“observability”

Builds, configures, debugs, and optimizes AWS observability - operator-symptom questions and detecting Omni vs classic CloudWatch.

Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus.

Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for…

Answer questions about LLM and agentic-application behavior from data already ingested into Elastic: latency and error rate, token and cost utilization…

Onboard an application into Elastic Observability with the Elastic Distribution of OpenTelemetry (EDOT): route on language and runtime, detect and replace a…

Validates and bootstraps Amazon Bedrock AgentCore observability so customers can trace agent reasoning, detect silent failures, and measure performance before…

Design and operate service reliability targets in Elastic Observability: choose an SLI type and a defensible target, pick a time window and budgeting method…

Sets up CloudWatch observability for the first time - Omni (CloudWatch Application Observability) and classic CloudWatch.

Triage a degraded or suspect service end to end: read SLO status and burn rate, check active alerting rules and ML anomalies, measure throughput, latency, and…

Provides data-retrieval best practices, tool selection guidance, and performant SQL query syntax for BigQuery telemetry across INFORMATION_SCHEMA, Cloud…

Investigate Kubernetes workload, node, and control-plane issues using OTel telemetry (EDOT).

Investigates Google Cloud networking issues by analyzing GCP logs, metrics, and diagnostics.

检测并治理可观测资产漂移、增量更新与质量问题，输出资产登记与治理报告。

Azure Resource Manager SDK for Arize AI Observability and Evaluation (.NET).

Designs a Replay Vision scanner that produces trustworthy observations: one visible question per scanner, a type chosen from the answer shape, a query that…

Use when measuring or improving agent quality and performance — set up evaluators, online monitoring, CI/CD quality gates, observability, or cost optimization.

Performs a comprehensive Amazon ECS operations review across the 6 review pillars (Resiliency & HA, Observability, Security, Operations, Performance…

Analyze the most expensive users in AI observability and explain why they cost so much.

Guides Qdrant monitoring and observability setup.

Amazon Bedrock production readiness assessment covering IAM governance, data retention (ZDR), quota and capacity headroom, and operational observability…

Provision and operate Elastic Cloud infrastructure: create, connect to, update, and delete Serverless projects (Elasticsearch, Observability, Security)…

Generates operational guidance for CI/CD deployment pipelines, observability, monitoring, logging, and incident management on Google Cloud based on the design…

Unity Catalog governance, access control, and observability.

Author continuously-running online evaluations in PostHog AI observability, grounded in real failure modes you've identified.