This article details a multi‑phase slow‑SQL governance initiative that defines clear goals, metrics, and operational steps—from data preparation and ticket flow to trend analysis and process tracking—culminating in measurable improvements in system stability and performance.
This article outlines a comprehensive data fault governance framework that classifies metrics, defines three development phases, establishes fault‑grading standards, clarifies responsibilities across development, data‑warehouse, and analytics teams, and implements pre‑, during‑, and post‑incident safeguards to dramatically reduce fault frequency and recovery time.
This guide explains how to build a comprehensive operational data analysis framework by adopting macro, business, thinking, and personal perspectives, defining dimensions and metrics, applying structured workflows, and avoiding common pitfalls to develop data sensitivity and drive effective decision‑making.
This article explains how to plan, configure, promote, execute, and evaluate product activities—covering target audience segmentation, metric calculation, data structures, and practical lessons—to create reusable, component‑based solutions that enhance user retention and business revenue.
This article chronicles Tencent's game operations service evolution—from early manual processes and script‑driven releases to automated tooling, microservice‑based design, and data‑driven metrics—highlighting key service definitions, eight product‑focused service categories, real‑world case studies, and the roadmap toward intelligent, 4.0‑level operations.
