How We Built a Stack Overflow Community Questions Analyzer

What this post added

This post details the technical implementation of a system to analyze Stack Overflow questions related to GitLab. It describes the architecture involving the GitLab DevOps Platform, a Kubernetes cluster, and open-source Python libraries (scikit-learn for TF-IDF, Streamlit for visualization, and Spacy). The process involves pulling data from the StackOverflow API, preprocessing text, calculating TF-IDF, scanning for security vulnerabilities, and deploying the application to Kubernetes. It highlights the use of multi-project pipelines for automation and demonstrates the creation of dashboards to identify common community questions, such as those related to GitLab CI, pipelines, and Docker images.