Transforming Raw JSON Logs to CSV

Adam Presley
2 min readJun 21, 2023
Photo by Nick Fewings on Unsplash

I recently had to provide error data stored in Splunk logs to a business user (meaning non-technical). I decided to take the raw JSON log entries and convert them to CSV. Here’s how I did it.

The first step was to export the log entries and massage them into a usable format. In the case of Splunk, I searched for the log entries I needed and exported them as raw data. This gave me something that looked like this.

Given this data, we can make a few tweaks, then use jq to turn it into CSV. If you aren’t familiar with jq, Google it and install it. It’s a very handy command-line tool for working with JSON data. To do this we’ll turn this into a JSON file, put all of those lines in an array, and put commas at the end of each line. I did this manually in Neovim.

Now comes the fun part. Let’s turn this into a CSV file. Fire up your terminal and type this command.

This will produce something that looks like this.

Output of just “.app”

What we did here is iterate over the top-level array and pull out all values with a key of app. This will form the foundation of what we want to do. We want to spit out a single line for app, time, msg, and level. This next iteration get’s us closer by turning each object into an array of strings.



Adam Presley

Just a guy who loves his wife, kids, and writing software.