Don’t Import requests From botocore.vendored

Hello! I've seen this anti-pattern scattered around plenty DevOps code, especially in AWS lambda functions: Vendoring libraries like requests into other libraries like botocore is arguably an anti-pattern in general, but reaching in to botocore and importing it in your own code is definitely one. Here are some of the reasons: The maintainers may un-vendor … Continue reading Don’t Import requests From botocore.vendored

How to Use Out-String in PowerShell: Don’t

In my PowerShell Help Commands For Linux Users post, I showed you this pattern for searching for command aliases: A beginner mistake! Here's the problem: I'm used to the Unix shells, like bash, where everything is a string. When you run alias in bash, you get this: A multiline string with one alias per line. You search … Continue reading How to Use Out-String in PowerShell: Don’t

Python: JSON Structured Logging

Hello! If you're setting up JSON logging in AWS lambda, check out this instead. You need some extra code to prevent duplicate log messages. Recently, I've been switching to logs structured as JSON. Using the sample command in my pattern for production-ready Python scripts, that means we replace delimited-strings like these: With JSON objects like … Continue reading Python: JSON Structured Logging

Python DevOps Code Error Checking: Lint with Pyflakes

Hello! For those unfamiliar with linting (static analysis), read Dan Bader's introduction. There are several linters for Python, but when I'm doing DevOps I use Pyflakes. I love the opening sentence of its design principals: Pyflakes makes a simple promise: it will never complain about style, and it will try very, very hard to never … Continue reading Python DevOps Code Error Checking: Lint with Pyflakes