OpenTelemetry AI Prompts
21 free, production-ready OpenTelemetry AI prompts — copy-paste ready for ChatGPT, Claude, or Cursor. Every prompt ships with fill-in placeholders, a worked example, and production-safety notes, so you get a usable answer on the first try.
- OpenTelemetry Advanced
OpenTelemetry Collector Gateway Scaling & HA Prompt
Design a horizontally scalable, highly available OpenTelemetry Collector gateway tier — autoscaling, load balancing, queue persistence, and zero-loss rolling upgrades — so telemetry survives replica churn and traffic spikes.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Collector Routing & Multi-Backend Fan-out Prompt
Design a routing-connector-based OpenTelemetry Collector topology that fans telemetry out to multiple backends or tenants by attribute — with per-route processors, failover, and cost tiers — without duplicating data or dropping unmatched signals.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry OTTL Transform & PII Redaction Prompt
Design OTTL-based transform, redaction, and filter processors in the OpenTelemetry Collector to scrub PII, drop noisy telemetry, and reshape attributes fleet-wide — safely, without breaking correlation or silently deleting signal.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Auto-Instrumentation Rollout Prompt
Plan a safe, incremental rollout of OpenTelemetry auto-instrumentation across polyglot services, including the Operator injection model, version pinning, and where manual spans must supplement the agents.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Baggage and Span Links Design Prompt
Design correct use of OpenTelemetry Baggage and span links: propagate business context (tenant, request class) across services, and link asynchronous or batched work back to originating traces without abusing baggage as a data bus.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Collector Batching & Memory Limiter Tuning Prompt
Tune the OpenTelemetry Collector's batch and memory_limiter processors plus exporter queues to maximize throughput and avoid OOMs, backpressure stalls, and dropped telemetry under bursty load.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Collector Kubernetes Deployment Prompt
Design a Kubernetes deployment topology for the OpenTelemetry Collector using the Operator: choose agent DaemonSet plus gateway Deployment, size resources, wire the target allocator for Prometheus scraping, and set up rollout without dropping telemetry.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Collector Pipeline Design Prompt
Design a production OpenTelemetry Collector configuration with well-ordered receiver, processor, and exporter pipelines for traces, metrics, and logs, tuned for reliability and backpressure.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Collector Security Hardening Prompt
Harden an OpenTelemetry Collector deployment: enable mTLS on OTLP receivers and exporters, add authentication, redact PII with the transform/redaction processors, and lock down the container so telemetry can't be spoofed, sniffed, or leaked.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Context Propagation Strategy Prompt
Fix broken distributed traces by designing correct context propagation across HTTP, gRPC, messaging queues, and async boundaries, standardizing on W3C tracecontext/baggage and handling gateways that strip headers.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Log Correlation and Trace Linking Prompt
Wire application logs into the OpenTelemetry logs signal and correlate them with traces by injecting trace_id and span_id, so a single click moves between a slow trace and its exact log lines across services.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Manual Instrumentation & Span Design Prompt
Design high-quality manual spans and attributes with the OpenTelemetry API where auto-instrumentation falls short, covering span granularity, status/error recording, span links, and cardinality control.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Metrics Cardinality Control Prompt
Diagnose and cut runaway metric cardinality in an OpenTelemetry pipeline: find the offending attributes, apply SDK views and Collector transform/filter processors to bound them, and enforce a per-metric series budget before the backend bill explodes.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Metrics Instrumentation Design Prompt
Design a metrics instrumentation plan with the OpenTelemetry SDK: pick the right instrument types, choose temporality and aggregation, define views to rename and bucket, and control cardinality before metrics reach the backend.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry OTLP Export & Protocol Choice Prompt
Choose and configure the OTLP export path (gRPC vs HTTP/protobuf vs HTTP/JSON), tune compression, TLS, retry, and queueing, and decide direct-to-backend vs through-Collector export.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Pipeline Self-Observability and Debugging Prompt
Make an OpenTelemetry Collector observable to itself: enable internal telemetry, expose queue and drop metrics, add the debug exporter and zpages, and build a diagnostic runbook to find where spans or metrics vanish between app and backend.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Prometheus Receiver Migration Prompt
Migrate existing Prometheus scraping into the OpenTelemetry Collector prometheus receiver: preserve relabeling and service discovery, map Prometheus semantics to OTLP metrics, and shard scraping across replicas without gaps or double-counting.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Intermediate
OpenTelemetry SDK Configuration Standardization Prompt
Standardize OpenTelemetry SDK configuration across a polyglot fleet using OTEL_ environment variables and declarative config: consistent endpoints, resource attributes, samplers, and propagators so every service reports the same way with no per-language drift.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Semantic Conventions & Resource Attributes Prompt
Standardize span/metric/log attributes and resource attributes across a fleet using OpenTelemetry semantic conventions, so telemetry from many services correlates cleanly and survives convention version changes.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Tail Sampling Strategy Prompt
Design a tail-based sampling strategy in the OpenTelemetry Collector that keeps errors and slow traces while cutting cost, including decision-wait tuning and trace-ID-aware load balancing across Collector replicas.
- Claude
- ChatGPT
- Cursor
Open prompt - OpenTelemetry Advanced
OpenTelemetry Vendor Agent Migration Prompt
Plan a low-risk migration from a proprietary APM/vendor agent to OpenTelemetry, running both in parallel, mapping vendor concepts to OTel signals, and cutting over dashboards, SLOs, and alerts without observability gaps.
- Claude
- ChatGPT
- Cursor
Open prompt
About these OpenTelemetry AI prompts
This is a free, curated collection of OpenTelemetry AI prompts for DevOps and platform engineers — prompt templates that turn Claude, ChatGPT, or Cursor into a focused OpenTelemetry assistant. Instead of re-explaining your setup every time, each prompt has fill-in placeholders, a realistic worked example, and explicit safety and back-out notes, so it's safe to use against production OpenTelemetry.
Browse all 21 above, or explore the wider OpenTelemetry prompts and troubleshooting guides, the full DevOps AI prompt library, and run or compare any prompt live in the Prompt Workspace. Hit a production issue instead? Try the free Incident Assistant.