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Continuous Delivery 2.0
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Continuous Delivery 2.0

Tech and case studies on organizational management, team management, and engineering efficiency

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Recent Articles

Latest from Continuous Delivery 2.0

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Continuous Delivery 2.0
Continuous Delivery 2.0
Nov 18, 2025 · R&D Management

How to Quantify and Reduce Technical Debt to Boost Software Delivery Efficiency

This article explains what technical debt is, why it is a business problem, how to measure its cost using unplanned work, provides formulas and examples for calculating wasted capacity, and outlines practical steps to prioritize code quality, architecture alignment, and process improvements for higher team productivity.

Code QualityROIsoftware delivery
0 likes · 12 min read
How to Quantify and Reduce Technical Debt to Boost Software Delivery Efficiency
Continuous Delivery 2.0
Continuous Delivery 2.0
Nov 13, 2025 · Artificial Intelligence

Shopify’s Blueprint for Scalable AI Agents: Architecture, Evaluation, and Reward‑Hack Fixes

This article details how Shopify engineered the Sidekick AI agent platform, covering its evolving architecture, just‑in‑time instruction system, rigorous LLM evaluation framework, GRPO training method, and strategies to prevent reward‑hacking, offering practical guidance for building production‑ready agentic systems.

AI AgentsAgentic SystemsLLM evaluation
0 likes · 13 min read
Shopify’s Blueprint for Scalable AI Agents: Architecture, Evaluation, and Reward‑Hack Fixes
Continuous Delivery 2.0
Continuous Delivery 2.0
Nov 6, 2025 · Operations

How Spotify Manages Weekly Mobile App Releases: Balancing Speed and Quality

Spotify’s weekly iOS and Android mobile app releases reach over 675 million users, and the release team balances rapid delivery with rigorous quality checks through coordinated tooling, bug prioritization, and a detailed release‑cycle process that includes dashboards, alpha/beta testing, and staged rollouts.

Continuous DeliverySpotifymobile apps
0 likes · 13 min read
How Spotify Manages Weekly Mobile App Releases: Balancing Speed and Quality
Continuous Delivery 2.0
Continuous Delivery 2.0
Nov 4, 2025 · Operations

Google's STAMP Framework: Redefining SRE for AI‑Driven Systems

Google’s SRE team is shifting from traditional error‑budget approaches to the STAMP (Systems-Theoretic Accident Model and Processes) framework, applying control theory and system‑level analysis to manage the growing complexity of AI‑powered services, improve safety, and proactively prevent hazardous states.

AISRESTAMP
0 likes · 12 min read
Google's STAMP Framework: Redefining SRE for AI‑Driven Systems
Continuous Delivery 2.0
Continuous Delivery 2.0
Oct 13, 2025 · Operations

How Google’s SRE Evolved Over 20 Years: From Crisis to Industry Standard

This article traces Google Site Reliability Engineering from its 2003 inception addressing scale crises, through organizational growth, core principles, team structures, and recent security integrations, showing how SRE transformed operations into a software‑engineering discipline that drives reliable, scalable digital services.

Error BudgetGoogleSLO
0 likes · 13 min read
How Google’s SRE Evolved Over 20 Years: From Crisis to Industry Standard
Continuous Delivery 2.0
Continuous Delivery 2.0
Oct 11, 2025 · Operations

Mastering Enterprise SRE: From Core Concepts to Practical Implementation

This comprehensive guide explains the core principles of Site Reliability Engineering, outlines a phased roadmap for enterprise adoption, details essential monitoring, automation, and reliability platforms, and addresses team structure, talent development, common challenges, and real‑world success stories to help organizations build effective SRE practices.

SRESite Reliability Engineeringautomation
0 likes · 16 min read
Mastering Enterprise SRE: From Core Concepts to Practical Implementation