Data & AI Platform
Unified warehouse, labeling, personas, AI platform and BI for real‑time insights
Unified Warehouse
ClickHouse/Kafka pipelines; near‑real‑time ingestion
AI Platform
Model registry, feature store, batch/online inference
BI & Metrics
Standardized metrics & dashboards; governance
Pipelines
• Streaming: Kafka → Flink → ClickHouse (seconds‑level freshness)
• Batch: S3 → Spark → Warehouse (daily/hourly)
• Governance: schema registry, lineage, data contracts
PB‑scale Data
Cloud‑native warehouse built for petabyte‑level storage & compute
Real‑time + Offline
Seconds‑level streaming with batch consolidation
Multi‑dimensional Analytics
Ad‑hoc, OLAP cube, cohort & segmentation
Labeling & Models (In‑house)
- Merchant persona & lifecycle model（商户画像/生命周期）
- Transaction behavior & seasonality（交易行为/季节性）
- Churn & retention propensity（流失/留存倾向）
- Fraud & anomaly scoring（欺诈/异常评分）
- Campaign response prediction（营销响应预测）
- RFM/CLV segmentation（RFM/客户终身价值）
AI Capabilities
Agents
Task‑oriented agents for ops & analytics
Workflows
LLM‑augmented orchestration with tools & memory
Smart Support
Multilingual intelligent customer service
AI Risk Control
Real‑time risk scoring & adaptive policies
AI DevOps
Release assistant, incident co‑pilot, test generation
Business AI Assistant
Commerce‑oriented copilot for growth & insights