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Growth Analytics

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DataFunSummit
DataFunSummit
Jun 11, 2023 · Artificial Intelligence

Applying Uplift Modeling, PSM Matching, and Spark CausalML for Growth at Tencent Video

This article explains how Tencent Video leverages causal inference techniques—including uplift gain models, propensity‑score‑matching (PSM), and a distributed Spark‑based CausalML library—to identify incremental user effects, evaluate marketing interventions, and improve growth across advertising, internal flow, push notifications, and coupon strategies.

Growth AnalyticsMachine LearningSpark
0 likes · 12 min read
Applying Uplift Modeling, PSM Matching, and Spark CausalML for Growth at Tencent Video
DataFunTalk
DataFunTalk
Nov 3, 2020 · Big Data

Xiaomi Growth Analytics System: Architecture Evolution and Doris Optimization

The article details Xiaomi's growth analytics platform evolution from a Lambda architecture using SparkSQL, Kudu, and HDFS to a streamlined MPP solution with Apache Doris, covering performance gains, real‑time data ingestion, query tuning, and operational improvements for large‑scale analytics.

Apache DorisGrowth AnalyticsOLAP
0 likes · 20 min read
Xiaomi Growth Analytics System: Architecture Evolution and Doris Optimization