Start logging in .NET with ILogger and providers
Use message templates and log levels with Microsoft.Extensions.Logging, select providers, and verify structured fields before collection.
Practical, source-backed guides for instrumenting, operating, and improving production systems.
Use message templates and log levels with Microsoft.Extensions.Logging, select providers, and verify structured fields before collection.

Evaluate ELK migration by document IDs, field types, nested-query semantics, alert parity, historical backfill, and the cost of running both systems during the transition.

Handle Django errors with clear HTTP semantics, domain exceptions, safe middleware responses, and form or serializer validation.

Build a consistent NestJS HTTP error contract with custom exceptions, safe filters, validation, RxJS timeouts, and an active throttling guard.

Configure Python and Uvicorn loggers, add ASGI request logging, preserve exception tracebacks, and validate structured logs and trace correlation in Guance.

Create a blog API with Fastify route schemas, Prisma database operations, validated IDs, explicit response schemas, and error handling that preserves real failures.

Configure Flask log levels, handlers, request IDs, exception tracebacks, and JSON output, then verify collection and trace correlation in Guance.

Compare explicit loggers, context-carried loggers, and context-aware handlers, then add active OpenTelemetry trace IDs and validate correlation in Guance.

Configure Go slog handlers, typed attributes, request context, dynamic levels, and error logging, then validate JSON fields before sending them to Guance.

Build a Django GraphQL API with Graphene-Django, bounded queries, exact decimal prices, staff-only mutations, and explicit authorization.

Connect a Guance Agent to an on-call group, route alert analysis to the right conversation, and review the evidence before taking action.

Create a runnable Fastify blog API with SQLite, static files, schema validation, CRUD routes, lifecycle hooks, and structured error handling.