Tagged observability

Build and debug CloudWatch logs, alarms, dashboards and X-Ray tracing

Create API Gateway stages with logging, X-Ray tracing, throttling and WAF

Lock down S3 buckets with access controls, encryption, logging and fixes

Set up CloudWatch Application Observability spaces, access and instrumentation

Query Datadog logs, crash reports and alerts to investigate production issues

Turn on category-based debug logs for TanStack AI chat, tools and media calls

Add chat lifecycle hooks for analytics, logging, tool caching and tracing

Pull Sentry issues, events and logs to find root causes of production errors

Manage Arize AI observability resources on Azure Marketplace from .NET

Export OpenTelemetry traces and metrics to Application Insights from Java

Export OpenTelemetry traces, metrics and logs to Application Insights in Python

Add Application Insights to a Python app with one-line auto-instrumentation

Add tracing, metrics and logs to Node.js apps with Application Insights

Design timeouts, retries, circuit breakers and observability for production systems

Reconstruct cell lineage trees from CRISPR barcodes or mitochondrial mutations

Create webhook subscriptions so GitHub, Stripe or Sentry events trigger agent runs

Search Datadog logs, query metrics and trace requests from the command line

Write Go build agent code for task handling, concurrency, errors and logging

Apply microservice patterns for multi-environment config, async events and logging

Build logging and detections that catch attacker behavior and cut alert noise

Instrument services and set alerting and reliability targets worth waking for

Trace bugs backward through the call stack to find the original trigger

Log LLM runs with per-turn transcripts, token costs and run comparison reports

List open roles on a named Ashby job board without logging in

Read Greenhouse public job board postings without logging in

Read open job postings from any Lever-powered job board without logging in

Check Sentry issues, releases and events from the terminal with local search

Instrument an app with the evlog CLI and check its logging coverage

Review code logging patterns and recommend evlog adoption for entry points

Design mock API services that simulate real behavior for development and demos

Monitor database migrations with CDC, metrics and observability

Diagnose failures with observability data, ranked hypotheses and targeted logging

Set up distributed tracing and debugging environments for dev and production

Analyze production errors and incidents with observability and root-cause methods

Set up error tracking, structured logging and alerts for production systems

Analyze production errors and incidents with observability and root-cause methods

Implement error tracking, structured logging, grouping and alert routing

Diagnose failures with observability data, ranked hypotheses and targeted logging

Build monitoring, logging and tracing systems with SLI and SLO management

Set up metrics, dashboards, tracing, log aggregation and alerting

Define SLIs and SLOs and build error-budget monitoring that balances reliability and speed

Optimize app performance with tracing, load tests and Core Web Vitals monitoring

Design Istio or Linkerd service meshes for traffic, security and observability

Trace a deep error back through the call stack to its original trigger

Guidance for logging habits and activities with tracking tools

Set up Copilot OpenTelemetry metrics with a Grafana dashboard or Azure collector

Apply OpenTelemetry naming and instrumentation rules for traces, metrics and logs

Narrow down exactly where a bug starts with tracing and isolation steps

Build cloud-native Rust services with gRPC, tracing, health checks and containers