In this context, I recommend considering the use of Apache Nifi and Talend as the preferred ETL tools. Apache Nifi is particularly effective for processing and distributing data. It offers features for data assurance, control over data movement, tracking, and enhancing data security. With Nifi, we can consolidate all data-related operations, including SSL, SSH, HTTPS, encoding, compression, decompression, and encryption, which can optimize the workflow. Additionally, Talend , a fast ETL tool, is valuable for integrating Cloud and Big Data. Its graphical tools and wizards produce native code, making it straightforward to model, create, and maintain 'data in real time'. Utilizing these tools, whether individually or in combination, can aid in organizing the data and enhancing reporting capabilities for clients.