026.3.8 adds backup/verify and provenance receipts — signals of a maturing runtime
OpenClaw’s 2026.3.8 release leans hard into operational maturity: first-class backup + verification for local state, optional ACP provenance receipts for traceability, and a raft of reliability fixes across cron delivery, browser relay, and cross-channel routing.
OpenTelemetry’s Declarative Config Hits 1.0: Why This Is Bigger Than a New YAML
OpenTelemetry’s declarative configuration model just reached a stable milestone. That’s not a cosmetic win — it’s a shift toward consistent, policy-friendly telemetry configuration across languages, SDKs, and (increasingly) the Collector. Here’s what’s stabilized, what’s not, and how platform teams should plan adoption.
Datadog’s Bits AI SRE Update: Faster Agents, More Data, and a New Trust Problem
Datadog says the next generation of Bits AI SRE is roughly 2× faster, can reason across more telemetry sources, and exposes an “Agent Trace” view to show its tool calls and intermediate steps. This is the right direction — but it also turns agent transparency into an operational requirement, not a nice-to-have.
OpenTelemetry Collector Filtering Gets Easier: OTTL Context Inference Lands in the Filter Processor
Collector-contrib v0.146.0 brings OTTL context inference to the Filter Processor, reducing config footguns and making filtering rules more readable. Here’s what changes for platform teams running OTel at scale.
OpenTelemetry declarative config hits ‘stable’: why this matters for Collector-as-a-product
The OpenTelemetry project says key parts of its declarative configuration spec are now stable, including the data model schema and YAML representation. That’s a quiet milestone with big implications: versionable config, safer rollout patterns, and vendor-neutral ‘observability as code.’
OpenTelemetry Collector filtering gets simpler: OTTL context inference lands in the Filter Processor
Collector-contrib v0.146.0 adds context inference to the Filter Processor, letting teams write readable, intent-first OTTL conditions instead of juggling internal contexts. Here’s what changes, how evaluation works, and how to adopt it safely.
OpenTelemetry eBPF Instrumentation (OBI) alpha: what ‘zero-code’ tracing changes for platform teams
OpenTelemetry’s eBPF Instrumentation project shipped its first alpha release. Here’s what you gain (and what you still don’t) when you shift observability left—down into the kernel.
OpenTelemetry’s eBPF Instrumentation: What the First Release Changes for Cloud Native Observability
OpenTelemetry’s eBPF instrumentation (OBI) is now shipping an initial release, pushing the ecosystem toward low-friction, kernel-level telemetry—especially for large fleets where manual instrumentation doesn’t scale. Here’s what eBPF-based signals are good for, where they’re risky, and how to roll them out safely in production.
OpenTelemetry eBPF Instrumentation (OBI) First Release: Why ‘Zero-Code’ Telemetry Is Turning Into a Platform Decision
OpenTelemetry’s eBPF Instrumentation project (OBI) just hit its first release. That’s a milestone for low-overhead, zero-code observability—but it also raises new questions about privilege, fleet rollout, and data governance.
OpenTelemetry Log Deduplication: Cutting Noise Without Losing Signal
Logs are expensive because repetition is free to emit and costly to store. The OTel Collector’s log deduplication processor offers a new middle path: compress noise at ingest while preserving incident context.
OpenTelemetry in 2026: What the 2025 Website Review Says About Adoption (and the Next Bottlenecks)
OpenTelemetry is now mainstream, and the project’s own ‘2025 year in review’ highlights a less-discussed scaling story: documentation localization, contributor growth, and the operational maturity required when observability becomes an industry baseline.
CDN-Delivered OpenTelemetry Collectors: The Next Step in Observability Agent Operations
A quiet but important trend: vendors are shifting OpenTelemetry collector distribution to CDNs. That changes reliability, patch velocity, and how platform teams should govern observability agents.
Cloud Native observability in 2026: hardening an OpenTelemetry Collector for production
The Collector is easy to deploy but surprisingly easy to misconfigure at scale. This guide focuses on the practical knobs—pipelines, batching, tail sampling, memory limits, and auth—to turn ‘telemetry works’ into ‘telemetry is reliable.’
KubeCon + CloudNativeCon Europe 2026: What to Watch in Amsterdam (March 23–26)
KubeCon + CloudNativeCon Europe heads back to Amsterdam on March 23–26, 2026. Here’s a practical preview of the themes to track—platform engineering, security, observability, and AI—and how to get more value out of the week.
Cilium 1.18.7: the small changes that make cluster networking easier to operate
Cilium 1.18.7 adds pragmatic improvements—safer default label handling and better Hubble Relay logging options—plus bugfixes that matter in real clusters. Here’s what to pay attention to and how to roll it out without surprises.
Envoy Gateway v1.7: why Gateway API controllers are racing to add policy, security, and observability
Envoy Gateway v1.7 lands with a dense set of Gateway API-adjacent upgrades: richer policy controls, better OTLP export options, safer extension defaults, and breaking changes that signal maturity.
OpAMP goes mainstream: IBM Instana’s GA collector fleet management is a preview of ‘managed OpenTelemetry’
OpenTelemetry adoption is running into a new bottleneck: operating collector fleets. IBM Instana just made OpAMP-powered fleet management generally available, highlighting a shift from ‘instrumentation’ to ‘collector ops’ as the next maturity step.