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dbaplus Community
dbaplus Community
Mar 31, 2026 · Industry Insights

Why Most Data Governance Projects Fail and How to Build a Practical, Engineer‑Friendly Solution

Most companies see data governance fail not because of technology but because they start with the wrong direction, focusing on rules, platforms, and processes that add friction instead of improving data usability, and the article provides a step‑by‑step, low‑overhead approach with concrete SQL and Python templates to fix it.

Data GovernanceEngineering ProductivityPython
0 likes · 25 min read
Why Most Data Governance Projects Fail and How to Build a Practical, Engineer‑Friendly Solution
Tech Architecture Stories
Tech Architecture Stories
Jul 9, 2024 · Operations

Why Tencent’s EPC Initiative Failed: Lessons from DevOps and Middle‑Platform Missteps

The article analyses Tencent’s 2019 tech transformation—its DevOps and middle‑platform efforts—critiques the EPC productivity certification, shares the author’s two‑year hands‑on experience, and outlines practical requirements for tools, environments, and culture to truly improve engineering efficiency.

DevOpsEPCEngineering Productivity
0 likes · 15 min read
Why Tencent’s EPC Initiative Failed: Lessons from DevOps and Middle‑Platform Missteps
Continuous Delivery 2.0
Continuous Delivery 2.0
Jun 28, 2024 · Fundamentals

Measuring Engineering Effectiveness: A Four‑Type Theory of Software Quality

The article presents a comprehensive framework for evaluating engineering productivity by separating efficiency (speed and quality) from effectiveness (usability), reviewing academic literature, interviewing Google engineers, and proposing four interrelated types of software quality—process, code, system, and product—along with practical measurement challenges and recommendations for technical leaders.

Engineering ProductivitySoftware qualitycode quality
0 likes · 15 min read
Measuring Engineering Effectiveness: A Four‑Type Theory of Software Quality
Continuous Delivery 2.0
Continuous Delivery 2.0
Jun 17, 2024 · R&D Management

Engineering Productivity: Origins, Current Landscape in China, and Future Directions

This article explores the history of Engineering Productivity (EP) from its Google origins, examines how Chinese companies have adopted EP practices, discusses future development trends including AI‑driven tooling, and offers practical advice on metrics, team improvement, and career transitions.

Engineering ProductivityR&D managementSoftware Engineering
0 likes · 8 min read
Engineering Productivity: Origins, Current Landscape in China, and Future Directions
Continuous Delivery 2.0
Continuous Delivery 2.0
Dec 31, 2021 · Operations

Curated Reading List on DevOps, Software Delivery Performance, and Engineering Productivity

This article presents a concise collection of ten Chinese-language resources that summarize the 2021 DORA DevOps report, the importance of consistency in R&D, fundamental efficiency principles, Microsoft’s testing shift, Google’s release and productivity metrics, and SRE health measurements, offering valuable insights for modern software engineering teams.

Engineering ProductivityOperationsSRE
0 likes · 5 min read
Curated Reading List on DevOps, Software Delivery Performance, and Engineering Productivity
DevOpsClub
DevOpsClub
Oct 19, 2021 · R&D Management

How the Golden Triangle Boosts R&D Efficiency: Building a Self‑Reinforcing Improvement Loop

In this keynote from the 2021 Excellence Engineering Productivity Conference, the speaker outlines a systematic approach to R&D efficiency, introduces the “golden triangle” concept, maps practical implementation steps, describes a layered platform architecture, and details five key metrics for continuous improvement.

DevOpsEngineering ProductivityGolden Triangle
0 likes · 3 min read
How the Golden Triangle Boosts R&D Efficiency: Building a Self‑Reinforcing Improvement Loop
DevOps
DevOps
Jul 13, 2020 · R&D Management

Google's Engineering Productivity Measurement: GSM Framework and QUANTS Model

This article explains how Google, a data‑driven company, improves engineering productivity by combining a dedicated research team, the Goals‑Signals‑Metrics (GSM) framework, and the QUANTS model to create actionable, traceable metrics for code readability and other efficiency goals, while balancing quantitative and qualitative insights.

Engineering ProductivityGSM frameworkGoogle
0 likes · 13 min read
Google's Engineering Productivity Measurement: GSM Framework and QUANTS Model
Continuous Delivery 2.0
Continuous Delivery 2.0
Jun 6, 2019 · Operations

Google VP Michael Bachman on Engineering Productivity – Part 2 Summary and Q&A

The article records Google VP Michael Bachman's 2018 talk on engineering productivity, covering the origins of EP, Google’s rebranding of QA to an Engineering Productivity team, and a detailed Q&A on rollbacks, data models, metric visualisation, tool adoption, testing strategies, static scanning, and experimentation practices.

DevOpsEngineering ProductivityGoogle
0 likes · 8 min read
Google VP Michael Bachman on Engineering Productivity – Part 2 Summary and Q&A
Continuous Delivery 2.0
Continuous Delivery 2.0
Jun 4, 2019 · R&D Management

Engineering Productivity at Google: History, Structure, and Metrics

The article explains how Google introduced the Engineering Productivity (EP) team, its evolution from QA, the organizational model across product areas, and the various metrics used to assess developer productivity, providing insight into large‑scale software engineering management.

DevOpsEngineering ProductivityGoogle
0 likes · 5 min read
Engineering Productivity at Google: History, Structure, and Metrics
DevOps Engineer
DevOps Engineer
Aug 23, 2017 · R&D Management

From QA to Engineering Productivity: Reflections on Building an EP Team

The article shares a senior engineer’s experience transitioning a traditional QA group into an Engineering Productivity (EP) team, discussing organizational challenges, core values, role definitions, team structure, and practical strategies for improving software development efficiency in fast‑changing internet companies.

DevOpsEngineering ProductivityQA
0 likes · 21 min read
From QA to Engineering Productivity: Reflections on Building an EP Team