Dev Automates

In January 2026, Ben Santora published a tutorial on converting raw application logs into structured JSON data, a process useful for providing test data for Service Level Management testing. The tutorial begins with generating log data using the echo command, creating a log file containing raw, delimited entries. The logs are then parsed into a CSV format using shell utilities like sed or awk. A Python script utilizing the csv and json modules transforms the CSV file into a structured JSON array. The resulting JSON file is suitable for consumption by web dashboards or data analysis tools. This process is significant in the tech industry as it enables efficient data analysis and visualization. The tutorial provides a step-by-step guide on how to achieve this conversion, making it a valuable resource for developers and IT professionals. The use of specific tools and techniques, such as sed and Python, highlights the tutorial's technical focus and relevance to the field of data management.