Utilizing Cloud-Native Analytics for Scalable Data Processing

Create a comprehensive guide on deploying cloud-native analytics solutions for scalable data processing. Include the following sections:

1. **Overview:** Explain the benefits of using cloud-native analytics for scalability and flexibility.
2. **Setup:** Outline the steps to deploy an analytics solution in a cloud environment, including selecting the right cloud service provider and tools.
3. **Data Processing:** Describe methods for processing large datasets efficiently, including writing queries and leveraging cloud resources.
4. **Visualization and Reporting:** Detail techniques for summarizing and visualizing data, and generating comprehensive reports.
5. **Trend Analysis:** Explain how to identify and interpret trends within the data.
6. **Plain Language Summary:** Provide a clear, non-technical summary of results for stakeholders.

Use bullet points, charts, or diagrams where helpful to enhance understanding and engagement. Make sure the guide is structured for easy reference and application.