A performance-analytics platform team

One reviewer across web, backend and mobile for an analytics team

This team ships a web app, backend services and an Android app from many repositories. They needed reviews that understood how a change in one place lands everywhere else.

Drafted with AI assistance and reviewed by the CodeReviewer team. How we use AI

One workspaceweb, backend and mobile repositories reviewed side by side
Web + Androidtest suites covering the dashboard and the mobile app
One clickmechanical fixes written, checked to compile and committed
Real devicethe mobile suite replays on a physical Android phone
Industry
Analytics SaaS
Team
Mid-size product team
Region
Asia
Uses
AI code review, Autofix, Mobile testing, Test automation

The challenge

The team builds a performance analytics product. There’s a web dashboard, the backend services that feed it, and an Android app for people out in the field. The code is spread across a lot of repositories. A normal change touches a data model in one, an API in another and a screen in a third.

Human review struggled with that. Reviewers knew their own corner well, but it’s hard to hold the rest in your head when a change crosses a boundary. Pull requests waited for the one person who understood both sides. Some regressions only turned up after release, when a number looked wrong on a dashboard.

The approach

The team connected their GitHub organization and split the repositories into two projects: one for the web platform and one for the mobile app. They tagged each repository as web, backend or mobile, so they can filter issues and findings by platform.

Every pull request now gets a review that reads the whole repository as it’ll look after the merge. Findings land on the exact lines in GitHub, with a severity and a category. When the fix is mechanical, a developer clicks once. CodeReviewer writes the change, checks that it compiles and commits it to the branch.

For testing, the team wrote suites for the dashboard’s main reporting flows and for the Android app’s sign-in and data entry. The Android suites replay on a real phone paired to the workspace.

The results

Cross-repository mistakes like a renamed field, a changed unit or a missing permission check now show up in review instead of on a production dashboard. Reviewers spend less time on mechanical comments and more on how the product should behave. And the mobile app, which used to get the least testing, now has a suite that runs on a real device.

Client name withheld at their request.

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