observability

Standardize distributed tracing and structured logging across microservices using the O.R.T.A. framework with OpenTelemetry. It provides vendor-neutral tracing, tenant-scoped logs, and health endpoints to monitor distributed services, background workers, and LLM pipelines.

Add observability to LLM pipelines using Langfuse integrations alongside OpenTelemetry. This enables tenant-scoped logging and tracing specifically for LLM workflows, ensuring visibility into model execution and pipeline health.

Yes, this observability setup works directly with Sentry for error tracking. It integrates Sentry alongside OpenTelemetry and Langfuse to capture errors, distributed traces, and LLM metrics within a unified monitoring framework.

Prevent sensitive PII from appearing in application logs using built-in PII-scrubbing guardrails. The framework applies data privacy controls to structured logging and tracing outputs, ensuring tenant-scoped logs remain compliant.

Yes, you can use OpenTelemetry for vendor-neutral tracing in background workers. The framework applies instrumentation to distributed services and background workers during design, apply, and verify stages to capture traces and metrics.

You need health endpoints in a distributed tracing setup to monitor system availability across distributed services. They are provided alongside tenant-scoped logging to verify that background workers and LLM pipelines remain operational.