# Test automation

Test automation is the use of software to perform or support testing activities, including executing tests and checking results, to validate software faster and more consistently than manual testing alone.

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## Honoring #IconsOfQuality: Pricilla Bilavendran

DevFeed: [Honoring #IconsOfQuality: Pricilla Bilavendran](<https://devfeed.tech/articles/honoring-iconsofquality-pricilla-bilavendran-27001.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/honoring-icons-of-quality-pricilla-bilavendran/>)

Author: Rajrupa Roychowdhury

Published: 2026-09-16T08:21:09Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Playwright](<https://devfeed.tech/topics/playwright.md>), [Postman](<https://devfeed.tech/topics/postman.md>), [Amazon Machine Learning](<https://devfeed.tech/topics/amazon-machine-learning.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [api-testing](<https://devfeed.tech/tags/api-testing.md>), [community](<https://devfeed.tech/tags/community.md>), [icons-of-quality](<https://devfeed.tech/tags/icons-of-quality.md>), [playwright](<https://devfeed.tech/tags/playwright.md>), [postman](<https://devfeed.tech/tags/postman.md>), [quality](<https://devfeed.tech/tags/quality.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

BrowserStack profiles Pricilla Bilavendran, a quality engineering and API testing leader, and discusses her views on AI-assisted quality engineering, human curiosity, critical thinking, and the continuing importance of testers' judgment.

### Source excerpt

To celebrate the relentless passion and invaluable contributions of leaders in software quality, BrowserStack is proud to honour Icons of Quality.

## Honoring #IconsOfQuality: Gaurav Singh

DevFeed: [Honoring #IconsOfQuality: Gaurav Singh](<https://devfeed.tech/articles/honoring-iconsofquality-gaurav-singh-26771.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/honoring-icons-of-quality-gaurav-singh/>)

Author: Rajrupa Roychowdhury

Published: 2026-09-15T11:29:38Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Software Testing](<https://devfeed.tech/topics/software-testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Microsoft](<https://devfeed.tech/topics/microsoft.md>), [Microsoft Teams](<https://devfeed.tech/topics/microsoft-teams.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Meta](<https://devfeed.tech/topics/meta.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [icons-of-quality](<https://devfeed.tech/tags/icons-of-quality.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [microsoft-teams](<https://devfeed.tech/tags/microsoft-teams.md>), [quality](<https://devfeed.tech/tags/quality.md>), [software-testing](<https://devfeed.tech/tags/software-testing.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>)

### AI overview

BrowserStack profiles Gaurav Singh, a Senior Software Engineer at Microsoft, as an Icon of Quality. The article highlights his work on scalable engineering systems, testing infrastructure, CI/CD pipelines, developer productivity, mentorship, and the role of determinism and feedback loops in automated testing.

### Source excerpt

To celebrate the relentless passion and invaluable contributions of leaders in software quality, BrowserStack is proud to honour Icons of Quality.

## Cypress Ambassador Spotlight: Sehani Chathurangi

DevFeed: [Cypress Ambassador Spotlight: Sehani Chathurangi](<https://devfeed.tech/articles/cypress-ambassador-spotlight-sehani-chathurangi-12609.md>)

Original publisher: [Read original article](<https://www.cypress.io/blog/cypress-ambassador-spotlight-sehani-chathurangi/>)

Published: 2026-08-28T16:06:18Z

Content type: article

Language: en

Sources: [Cypress Blog](<https://devfeed.tech/sources/cypress-blog.md>)

Topics: [Cypress](<https://devfeed.tech/topics/cypress.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [selectors](<https://devfeed.tech/topics/selectors.md>)

Tags: [ambassador](<https://devfeed.tech/tags/ambassador.md>), [automation](<https://devfeed.tech/tags/automation.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [community](<https://devfeed.tech/tags/community.md>), [cypress](<https://devfeed.tech/tags/cypress.md>), [knowledge-sharing](<https://devfeed.tech/tags/knowledge-sharing.md>), [qa](<https://devfeed.tech/tags/qa.md>), [selectors](<https://devfeed.tech/tags/selectors.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

An Ambassador Spotlight article introduces Sehani Chathurangi, a Senior Software Quality Assurance Engineer, CypressConf speaker, and blogger. She discusses her Cypress advocacy, community knowledge sharing, custom commands, and the use of data-* attributes to create stable selectors in automated tests.

