During my master's degree, I am developing a project to build a data lake for aggregating production line data from a company. With the aim of improving production line efficiency, the system processes data collected by sensors on each machine, applying statistical and predictive analysis to identify trends and behaviors that may cause interruptions or defects in the process. The information is made available through a web-based dashboard. Through the implementation of this project, it is expected to reduce machine downtime, decrease the number of defective parts, and increase overall production line efficiency.