Successfully Merging the Work of 1000+ Developers

Jack Li
10 min readintermediate
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Overview

The article discusses the challenges of collaborating with over 1000 developers on a single codebase at Shopify and the implementation of a Merge Queue to streamline the merging process. It details the evolution from Merge Queue v1 to v2, highlighting improvements in deployment safety, user experience, and throughput.

What You'll Learn

1

How to implement a Merge Queue for managing pull requests in a large codebase

2

Why maintaining a green master branch is critical for continuous deployment

3

How to optimize CI processes to reduce deployment times

Prerequisites & Requirements

  • Understanding of continuous integration and deployment practices
  • Familiarity with GitHub and its API(optional)

Key Questions Answered

How does Shopify manage the merging of over 1000 developers' work?
Shopify uses a Merge Queue to automate and control the rate of merges into the master branch, ensuring that only pull requests that pass continuous integration are merged. This system helps maintain a green master branch and minimizes drift from production.
What are the key rules for safe deployments at Shopify?
The three essential rules for safe deployments at Shopify are: 1) Master must always be green, 2) Master must stay close to production, and 3) Emergency merges must be fast. These rules help ensure continuous deployment without disruptions.
What improvements were made in Merge Queue v2 compared to v1?
Merge Queue v2 introduced a comment-based interface, eliminated the need for a browser extension, and implemented CI checks before merging to master. These changes improved user experience and ensured that only passing pull requests are merged, enhancing deployment safety.

Key Statistics & Figures

Daily commits to master
400
Shopify merges around 400 commits to master daily, highlighting the scale of collaboration among developers.
Daily changes to codebase
40
Shopify changes its codebase approximately 40 times a day, indicating a high frequency of updates.

Technologies & Tools

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Key Actionable Insights

1
Implement a Merge Queue to manage pull requests effectively in large teams.
Using a Merge Queue can help automate the merging process, reduce conflicts, and ensure that only stable code is deployed, which is crucial for maintaining a reliable production environment.
2
Prioritize keeping the master branch green to facilitate continuous deployment.
A green master branch allows teams to deploy at any time without delays, which is essential for organizations that require rapid iteration and deployment cycles.
3
Utilize CI checks before merging to catch errors early.
Running continuous integration checks on pull requests before they are merged can significantly reduce the risk of introducing bugs into the master branch, leading to a smoother deployment process.

Common Pitfalls

1
Failing to maintain a green master branch can lead to deployment delays.
When the master branch is not green, developers cannot merge their changes, which slows down the overall development process and can lead to frustration among team members.
2
Not running CI on pull requests in the queue can result in unexpected merge conflicts.
If CI is not run while pull requests are waiting in the queue, there is a risk that they may pass independently but fail when merged together, leading to potential disruptions in the codebase.

Related Concepts

Continuous Integration
Continuous Deployment
Version Control Systems
Pull Request Management