### Source excerpt

Welcome back to the Ambassador Spotlight series! Each edition, we shine a light on one of the testers and builders shaping the Cypress community and the people in it sharing their knowledge through blogs, talks, and everyday community support. Curious about the program itself? Learn more here. This week, meet Sehani Chathurangi, a Senior Software Quality Assurance Engineer, CypressConf speaker, and prolific blogger who shares real-world testing solutions with the community. Find out what drew h

## Cypress Ambassador Spotlight: Josué Lobo

DevFeed: [Cypress Ambassador Spotlight: Josué Lobo](<https://devfeed.tech/articles/cypress-ambassador-spotlight-josue-lobo-12605.md>)

Original publisher: [Read original article](<https://www.cypress.io/blog/cypress-ambassador-spotlight-josue-lobo/>)

Published: 2026-08-13T14:11:26Z

Content type: article

Language: en

Sources: [Cypress Blog](<https://devfeed.tech/sources/cypress-blog.md>)

Topics: [Cypress](<https://devfeed.tech/topics/cypress.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [selectors](<https://devfeed.tech/topics/selectors.md>)

Tags: [ambassador](<https://devfeed.tech/tags/ambassador.md>), [automation](<https://devfeed.tech/tags/automation.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [community](<https://devfeed.tech/tags/community.md>), [content](<https://devfeed.tech/tags/content.md>), [cypress](<https://devfeed.tech/tags/cypress.md>), [learn](<https://devfeed.tech/tags/learn.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [selectors](<https://devfeed.tech/tags/selectors.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tutorials](<https://devfeed.tech/tags/tutorials.md>), [verify](<https://devfeed.tech/tags/verify.md>)

### AI overview

This Cypress Ambassador Spotlight introduces Josué Lobo, describing his work creating Cypress content and helping others learn test automation. He discusses Cy.prompt, custom commands, getting started with open-source projects, and his professional milestones.

### Source excerpt

Welcome back to another Ambassador Spotlight! This series is all about introducing you to the amazing testers and builders who make the Cypress community what it is. Our Ambassadors are a huge part of what we do, sharing their expertise through content, events, and community chats to help everyone improve their testing skills. Want to see what the program is all about? Learn more here. This week, meet Josué Lobo, one of the newest members of our Ambassador program. Learn about his biggest profe

## BrowserStack Newsletter July 2026

DevFeed: [BrowserStack Newsletter July 2026](<https://devfeed.tech/articles/browserstack-newsletter-july-2026-12622.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/browserstack-newsletter-july-2026/>)

Author: Devanshi Jain

Published: 2026-08-05T10:02:29Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Playwright](<https://devfeed.tech/topics/playwright.md>), [Selenium](<https://devfeed.tech/topics/selenium.md>), [Cypress](<https://devfeed.tech/topics/cypress.md>), [ide](<https://devfeed.tech/topics/ide.md>), [Application Performance Management (APM)](<https://devfeed.tech/topics/apm.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [Extension](<https://devfeed.tech/topics/extension.md>), [Emulator](<https://devfeed.tech/topics/emulator.md>), [simulator](<https://devfeed.tech/topics/simulator.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [automation](<https://devfeed.tech/tags/automation.md>), [automation-testing](<https://devfeed.tech/tags/automation-testing.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [cypress](<https://devfeed.tech/tags/cypress.md>), [features](<https://devfeed.tech/tags/features.md>), [ide](<https://devfeed.tech/tags/ide.md>), [newsletter](<https://devfeed.tech/tags/newsletter.md>), [product](<https://devfeed.tech/tags/product.md>), [selenium](<https://devfeed.tech/tags/selenium.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

BrowserStack's July 2026 newsletter announces Test Companion, an agentic AI feature for IDE-based test automation, and BrowserStack Load Testing, which combines backend load generation, real-browser performance, and APM metrics. It also highlights updates for certificates, screenshots, emulators, simulators, mobile browsers, Chrome extensions, audio logs, and diagnostic data.

