# qa engineer

Published articles for qa engineer.

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## Android Journey Tests with Gemini: CI Setup & 11-Week Review

DevFeed: [Android Journey Tests with Gemini: CI Setup & 11-Week Review](<https://devfeed.tech/articles/android-journey-tests-with-gemini-ci-setup-11-week-review-40090.md>)

Original publisher: [Read original article](<https://www.rea-group.com/about-us/news-and-insights/blog/android-journey-tests-with-gemini-ci-setup-11-week-review/>)

Author: Swapnil Gupta

Published: 2026-06-19T03:27:13Z

Content type: opinion

Language: en

Sources: [REA Group](<https://devfeed.tech/sources/rea-group.md>)

Topics: [Android](<https://devfeed.tech/topics/android.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [ui-testing](<https://devfeed.tech/topics/ui-testing.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Android Studio](<https://devfeed.tech/topics/android-studio.md>), [adb](<https://devfeed.tech/topics/adb.md>)

Tags: [adb](<https://devfeed.tech/tags/adb.md>), [android](<https://devfeed.tech/tags/android.md>), [android-studio](<https://devfeed.tech/tags/android-studio.md>), [ci](<https://devfeed.tech/tags/ci.md>), [firebase](<https://devfeed.tech/tags/firebase.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [qa-engineer](<https://devfeed.tech/tags/qa-engineer.md>), [quality](<https://devfeed.tech/tags/quality.md>), [tech](<https://devfeed.tech/tags/tech.md>), [tests](<https://devfeed.tech/tags/tests.md>)

### AI overview

An 11-week experiment evaluated Android Journeys powered by Gemini for AI-driven UI testing in REA Group's production Android app and CI infrastructure. The tests generally remained resilient through UI changes, but CI setup took eight weeks, Firebase Test Lab was unsupported, and manual QA hours did not decrease. The team rated the experience 8.75 out of 10 and voted to continue.

### Source excerpt

Writing AI-powered UI tests took minutes. Getting them on CI took eight weeks. Here's what we learned after 11 weeks with Android Journeys and Gemini.

## hh.ru's Test Framework Experiments for Handling Flaky Tests

DevFeed: [hh.ru's Test Framework Experiments for Handling Flaky Tests](<https://devfeed.tech/articles/flaky-30665.md>)

Original publisher: [Read original article](<https://habr.com/ru/companies/hh/articles/1031996/>)

Author: yzhanov (hh.ru)

Published: 2026-05-07T07:10:11Z

Content type: article

Language: ru

Sources: [HeadHunter RU](<https://devfeed.tech/sources/headhunter-ru.md>)

Topics: [Jenkins](<https://devfeed.tech/topics/jenkins.md>), [Job](<https://devfeed.tech/topics/job.md>), [ui](<https://devfeed.tech/topics/ui.md>)

Tags: [flaky](<https://devfeed.tech/tags/flaky.md>), [hh](<https://devfeed.tech/tags/hh.md>), [hh-ru](<https://devfeed.tech/tags/hh-ru.md>), [jenkins](<https://devfeed.tech/tags/jenkins.md>), [job](<https://devfeed.tech/tags/job.md>), [qa](<https://devfeed.tech/tags/qa.md>), [qa-automation](<https://devfeed.tech/tags/qa-automation.md>), [qa-automation-engineer](<https://devfeed.tech/tags/qa-automation-engineer.md>), [qa-engineer](<https://devfeed.tech/tags/qa-engineer.md>), [qa-management](<https://devfeed.tech/tags/qa-management.md>), [qa-mobile](<https://devfeed.tech/tags/qa-mobile.md>), [qa-testing](<https://devfeed.tech/tags/qa-testing.md>), [retry](<https://devfeed.tech/tags/retry.md>), [tag-4adf7d504f34](<https://devfeed.tech/tags/tag-4adf7d504f34.md>), [tag-95a52fc82d81](<https://devfeed.tech/tags/tag-95a52fc82d81.md>), [tag-b7f0358ac141](<https://devfeed.tech/tags/tag-b7f0358ac141.md>), [tag-e34f6dec12c4](<https://devfeed.tech/tags/tag-e34f6dec12c4.md>), [tag-e932065bc8da](<https://devfeed.tech/tags/tag-e932065bc8da.md>), [ui](<https://devfeed.tech/tags/ui.md>)

### AI overview

An hh.ru engineer describes experiments in the test framework to reduce the impact of flaky tests on release automation. One experiment allowed repeated retries until the queue emptied; it added about three minutes to build time and was not adopted in production.

### Source excerpt

Привет, Хабр! Меня зовут Юра Жанов, я занимаюсь автоматизацией тестирования в hh.ru. Про flaky-тесты написано много, борьбу с ними не прекращаем и мы. Но сегодня немного о другом -- хочу поделиться нашим опытом минимизации неприятностей, которые наносят такие тесты. Для этого мы провели ряд экспериментов со стороны тестового фреймворка. Читать далее

## Пирамида тестирования в hh.ru

DevFeed: [Пирамида тестирования в hh.ru](<https://devfeed.tech/articles/hh-ru-30678.md>)

Original publisher: [Read original article](<https://habr.com/ru/companies/hh/articles/824134/>)

Author: AlexDronin (hh.ru)

Published: 2024-06-26T12:05:42Z

Content type: tutorial

Language: ru

Sources: [HeadHunter RU](<https://devfeed.tech/sources/headhunter-ru.md>)

Topics: [микросервисы](<https://devfeed.tech/topics/tag-1e4ee1f65f5a.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [qa](<https://devfeed.tech/tags/qa.md>), [qa-automation](<https://devfeed.tech/tags/qa-automation.md>), [qa-engineer](<https://devfeed.tech/tags/qa-engineer.md>), [qa-testing](<https://devfeed.tech/tags/qa-testing.md>), [tag-1e4ee1f65f5a](<https://devfeed.tech/tags/tag-1e4ee1f65f5a.md>), [tag-23c525fe15c9](<https://devfeed.tech/tags/tag-23c525fe15c9.md>), [tag-27218b3c1bd9](<https://devfeed.tech/tags/tag-27218b3c1bd9.md>), [tag-4adf7d504f34](<https://devfeed.tech/tags/tag-4adf7d504f34.md>), [tag-52f987472cc9](<https://devfeed.tech/tags/tag-52f987472cc9.md>), [tag-6952a53c8827](<https://devfeed.tech/tags/tag-6952a53c8827.md>), [tag-e932065bc8da](<https://devfeed.tech/tags/tag-e932065bc8da.md>), [ui](<https://devfeed.tech/tags/ui.md>)

### AI overview

An hh.ru engineer describes the company's testing pyramid across more than 200 microservices. The article explains contract testing and discusses shifting tests from the UI layer to the service layer to improve release testing speed and maintainability.

### Source excerpt

Всем привет! Меня зовут Александр, в hh.ru я занимаюсь автотестами. В статье про оценку тестового покрытия мы затронули тему интеграционных тестов. В этом материале я расскажу, как у нас обстоят дела с пирамидой тестирования в целом. В hh.ru более 200 микросервисов, которые тестируются на различных уровнях. У нас, как и в классической пирамиде, таких уровней три, а сейчас мы активно запускаем еще один -- контрактные тесты. Поехали!