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skills/aws-observability/references/appsignals-guides/ecs-python.md
7.93 KB · Sep 30, 2026 · 22:47 UTC
# Enable AWS Application Signals for Python on ECS
## Overview
This guide provides complete steps to enable AWS Application Signals for ECS services (both EC2 and Fargate launch types), including distributed tracing, performance monitoring, and service mapping.
## Prerequisites
- Services running on ECS (EC2 or Fargate launch types)
- Applications using Python language
## Implementation Steps
**Constraints:**
You must strictly follow the steps in the order below, do not skip or combine steps.
### Step 1: Setup CloudWatch Agent Task
When running in ECS, the CloudWatch Agent is deployed as a sidecar container next to the application container.
#### 1.1 Add CloudWatch Agent Permissions to ECS Task Role
Update ECS task role to add CloudWatchAgentServerPolicy:
```typescript
const taskRole = new iam.Role(this, 'EcsTaskRole', {
assumedBy: new iam.ServicePrincipal('ecs-tasks.amazonaws.com'),
managedPolicies: [
iam.ManagedPolicy.fromAwsManagedPolicyName('AWSXRayDaemonWriteAccess'),
iam.ManagedPolicy.fromAwsManagedPolicyName('CloudWatchAgentServerPolicy'),
],
inlinePolicies: {
// Your existing inline policies...
},
});
```
#### 1.2 Create CloudWatch Agent Log Group
```typescript
const cwAgentLogGroup = new logs.LogGroup(this, 'CwAgentLogGroup', {
logGroupName: '/ecs/ecs-cwagent',
removalPolicy: cdk.RemovalPolicy.DESTROY,
retention: logs.RetentionDays.ONE_MONTH,
});
```
#### 1.3 Add CloudWatch Agent Container to Each Task Definition
```typescript
const cwAgentContainer = taskDefinition.addContainer('ecs-cwagent-{{SERVICE_NAME}}', {
image: ecs.ContainerImage.fromRegistry('public.ecr.aws/cloudwatch-agent/cloudwatch-agent:latest'), // Use latest. ServiceEvents requires 1.300070.0+ (or 1.300069.0+).
essential: false,
memoryReservationMiB: 128,
cpu: 64,
environment: {
CW_CONFIG_CONTENT: JSON.stringify({
"traces": {
"traces_collected": {
"application_signals": {}
}
},
"logs": {
"metrics_collected": {
"application_signals": {}
}
}
}),
},
logging: ecs.LogDrivers.awsLogs({
streamPrefix: 'ecs',
logGroup: cwAgentLogGroup,
}),
});
```
### Step 2: Add AWS Distro for OpenTelemetry Zero-Code Auto-Instrumentation to Main Service
#### 2.1 Add Bind Mount Volumes to Task Definition
```typescript
const taskDefinition = new ecs.FargateTaskDefinition(this, '{{SERVICE_NAME}}TaskDefinition', {
// Existing configuration...
volumes: [
{
name: "opentelemetry-auto-instrumentation-python"
}
],
});
```
#### 2.2 Add ADOT Auto-instrumentation Init Container
```typescript
const initContainer = taskDefinition.addContainer('init', {
image: ecs.ContainerImage.fromRegistry('public.ecr.aws/aws-observability/adot-autoinstrumentation-python:v0.18.0'), // Minimum version for ServiceEvents. Check ../application-signals-onboarding.md for how to query the latest version.
essential: false,
memoryReservationMiB: 64,
cpu: 32,
command: ['cp', '-a', '/autoinstrumentation/.', '/otel-auto-instrumentation-python'],
logging: ecs.LogDrivers.awsLogs({
streamPrefix: 'init-{{SERVICE_NAME}}',
logGroup: serviceLogGroup,
}),
});
initContainer.addMountPoints({
sourceVolume: 'opentelemetry-auto-instrumentation-python',
containerPath: '/otel-auto-instrumentation-python',
readOnly: false,
});
```
#### 2.3 Configure Main Application Container OpenTelemetry Environment Variables
```typescript
const mainContainer = taskDefinition.addContainer('{{SERVICE_NAME}}-container', {
// Existing configuration...
environment: {
// Existing environment variables...