### Source excerpt

Read what's new at BrowserStack in July 2026 - New launches, product features, and more!

## Cypress Ambassador Spotlight: Peter Souza

DevFeed: [Cypress Ambassador Spotlight: Peter Souza](<https://devfeed.tech/articles/cypress-ambassador-spotlight-peter-souza-12608.md>)

Original publisher: [Read original article](<https://www.cypress.io/blog/cypress-ambassador-spotlight-peter-souza-2/>)

Published: 2026-08-03T13:48:42Z

Content type: article

Language: en

Sources: [Cypress Blog](<https://devfeed.tech/sources/cypress-blog.md>)

Topics: [Cypress](<https://devfeed.tech/topics/cypress.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [API](<https://devfeed.tech/topics/api.md>), [payload](<https://devfeed.tech/topics/payload.md>), [ui](<https://devfeed.tech/topics/ui.md>), [React](<https://devfeed.tech/topics/react.md>)

Tags: [ambassador](<https://devfeed.tech/tags/ambassador.md>), [api](<https://devfeed.tech/tags/api.md>), [automation](<https://devfeed.tech/tags/automation.md>), [community](<https://devfeed.tech/tags/community.md>), [cypress](<https://devfeed.tech/tags/cypress.md>), [payload](<https://devfeed.tech/tags/payload.md>), [react](<https://devfeed.tech/tags/react.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

This Cypress Ambassador Spotlight introduces Peter Souza and discusses his work supporting the Cypress community. He describes Cypress as easy to use and helpful for improving product reliability, shares pair programming and problem-solving practices, highlights cy.intercept for waiting on APIs and modifying payloads, and recommends test isolation as a best practice. The article also mentions his interests in React.js, music, exercise, and outdoor activities.

### Source excerpt

It's time for another Ambassador Spotlight, a series introducing you to the testers, builders, and problem solvers who make up the Cypress community. This is where people in test automation come to share their experience, learn something new, and find others who care about software quality as much as they do. Our Ambassadors are a driving force here, bringing real depth to the craft of testing and championing quality across the applications they build and the teams they work with. Through conten

## Meet Test Companion: AI That Helps QA Teams Keep Pace with Modern Development

DevFeed: [Meet Test Companion: AI That Helps QA Teams Keep Pace with Modern Development](<https://devfeed.tech/articles/meet-test-companion-ai-that-helps-qa-teams-keep-pace-with-modern-development-12629.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/meet-test-companion-ai-that-helps-qa-teams-keep-pace-with-modern-development/>)

Author: Rajrupa Roychowdhury

Published: 2026-07-29T13:05:29Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [ide](<https://devfeed.tech/topics/ide.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [API](<https://devfeed.tech/topics/api.md>), [selectors](<https://devfeed.tech/topics/selectors.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [api](<https://devfeed.tech/tags/api.md>), [ide](<https://devfeed.tech/tags/ide.md>), [logs](<https://devfeed.tech/tags/logs.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [qa](<https://devfeed.tech/tags/qa.md>), [selectors](<https://devfeed.tech/tags/selectors.md>), [test-companion](<https://devfeed.tech/tags/test-companion.md>), [testing](<https://devfeed.tech/tags/testing.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

The article introduces BrowserStack Test Companion, an agentic AI test-automation tool embedded in the IDE. It is designed to help SDETs and QA teams author, execute, debug, and maintain web and mobile tests faster while preserving their existing frameworks, tools, standards, and governance. Described capabilities include generating functional, visual, accessibility, and API tests; debugging failures; analyzing logs; suggesting fixes; repairing brittle selectors and assertions; and running exploratory testing.

