DevOps
Observability in Web Apps: Beyond Logging
Understanding what's happening in production applications requires more than scattered console.log statements. Observability is the practice of instrumenti…
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DevOps
DevOps
Logging Best Practices with SLF4J and Logback
Logging is often an afterthought until something goes wrong. I’ve been on calls where we were trying to debug a failure and realized the logs were either…
Machine Learning
The Importance of Logging and Monitoring in ML Systems
You deploy a model, and it works great—until it doesn’t. I learned the hard way that you can’t just deploy and forget. You need monitoring. Data drif…
Google Cloud Platform
Monitoring with Cloud Operations: From Panic to Peace
I used to find out my app was down when users emailed me. Hours of downtime. Angry customers. Panicked debugging. Then I set up Cloud Operations (formerly…
Google Cloud Platform
Monitoring with Cloud Operations: From Panic to Peace
I used to find out my app was down when users emailed me. Hours of downtime. Angry customers. Panicked debugging. Then I set up Cloud Operations (formerly…
AWS
CloudWatch: Keeping an Eye on Your AWS Resources
CloudWatch is the monitoring service that tells you what's happening inside your AWS environment. It collects metrics, logs, and events. When I first set u…