AMPATH (Academic Model Providing Access to Healthcare) is a collaborative initiative that addresses healthcare challenges in rural Kenya, particularly focusing on HIV treatment, by implementing digital solutions to replace inefficient paper records. Initially founded in 2001, AMPATH partnered with Moi University, the Kenyan Ministry of Health, and several American universities to create an open-source electronic medical record system called OpenMRS. By 2015, this system was enhanced with a tablet-based application, the AMPATH Medical Record System (AMRS), to streamline clinical appointments. To manage and visualize the vast amounts of patient data generated daily, AMPATH transitioned to using the Elastic Stack, which includes Elasticsearch, Logstash, and Kibana, enabling efficient data processing and visualization. This move significantly improved data management, allowing for real-time reporting and decision-making. The system facilitates monitoring and visualizing HIV-related health data, among other uses, and supports AMPATH's goal of providing timely and accessible healthcare in low-resource settings. As AMPATH continues to expand, it aims to cover new health areas and enhance user training in data visualization, leveraging Elastic's machine learning features to further improve system performance and healthcare delivery.