### Source excerpt

Test Companion builds on BrowserStack's growing AI portfolio, bringing intelligent testing directly into the IDE. Combined with our BrowserStack MCP Server and specialised AI agents, it helps QA teams move faster without changing the way they already work.

## Cypress Ambassador Spotlight: Boris Selivanov

DevFeed: [Cypress Ambassador Spotlight: Boris Selivanov](<https://devfeed.tech/articles/cypress-ambassador-spotlight-boris-selivanov-12603.md>)

Original publisher: [Read original article](<https://www.cypress.io/blog/cypress-ambassador-spotlight-boris-selivanov/>)

Published: 2026-07-24T13:43:32Z

Content type: opinion

Language: en

Sources: [Cypress Blog](<https://devfeed.tech/sources/cypress-blog.md>)

Topics: [Cypress](<https://devfeed.tech/topics/cypress.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [selectors](<https://devfeed.tech/topics/selectors.md>), [race-condition](<https://devfeed.tech/topics/race-condition.md>), [Network](<https://devfeed.tech/topics/network.md>), [npm](<https://devfeed.tech/topics/npm.md>)

Tags: [ambassador](<https://devfeed.tech/tags/ambassador.md>), [automation](<https://devfeed.tech/tags/automation.md>), [cypress](<https://devfeed.tech/tags/cypress.md>), [flaky](<https://devfeed.tech/tags/flaky.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [npm](<https://devfeed.tech/tags/npm.md>), [race-condition](<https://devfeed.tech/tags/race-condition.md>), [selectors](<https://devfeed.tech/tags/selectors.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

This Cypress Ambassador Spotlight presents Boris Selivanov's advice on sharing reusable testing patterns, choosing stable selectors, and building scalable test automation. It highlights cy.intercept() for controlling network traffic and reducing flaky tests, recommends retry-ability and aliases instead of arbitrary cy.wait(ms), and suggests starting with a real application test after installing Cypress.

### Source excerpt

What motivates you to be a Cypress Ambassador? I see being an Ambassador as the ultimate form of asynchronous collaboration. My goal is to share things that move the needle for other engineers. By comparing how different teams solve the same testing problems, we can turn isolated project victories into shared wins. How do you currently help others that are either using Cypress or interested in using Cypress? I'm the person teammates ping when a test goes flaky or they're not sure how to appro

## The Real Python Podcast - Episode #302: Constructing and Judging Modern Agentic Workflows

DevFeed: [The Real Python Podcast - Episode #302: Constructing and Judging Modern Agentic Workflows](<https://devfeed.tech/articles/the-real-python-podcast-episode-302-constructing-and-judging-modern-agentic-workflows-4386.md>)

Original publisher: [Read original article](<https://realpython.com/podcasts/rpp/302/>)

Author: Real Python

Published: 2026-07-10T12:00:00Z

Content type: article

Language: en

Sources: [Real Python](<https://devfeed.tech/sources/real-python.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Model Context Protocol (MCP)](<https://devfeed.tech/topics/model-context-protocol-mcp.md>), [Python](<https://devfeed.tech/topics/python.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [llm](<https://devfeed.tech/tags/llm.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [python](<https://devfeed.tech/tags/python.md>), [quality-engineering](<https://devfeed.tech/tags/quality-engineering.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

A podcast episode discusses constructing and evaluating modern LLM agent systems through specification-enrichment loops, LLM-based judging, performance monitoring, and Cohen's kappa for measuring agreement between judgments. It also highlights a video course on testing MCP servers with a Python MCP client.

### Source excerpt

How can you improve your LLM agent systems through specification enrichment? What are the advantages of having an LLM act as a judge within an agent system? This week on the show, Senior IEEE Member and Quality Engineer Suneet Malhotra joins us to discuss building and evaluating agentic architecture.

