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Tencent Cloud's Data Lake Compute Achieves 70% Cost Reduction for Retailer

4th article in the last 90 days, one of 4 articles referencing Tencent Cloud. Previous coverage: Renmin University, Tencent enhance database performance with 32% transaction speed improvement (Apr 2025).

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Tencent Cloud has introduced its Data Lake Compute (DLC), designed to integrate data operations with Machine Learning (ML) workflows. This platform has achieved a 70% reduction in costs for a Southeast Asian retail conglomerate by facilitating shared resources for Data and Artificial Intelligence (AI) workloads.

The Direct Liquid Cooling (DLC) addresses key challenges in the data landscape, including separated infrastructure for big data and AI, and the resulting data movement overheads between these systems. By deploying a unified platform, Tencent Cloud's WeData enables seamless development and operations for both data analytics and ML.

Key features of the DLC include a unified engine that supports various data engineering and ML frameworks, a proprietary high-performance engine that delivers faster processing capabilities, and Dynamic Resource Allocation (DRA) for various tasks. This approach not only streamlines processes but also enhances cost efficiency and accelerates AI application deployment through unified data governance.

The integration of data engineering, Structured Query Language (SQL) analytics, and ML into a single platform positions the DLC as a cost-effective solution for enterprises looking to optimize their data infrastructure.

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