A side-by-side comparison of observability solutions in terms of performance, cost, usability, and ecosystem openness. This article also introduces Apache Doris as a powerful observability solution, supported by live demos and real-world user success stories.

Listen to what users say! Rahul Kolluri has provided a detailed technical comparison between Elasticsearch and Apache Doris based on real-world billing analytics scenarios. Based on his experience building dashboards and backend APIs around AWS usage and billing data, he saw Elasticsearch hit major limits when used for analytics.

This article will focus on the in — depth integration of Apache Doris and DeepSeek, and will analyze in detail its technical implementation, optimization strategies, application scenarios, and future trends. It is hoped that through this content, you can comprehensively understand the potential of this combination and find a practical path suitable for your business.