## Harness June 2026 Product Updates

DevFeed: [Harness June 2026 Product Updates](<https://devfeed.tech/articles/harness-june-2026-product-updates-13474.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/shipped-in-june-2026>)

Author: Chinmay Gaikwad

Published: 2026-07-03T00:00:00Z

Content type: release

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [Automation](<https://devfeed.tech/topics/automation.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Engineering](<https://devfeed.tech/topics/ai-engineering.md>), [Playwright](<https://devfeed.tech/topics/playwright.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-engineering](<https://devfeed.tech/tags/ai-engineering.md>), [automation](<https://devfeed.tech/tags/automation.md>), [playwright](<https://devfeed.tech/tags/playwright.md>), [product-updates](<https://devfeed.tech/tags/product-updates.md>), [release](<https://devfeed.tech/tags/release.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>)

### AI overview

Harness's June 2026 product updates included 62 features, including Autonomous Worker Agents, parallel DAG pipeline execution, AI Test Automation with Playwright, AI SAST, feature flag updates, and AI Engineering Insights.

### Source excerpt

See everything Harness shipped in June 2026, including Autonomous Worker Agents, parallel DAG pipelines, AI Test Automation with Playwright, AI SAST, feature fl | Blog

## Breakpoint 2026: Highlights from Day 3

DevFeed: [Breakpoint 2026: Highlights from Day 3](<https://devfeed.tech/articles/breakpoint-2026-highlights-from-day-3-12619.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/breakpoint-2026-highlights-from-day-3/>)

Author: Shweta Chhillar

Published: 2026-06-02T13:03:05Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [MCP](<https://devfeed.tech/topics/mcp.md>), [LangChain](<https://devfeed.tech/topics/langchain.md>), [observability](<https://devfeed.tech/topics/observability.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Playwright](<https://devfeed.tech/topics/playwright.md>), [Cypress](<https://devfeed.tech/topics/cypress.md>), [debugging](<https://devfeed.tech/topics/debugging.md>), [Selenium](<https://devfeed.tech/topics/selenium.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [automation](<https://devfeed.tech/tags/automation.md>), [breakpoint](<https://devfeed.tech/tags/breakpoint.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [github](<https://devfeed.tech/tags/github.md>), [github-copilot](<https://devfeed.tech/tags/github-copilot.md>), [langchain](<https://devfeed.tech/tags/langchain.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [model-context-protocol](<https://devfeed.tech/tags/model-context-protocol.md>), [observability](<https://devfeed.tech/tags/observability.md>), [qa](<https://devfeed.tech/tags/qa.md>), [rag](<https://devfeed.tech/tags/rag.md>), [testing](<https://devfeed.tech/tags/testing.md>), [vscode](<https://devfeed.tech/tags/vscode.md>)

### AI overview

A recap of Breakpoint 2026 Day 3 covering practical masterclasses and lightning talks on AI-driven test generation, non-deterministic testing, MCP-powered QA workflows, automated AI evaluation, and production testing practices.

### Source excerpt

All sessions, masterclasses, and lightning talks from Breakpoint 2026 Day 3, covering AI agent testing, test automation with LangChain and CrewAI, MCP-powered QA workflows, Playwright network interception, non-deterministic testing, and building production-grade AI systems.

## Breakpoint 2026: Highlights from Day 1

DevFeed: [Breakpoint 2026: Highlights from Day 1](<https://devfeed.tech/articles/breakpoint-2026-highlights-from-day-1-12617.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/breakpoint-2026-highlights-from-day-1/>)

Author: Shweta Chhillar

Published: 2026-06-01T09:25:38Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Software Testing](<https://devfeed.tech/topics/software-testing.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [API](<https://devfeed.tech/topics/api.md>), [Security](<https://devfeed.tech/topics/security.md>), [prompt injection](<https://devfeed.tech/topics/prompt-injection.md>), [code productivity](<https://devfeed.tech/topics/code-productivity.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ai](<https://devfeed.tech/tags/ai.md>), [automation](<https://devfeed.tech/tags/automation.md>), [breakpoint](<https://devfeed.tech/tags/breakpoint.md>), [developer-productivity](<https://devfeed.tech/tags/developer-productivity.md>), [prompt-injection](<https://devfeed.tech/tags/prompt-injection.md>), [qa](<https://devfeed.tech/tags/qa.md>), [security](<https://devfeed.tech/tags/security.md>), [software-testing](<https://devfeed.tech/tags/software-testing.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

Breakpoint 2026 Day 1 examines how AI-native quality engineering can reduce the traditional trade-off between testing speed and quality. It covers AI-assisted test execution, Copilot-driven automation, intent-based workflows, agentic QA systems, and frameworks for testing AI agents across reasoning, actions, and end-to-end outcomes.