// ADOT Configuration for Application Signals
OTEL_RESOURCE_ATTRIBUTES: 'service.name={{SERVICE_NAME}}',
OTEL_METRICS_EXPORTER: 'none',
OTEL_LOGS_EXPORTER: 'none',
PYTHONPATH: '/otel-auto-instrumentation-python/opentelemetry/instrumentation/auto_instrumentation:{{EXISTING_PYTHONPATH}}:/otel-auto-instrumentation-python',
OTEL_PYTHON_LOGGING_AUTO_INSTRUMENTATION_ENABLED: 'true',
OTEL_TRACES_EXPORTER: 'otlp',
OTEL_EXPORTER_OTLP_PROTOCOL: 'http/protobuf',
OTEL_PYTHON_DISTRO: 'aws_distro',
OTEL_PYTHON_CONFIGURATOR: 'aws_configurator',
OTEL_EXPORTER_OTLP_TRACES_ENDPOINT: 'http://localhost:4316/v1/traces',
OTEL_AWS_APPLICATION_SIGNALS_EXPORTER_ENDPOINT: 'http://localhost:4316/v1/metrics',
OTEL_AWS_APPLICATION_SIGNALS_ENABLED: 'true',
},
});
```
Replace `{{EXISTING_PYTHONPATH}}` with the container's current `PYTHONPATH` value so the instrumentation paths are **prepended** to it rather than overwriting it. If the container does **not** already set a `PYTHONPATH`, drop that segment entirely:
```typescript
PYTHONPATH: '/otel-auto-instrumentation-python/opentelemetry/instrumentation/auto_instrumentation:/otel-auto-instrumentation-python',
```
#### 2.4 Add Mount Point to Main Container
```typescript
mainContainer.addMountPoints({
sourceVolume: 'opentelemetry-auto-instrumentation-python',
containerPath: '/otel-auto-instrumentation-python',
readOnly: false,
});
```
#### 2.5 Configure Container Dependencies
```typescript
mainContainer.addContainerDependencies({
container: initContainer,
condition: ecs.ContainerDependencyCondition.SUCCESS,
});
mainContainer.addContainerDependencies({
container: cwAgentContainer,
condition: ecs.ContainerDependencyCondition.START,
});
```
### Step 3: Apply Python Framework-Specific Changes
#### 3.a: Django-Specific Configuration
##### 3.a.1: Set DJANGO_SETTINGS_MODULE
If your ECS application is built with Django, explicitly set the DJANGO_SETTINGS_MODULE environment variable:
```typescript
const mainContainer = taskDefinition.addContainer('{{SERVICE_NAME}}-container', {
environment: {
// Existing environment variables...
DJANGO_SETTINGS_MODULE: '{{your django settings}}'
},
});
```
##### 3.a.2: Add --noreload When Using Django's Development Server
If using Django's development server, override the Docker CMD to add `--noreload`:
**Before (Dockerfile):**
```dockerfile
CMD ["python", "manage.py", "runserver", "0.0.0.0:8000"]
```
**After (ECS IaC override):**
```typescript
const appContainer = taskDefinition.addContainer('Application', {
command: ["python", "manage.py", "runserver", "0.0.0.0:8000", "--noreload"],
});
```
## Completion
**Tell the user:**
"I've completed the Application Signals enablement for your application. Here's what I modified:
**Files Changed:**
- IAM role: Added CloudWatchAgentServerPolicy
- ECS container: Installed and configured CloudWatch Agent as sidecar
- ADOT SDK container: Mounted ADOT SDK dependencies into Application container
- Application container: Enabled zero-code auto-instrumentation for Application
**Next Steps:**
1. Ensure that [Application Signals is enabled in AWS account](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/CloudWatch-Application-Signals-Enable.html).
2. Review the changes I made using `git diff`
3. Deploy your infrastructure:
- For CDK: `cdk deploy`
- For Terraform: `terraform apply`
- For CloudFormation: Deploy your stack
4. After deployment, wait 5-10 minutes for telemetry data to start flowing
**Verification:**
Once deployed, you can verify Application Signals is working by:
- Opening the AWS CloudWatch Console
- Navigating to Application Signals → Services
- Looking for your service (named: {{SERVICE_NAME}})
- Checking that traces and metrics are being collected
**Monitor Application Health:**
After enablement, you can monitor your application's operational health using Application Signals dashboards. For more information, see [Monitor the operational health of your applications with Application Signals](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/Services.html).
**Troubleshooting**
If you encounter any other issues, refer to the [CloudWatch APM troubleshooting guide](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/CloudWatch-Application-Signals-Enable-Troubleshoot.html).
Let me know if you'd like me to make any adjustments before you deploy!"
SHA-256: e5683f6cc2e149ea2786f91f710b6c757d358289e38a7bbc871e7389133fec18