In this presentation, we take a look at a real use case where we need to create a cloud based big data pipeline from unstructured raw data and build a data visualization solution to enable business decisions. We use these technologies: Python, Jupyter notebook, SQL, GitHub, Docker, Data Lake, Data Orchestration and Data Modeling for incremental data process into the Data Warehouse, which serves the data to Visualization tools like Looker or Power BI.