### Source excerpt

Explore the biggest announcements, expert insights, and conversations from Breakpoint 2026 Day 1, covering AI in software testing, test automation, developer productivity, accessibility testing, and the future of intelligent testing workflows.

## Reducing Failure-Analysis Work for Flaky End-to-End Test Suites

DevFeed: [Reducing Failure-Analysis Work for Flaky End-to-End Test Suites](<https://devfeed.tech/articles/my-2-cents-i-ll-gladly-spend-them-to-stop-staring-at-test-logs-28061.md>)

Original publisher: [Read original article](<https://tech.trivago.com/post/2026-04-15-my-2-cents-ill-gladly-spend-them-to-stop-staring-at-test-logs/>)

Author: Giuseppe Donati Web Test Automation Engineer Not a stereotypical Italian guy; Except

Published: 2026-04-15T00:00:00Z

Content type: opinion

Language: en

Sources: [Trivago](<https://devfeed.tech/sources/trivago.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [ci](<https://devfeed.tech/topics/ci.md>), [Selenium](<https://devfeed.tech/topics/selenium.md>), [GitHub](<https://devfeed.tech/topics/github.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [Server-side rendering](<https://devfeed.tech/topics/server-side-rendering.md>), [Microservice](<https://devfeed.tech/topics/microservice.md>)

Tags: [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [ci](<https://devfeed.tech/tags/ci.md>), [github](<https://devfeed.tech/tags/github.md>), [integration](<https://devfeed.tech/tags/integration.md>), [latency](<https://devfeed.tech/tags/latency.md>), [quality-assurance](<https://devfeed.tech/tags/quality-assurance.md>), [selenium](<https://devfeed.tech/tags/selenium.md>), [server](<https://devfeed.tech/tags/server.md>), [server-side-rendering](<https://devfeed.tech/tags/server-side-rendering.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>), [tests](<https://devfeed.tech/tags/tests.md>)

### AI overview

The article describes the investigation burden caused by flaky end-to-end tests in trivago's Continuous Integration pipeline. Its extended suite has scenario-level success above 99% but workflow-level success of 20%, requiring frequent analysis of failures caused by flakiness, changing live data, preview-environment latency, and feature churn.

### Source excerpt

Does 99.8% represent a good success rate in end-to-end test automation of a web application? What about 99.9%? Maybe yes, but when you have a test suite that has up to 1,000 scenarios, it means ...

## From a long list to a clear signal: baseline-driven accessibility reporting

DevFeed: [From a long list to a clear signal: baseline-driven accessibility reporting](<https://devfeed.tech/articles/from-a-long-list-to-a-clear-signal-baseline-driven-accessibility-reporting-28059.md>)

Original publisher: [Read original article](<https://tech.trivago.com/post/2026-03-13-from-a-long-list-to-a-clear-signal-baseline-driven-accessibility-reporting/>)

Author: Benjamin Bischoff Test Automation Engineer; Author; Speaker; Magician Github Profile Linkedin Profile

Published: 2026-03-13T00:00:00Z

Content type: tutorial

Language: en

Sources: [Trivago](<https://devfeed.tech/sources/trivago.md>)

Topics: [digital accessibility](<https://devfeed.tech/topics/digital-accessibility.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [axe-core](<https://devfeed.tech/topics/axe-core.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [Selenium](<https://devfeed.tech/topics/selenium.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Extension](<https://devfeed.tech/topics/extension.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [accessibility-testing](<https://devfeed.tech/tags/accessibility-testing.md>), [automation](<https://devfeed.tech/tags/automation.md>), [axe-core](<https://devfeed.tech/tags/axe-core.md>), [eaa](<https://devfeed.tech/tags/eaa.md>), [european-accessibility-act](<https://devfeed.tech/tags/european-accessibility-act.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [quality-assurance](<https://devfeed.tech/tags/quality-assurance.md>), [selenium](<https://devfeed.tech/tags/selenium.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

The article describes a baseline-driven approach to accessibility reporting. It extends an in-house test automation framework so new test runs can be compared with a snapshot of known issues on the main branch, helping teams distinguish regressions from existing technical debt and track changes more clearly.

