This is a pure-ASGI middleware that adds Prometheus metrics and OpenTelemetry traces to fastapi routes automatically.
This middleware will add trace exemplars to the gathered metrics for cross-referencing in your observability platform.
This middleware was inspired by:
- Python 3.10+
- Starlette 0.27.0+
- Python-client 0.19.0+
Note: OpenTelemetry for Python should be installed in your client app along with the desired exporter.
See: https://opentelemetry.io/docs/languages/python/
To install locally run:
poetry install
This example uses the Otel exporter to push to an Otel collector for traces, and Prometheus Client for metrics scraped by Prom and send to Mimir.
from fastapi import FastAPI
from fastapi_telemetry_middleware.telemetry_middleware import FastapiTelemetryMiddleware
app = FastAPI()
app.add_middleware(
FastapiTelemetryMiddleware,
app_name=settings.PROJECT_NAME,
enable_metrics=True)
setup_tracing(app=app,
app_name=settings.PROJECT_NAME,
otlp_endpoint=COLLECTOR)
setup_metrics(app, app_name=settings.PROJECT_NAME)
from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import BatchSpanProcessor
from opentelemetry.instrumentation.fastapi import FastAPIInstrumentor
from prometheus_client import make_asgi_app
from opentelemetry.exporter.prometheus import PrometheusMetricReader
from opentelemetry.metrics import set_meter_provider
from opentelemetry.sdk.metrics import MeterProvider
from opentelemetry import trace
def setup_tracing(app: FastAPI, app_name: str = 'default_app', otlp_endpoint: str = 'http://localhost:4318'):
resource = Resource(attributes={
SERVICE_NAME: app_name
})
trace_provider = TracerProvider(resource=resource)
trace.set_tracer_provider(trace_provider)
exporter = OTLPSpanExporter(endpoint=f"${otlp_endpoint}/v1/traces")
span_processor = BatchSpanProcessor(exporter)
trace_provider.add_span_processor(span_processor)
FastAPIInstrumentor.instrument_app(app, tracer_provider=trace_provider)
def setup_metrics(app: FastAPI, app_name: str = 'default_app'):
resource = Resource(attributes={
SERVICE_NAME: app_name
})
metrics_app = make_asgi_app()
app.mount("/metrics", metrics_app)
reader = PrometheusMetricReader()
provider = MeterProvider(resource=resource, metric_readers=[reader])
set_meter_provider(provider)
The builtin metrics can be turned off via
app.add_middleware(..., enable_metrics=False)
If using a Prometheus client metrics endpoint in a public app, be sure to secure that endpoint.
Eventually, I'll switch the metrics to Otel from Prom.