Adding Observability to Serverless
Introduction
Observability is crucial for understanding systems, especially in serverless architectures where traditional monitoring methods may not provide adequate insights. This lesson discusses how to add observability to serverless applications, focusing on logging, tracing, and monitoring.
Key Concepts
Definitions
- Observability: The ability to measure the internal states of a system by examining its external outputs.
- Serverless Architecture: A cloud computing model where the cloud provider dynamically manages the allocation of machine resources.
- Logging: The act of recording information about system events.
- Tracing: The process of tracking the flow of requests through the system.
Implementation
To add observability to serverless applications, follow these steps:
- Choose an Observability Tool: Select a tool like AWS CloudWatch, Datadog, or New Relic.
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Instrument Your Code: Use libraries and SDKs to add logging and tracing.
const { createLogger, transports } = require('winston'); const logger = createLogger({ level: 'info', format: winston.format.json(), transports: [ new transports.Console(), new transports.File({ filename: 'error.log', level: 'error' }), new transports.File({ filename: 'combined.log' }), ], }); exports.handler = async (event) => { logger.info('Event received', { event }); // Your function logic };
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Enable Tracing: Use distributed tracing to gain insights into service interactions.
const AWSXRay = require('aws-xray-sdk'); AWSXRay.captureAWS(require('aws-sdk')); exports.handler = AWSXRay.captureHandler(async (event) => { // Your function logic });
- Configure Alerts: Set up alerts for anomalies in logs or performance.
- Visualize Data: Use dashboards to visualize metrics and logs.
Best Practices
Note: Ensure to keep sensitive data out of logs and traces to maintain security and compliance.
- Log meaningful messages to aid debugging.
- Use structured logging for better querying.
- Regularly review and refine observability strategy.
- Train your team on tools and best practices.
FAQ
What is the difference between logging and tracing?
Logging records events in the application, while tracing tracks the flow of requests across services.
How do I choose the right observability tool?
Consider factors like ease of integration, cost, features, and support.
Is observability only about monitoring?
No, observability encompasses monitoring, but also includes logging and tracing for a comprehensive view of system health.