How Tencent Cloud’s AI‑Ready Data Platform Redefines Big Data for AI

Background: High‑Quality Data as AI Competitive Edge

High‑quality data is becoming the decisive factor for AI differentiation as compute costs drop and open‑source models proliferate; over 60% of enterprises now adopt open‑source large models, making data the core competitive asset.

Architecture Innovation: Three Core Capabilities of Tencent Cloud AI‑Ready Data Platform

1. Cloud‑Native Data Base (DIaaS)

DIaaS provides out‑of‑the‑box multimodal data processing, unifying structured and unstructured data, and introduces the TCLake lakehouse that improves compute performance by 2.7×, reduces storage cost by 30% and read/write latency by 30%.

2. Real‑Time Data Lake Engine (Setats)

Setats unifies streaming and batch processing on a single pipeline, moving latency from hour‑level to second‑level, cutting storage cost by ~30% and operational labor by ~45%.

3. Intelligent Search (ES) for Knowledge Base

By integrating vector search into Elasticsearch, the solution supports hybrid text‑vector retrieval and AutoRAG, delivering millisecond‑level response on billions of vectors and reducing storage by 70‑90%.

Data+AI Integrated Experience: WeData Platform

WeData offers an end‑to‑end platform that bridges data engineering and AI development, providing unified scheduling, data lineage, and a three‑layer governance architecture (metadata base, unified governance, semantic layer) to enable seamless data‑AI fusion.

Intelligent Agents for Automation

ChatBI Agent enables natural‑language data queries with NL2SQL, reducing token consumption by ~30%; TCInsight Agent automates resource scheduling, fault diagnosis, and predictive governance, cutting resource cost by 15% and average troubleshooting time from 4.5 hours to 30 minutes.

Ecosystem and Industry Adoption

Tencent Cloud collaborates with over 800 partners across finance, healthcare, energy, and manufacturing, and its TBDS platform delivers up to 65% performance boost, full IPv6 support, and multi‑active disaster recovery, already deployed in major institutions such as China CITIC Bank.