This thesis focuses on fields of data streaming, data processing, data storage and Elastic Stack. The theoretical part of the thesis is focused on approaching the concepts of data storage, processing and analysis in data pipelines and presenting the technology that falls under Elastic Stack and the Kafka broker applications. The practical part of the thesis covers the creation of a system consisting of a broker, a data pipeline, and a system for data storage and analysis. These systems are Elastic Stack and Apache Kafka. After setting up these systems on the local environment, data is generated manually, which is then entered into the system and tracked through each part of the system and finally analyzed trough several examples. Through the process of setting up the system and the propagation of data through the system and their storage and analysis, the problems that often appear when managing such a system and when setting up and setting up the system itself are clarified. Elastic Stack and Apache Kafka are set up to run on a local container on any computer regardless of the OS with the help of Docker so that the system can be used on multiple devices independently of each other. Settings are also set so that any additional service can be directly connected to the system. Elastic Stack is a collection of software that consists of Elasticsearch, Logstash, Kibana and their plugins. These applications are used for creating a system that performs the functions of a data pipeline (Logstash), a place to store and process data (Elasticsearch), and a tool for data analysis and visualization. Apache Kafka is a data streaming platform that can also be a broker in message communication between Elastic Stack and any external source. Also in case of failure of the Elastic Stack or any part of it, the data inside will not be lost because Kafka also works as a buffer for the data that passed through it. Docker is a set of platform-as-a service products that use OS-level virtualization to deliver software in packages called containers.