What’s the first safeguard you add when an automation becomes critical?
At some point, a script stops being something I can casually rerun and becomes something I actually depend on. That's usually when I start considering retries, structured logs,…
logging
What do you use instead of scattering print statements through your code?
I'm at the point where I can build small programs, but I still can't always tell what went wrong just by reading the code. My usual approach is…
How Can I Restart Learning Python and Build a Project Consistently?
I started learning to code in seventh grade, but I'm now in tenth grade and haven't written a line of code in almost a year. Most people around…
How Can I Restart Learning Python and Stay Consistent During School?
I started learning to code in seventh grade, but I'm now in class 10 in India and haven't written a line of code for almost a year. Most…
What’s your minimum production-readiness checklist for employee-built internal tools?
We keep running into a shadow-IT problem with employee-built workflow tools. Someone creates a useful prototype, gives a polished demo, and stakeholders quickly assume it is ready for…
What’s your process for debugging code when the output is wrong?
Sometimes my code runs without throwing an obvious error, but the result is completely different from what I expected. I usually add print statements throughout the program and…
What’s your process for debugging code when the output is wrong?
Sometimes my code runs without throwing an obvious error, but the result is completely different from what I expected. I usually add print statements throughout the program and…
How can I build a Bash logger with timestamps, colors, and printf-style arguments?
I want to write Bash logging helpers that add a timestamp and a colored severity label while sending diagnostic output to stderr. Standard output should remain available for…
How can I build a Bash logger with timestamps, colors, and printf formatting?
I'm writing Bash helper functions such as log_info, log_warn, and log_error. They should add a timestamp and colored severity label, while sending diagnostic output to stderr so stdout…
Should I use lazy %-formatting or f-strings with Python logging?
I've seen advice to pass a format string and arguments separately when using Python's logging module, for example logger.info("User %s logged in", username), instead of constructing the message…
How Can We Effectively Audit API Calls in a Sensitive Data Environment?
I'm seeking advice on implementing audit logs for our .NET API, which runs on ECS. We want to log both request and response payloads for each HTTP call.…
How to Access Docker Container Logs in Azure App Services?
I've deployed a Docker container to Azure App Services, and it works fine locally with Docker Desktop, where all my app files—including HTML and logs—are stored in the…
Can Disabling the systemd Journal Daemon Improve Performance?
I've been learning about Linux and came across the systemd component called journald, which is responsible for logging system messages. It makes me wonder about the resources it…
Best Practices for Storing Application Data in Python
I'm developing a larger application using Python on MacOS, with plans to deploy it on a Linux system later. Currently, I've created a folder in my project directory…
How to Identify What's Accessing My Docker Network?
I'm trying to figure out if my devices are being hacked or if I'm just misinterpreting my logs. I have several web-facing servers like Immich and Glances, and…
How do I correctly handle variable expansion in my config file?
Hey folks! I've got a line in my config file that looks like this: `LOG_ROOT = ${HOME}/log`. In my script, I'm trying to read this entry and use…
How can I redirect audit messages from dmesg?
I'm looking for a way to get only the 'audit' messages from dmesg since it's become pretty lengthy. I'd love to keep my logs more organized and would…
Why is my fresh Linux Mint installation eating up space?
I just installed Linux Mint on my old laptop, which has limited storage (64GB total). Initially, after the fresh installation of the latest Cinnamon version, I had around…
Is the ELK Stack Still Relevant in Today's Tech Landscape?
I've been diving into Docker lately, using 'The Ultimate Docker Container' book as my main resource. While it's mostly solid, some parts are feeling a bit outdated, particularly…
Configuring AWS Powertools to Manage Third-Party Logs in Lambda
I've set up AWS Powertools in my AWS Lambda function to flush logs during critical events. I thought this would help me have a unified approach to filtering…