### Source excerpt

The output of most automated accessibility tests is a long list of violations. This format, while comprehensive, makes it difficult to distinguish new issues introduced in a feature branch from ...

## Maestro's Architecture for Simplifying Mobile Test Automation

DevFeed: [Maestro's Architecture for Simplifying Mobile Test Automation](<https://devfeed.tech/articles/how-maestro-is-reinventing-mobile-test-automation-22888.md>)

Original publisher: [Read original article](<https://maestro.dev/blog/how-maestro-is-reinventing-mobile-test-automation>)

Author: Leland Takamine

Published: 2025-09-25T00:00:00Z

Content type: article

Language: en

Sources: [mobile.dev - Medium](<https://devfeed.tech/sources/mobile-dev-medium.md>)

Topics: [Mobile](<https://devfeed.tech/topics/mobile.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [YAML](<https://devfeed.tech/topics/yaml.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Android](<https://devfeed.tech/topics/android.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [adb](<https://devfeed.tech/tags/adb.md>), [android](<https://devfeed.tech/tags/android.md>), [flutter](<https://devfeed.tech/tags/flutter.md>), [ionic](<https://devfeed.tech/tags/ionic.md>), [maestro](<https://devfeed.tech/tags/maestro.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [mobile-test-automation](<https://devfeed.tech/tags/mobile-test-automation.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [react-native](<https://devfeed.tech/tags/react-native.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>), [yaml](<https://devfeed.tech/tags/yaml.md>)

### AI overview

The article explains Maestro's architecture for mobile test automation. It describes one-line installation without separate dependencies, drivers, or SDKs; a Kotlin implementation of the ADB protocol called dadb; self-installing mobile drivers; and support for native, React Native, Flutter, and Ionic applications through the device accessibility layer.

### Source excerpt

Discover how Maestro is revolutionizing mobile test automation with zero setup, universal compatibility, and human-readable YAML syntax.

## Google Maps UI Test Automation with Maestro - Full Tutorial

DevFeed: [Google Maps UI Test Automation with Maestro - Full Tutorial](<https://devfeed.tech/articles/google-maps-ui-test-automation-with-maestro-full-tutorial-22937.md>)

Original publisher: [Read original article](<https://maestro.dev/blog/what-if-we-test-google-maps->)

Author: Leland Takamine

Published: 2025-07-01T16:23:00Z

Content type: tutorial

Language: en

Sources: [mobile.dev - Medium](<https://devfeed.tech/sources/mobile-dev-medium.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Google Maps](<https://devfeed.tech/topics/google-maps.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [YAML](<https://devfeed.tech/topics/yaml.md>), [Tutorial](<https://devfeed.tech/topics/tutorial.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>)

Tags: [automation](<https://devfeed.tech/tags/automation.md>), [cli](<https://devfeed.tech/tags/cli.md>), [google-maps](<https://devfeed.tech/tags/google-maps.md>), [maestro](<https://devfeed.tech/tags/maestro.md>), [maps](<https://devfeed.tech/tags/maps.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>), [ui-testing](<https://devfeed.tech/tags/ui-testing.md>), [yaml](<https://devfeed.tech/tags/yaml.md>)

### AI overview

A step-by-step tutorial for automating a Google Maps UI test with the open-source Maestro framework. It covers installing the Maestro CLI, launching the app with clearState, tapping, typing, swiping, scrolling until an element is visible, validating with regex, and running a complete YAML flow.

