Observability
Jararaca provides built-in observability support using OpenTelemetry. It allows you to trace requests across your microservices, collect metrics, and correlate logs with traces.
Configuration
To enable observability, you need to add the ObservabilityInterceptor to your microservice configuration. You can use the OtelObservabilityProvider to configure the OpenTelemetry exporters.
import os
from jararaca import Microservice, ObservabilityInterceptor, OtelObservabilityProvider
app = Microservice(
# ... other configuration ...
interceptors=[
ObservabilityInterceptor(
OtelObservabilityProvider.from_url(
app_name="my-service",
url=os.getenv("OTEL_ENDPOINT", "http://localhost:4318"),
)
)
],
)
The OtelObservabilityProvider.from_url helper configures the OTLP exporters for traces, metrics, and logs to the specified URL.
Context Attributes
Jararaca automatically enriches your traces and logs with context-specific attributes. This is handled by the extract_context_attributes function, which extracts relevant information based on the current execution context.
HTTP Context
For HTTP requests, the following attributes are added:
http.method: HTTP method (GET, POST, etc.)http.url: Full URLhttp.path: URL pathhttp.route.path: Matched route pathhttp.route.endpoint.name: Name of the endpoint functionhttp.query: Query stringhttp.request.path_param.*: All path parametershttp.request.query_param.*: All query parametershttp.request.header.*: All request headershttp.request.client.host: Client IP addresshttp.request.body: Request body (truncated to 5000 chars)
Message Bus Context
For message bus handlers:
bus.topic: Message topicbus.message.body: Message payload (JSON)bus.message.name: Message class namebus.message.module: Message class module
WebSocket Context
For WebSocket connections:
ws.url: WebSocket URL
Scheduler Context
For scheduled tasks:
sched.task_name: Name of the tasksched.scheduled_to: Scheduled execution timesched.cron_expression: Cron expressionsched.triggered_at: Actual trigger time
Tracing Decorators
You can use the @TracedFunc decorator to create custom spans for your functions.
from jararaca import TracedFunc
class MyService:
@TracedFunc("my-operation")
async def perform_operation(self):
# This code will run within a child span named "my-operation"
pass
Logging Integration
Jararaca integrates with the Python logging module. When observability is enabled, logs are automatically correlated with the current trace context. The CustomLoggingHandler ensures that all the context attributes mentioned above are also attached to your log records.
This means you can filter logs by http.path, bus.topic, or any other context attribute in your observability backend (e.g., Jaeger, Grafana Tempo, Signoz).
Class-level Tracing
In addition to @TracedFunc, you can use the @TracedClass (or @traced_class) decorator to automatically trace all async methods within a class. This is useful for services or repositories where you want visibility into all operations without decorating each method individually.
from jararaca import traced_class
@traced_class(trace_name_prefix="UserService")
class UserService:
async def get_user(self, user_id: str):
# Traced as "UserService.get_user"
pass
async def create_user(self, data: dict):
# Traced as "UserService.create_user"
pass
def helper(self):
# Not traced (sync method)
pass
You can exclude specific methods or include private methods using the exclude_methods and include_private arguments.
Manual Instrumentation
For more granular control, Jararaca provides a set of hooks in jararaca.observability.hooks to interact with the current trace context manually.
Creating Spans
Use start_span as a context manager to create a new child span.
from jararaca import start_span
async def complex_logic():
with start_span("step-1", attributes={"custom.attr": "value"}):
# Do work
pass
Adding Events
You can add point-in-time events to the current span.
Recording Exceptions
To explicitly record an exception in the current span:
Setting Status and Attributes
You can also update the current span's status or add attributes dynamically.
from jararaca import set_span_status, set_span_attribute
set_span_attribute("user.id", user_id)
set_span_status("ERROR")
Exception Handling
Jararaca automatically configures FastAPI exception handlers to include the trace ID in the response headers. If an error occurs, the response will contain a traceparent header (or the configured trace header name), allowing you to easily correlate client-side errors with backend traces.