Python zero-code instrumentation

Automatic instrumentation with Python uses a Python agent that can be attached to any Python application. This agent primarily uses monkey patching to modify library functions at runtime, allowing for the capture of telemetry data from many popular libraries and frameworks.

Setup

Run the following commands to install the appropriate packages.

pip install opentelemetry-distro opentelemetry-exporter-otlp
opentelemetry-bootstrap -a install

The opentelemetry-distro package installs the API, SDK, and the opentelemetry-bootstrap and opentelemetry-instrument tools.

The opentelemetry-bootstrap -a install command reads through the list of packages installed in your active site-packages folder, and installs the corresponding instrumentation libraries for these packages, if applicable. For example, if you already installed the flask package, running opentelemetry-bootstrap -a install will install opentelemetry-instrumentation-flask for you. The OpenTelemetry Python agent will use monkey patching to modify functions in these libraries at runtime.

Running opentelemetry-bootstrap without arguments lists the recommended instrumentation libraries to be installed. For more information, see opentelemetry-bootstrap.

Configuring the agent

The agent is highly configurable.

One option is to configure the agent by way of configuration properties from the CLI:

opentelemetry-instrument \
    --traces_exporter console,otlp \
    --metrics_exporter console \
    --service_name your-service-name \
    --exporter_otlp_endpoint 0.0.0.0:4317 \
    python myapp.py

Alternatively, you can use environment variables to configure the agent:

OTEL_SERVICE_NAME=your-service-name \
OTEL_TRACES_EXPORTER=console,otlp \
OTEL_METRICS_EXPORTER=console \
OTEL_EXPORTER_OTLP_TRACES_ENDPOINT=0.0.0.0:4317
opentelemetry-instrument \
    python myapp.py

To see the full range of configuration options, see Agent Configuration.

Supported libraries and frameworks

A number of popular Python libraries are auto-instrumented, including Flask and Django. For the full list, see the Registry.

Troubleshooting

For general troubleshooting steps and solutions to specific issues, see Troubleshooting.