How far can you get with just Gitlab CI and Gitlab Pages? Pretty far! Using SQLite, jinja2, matplotlib, and plotly, we devised a Python program that performs incremental scraping, resumes processes that run beyond timeout limits, and minimizes our operational footprint. Join us for a brief overview of the concept, and a closer look at the unique hurdles this style of application presents the programmer.