### Source excerpt

Discover step-by-step automated Google Maps UI testing with Maestro: complete YAML guide to tap, input, swipe, scroll commands and fast assertions.

## Wahed Accelerates React Native Mobile Testing with Maestro

DevFeed: [Wahed Accelerates React Native Mobile Testing with Maestro](<https://devfeed.tech/articles/from-hours-to-minutes-how-wahed-revolutionized-mobile-app-testing-with-maestro-22936.md>)

Original publisher: [Read original article](<https://maestro.dev/blog/wahed-maestro-mobile-testing-speed>)

Author: Jake Krupski

Published: 2025-05-28T10:24:00Z

Content type: article

Language: en

Sources: [mobile.dev - Medium](<https://devfeed.tech/sources/mobile-dev-medium.md>)

Topics: [Mobile Testing](<https://devfeed.tech/topics/mobile-testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [React Native](<https://devfeed.tech/topics/react-native.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [appium](<https://devfeed.tech/tags/appium.md>), [case-study](<https://devfeed.tech/tags/case-study.md>), [fintech](<https://devfeed.tech/tags/fintech.md>), [maestro](<https://devfeed.tech/tags/maestro.md>), [mobile-test-automation](<https://devfeed.tech/tags/mobile-test-automation.md>), [mobile-testing](<https://devfeed.tech/tags/mobile-testing.md>), [react-native](<https://devfeed.tech/tags/react-native.md>)

### AI overview

This case study describes how Wahed adopted Maestro for automated testing of its React Native mobile app. Test writing time fell from 3-4 hours per test with Appium to 10-15 minutes, releases shifted from biweekly to weekly, and automated test coverage grew from 50 manual smoke tests to approximately 250 tests.

### Source excerpt

The world of mobile app development is fast-paced, demanding rapid iterations and flawless user experiences. But what happens when your mobile app testing process cannot keep up...

## Case Study: How Doccla Transformed Mobile App Testing with Maestro

DevFeed: [Case Study: How Doccla Transformed Mobile App Testing with Maestro](<https://devfeed.tech/articles/case-study-how-doccla-transformed-mobile-app-testing-with-maestro-22884.md>)

Original publisher: [Read original article](<https://maestro.dev/blog/case-study-doccla>)

Author: Jake Krupski

Published: 2025-03-12T00:00:00Z

Content type: article

Language: en

Sources: [mobile.dev - Medium](<https://devfeed.tech/sources/mobile-dev-medium.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [automation](<https://devfeed.tech/tags/automation.md>), [bluetooth](<https://devfeed.tech/tags/bluetooth.md>), [case-study](<https://devfeed.tech/tags/case-study.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [e2e-testing](<https://devfeed.tech/tags/e2e-testing.md>), [healthcare](<https://devfeed.tech/tags/healthcare.md>), [maestro](<https://devfeed.tech/tags/maestro.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

This case study describes how Doccla addressed the burden of manually testing a mobile app used for remote patient monitoring in a regulated healthcare setting. The team adopted Maestro, an open-source end-to-end testing framework for mobile and web apps, to automate much of the workflow.

### Source excerpt

Testing mobile applications, especially in highly regulated industries like healthcare, can be a daunting, time-consuming, and repetitive task. But what if there was a way to a...

## The Testing Pyramid

DevFeed: [The Testing Pyramid](<https://devfeed.tech/articles/the-testing-pyramid-17751.md>)

Original publisher: [Read original article](<https://blog.amigoscode.com/p/the-testing-pyramid>)

Author: Nelson Djalo

Published: 2024-08-05T16:01:01Z

Content type: tutorial

Language: en

Sources: [Amigoscode Newsletter](<https://devfeed.tech/sources/amigoscode-newsletter.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Java](<https://devfeed.tech/topics/java.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Development](<https://devfeed.tech/topics/development.md>), [Programming](<https://devfeed.tech/topics/programming.md>)

Tags: [development](<https://devfeed.tech/tags/development.md>), [java](<https://devfeed.tech/tags/java.md>), [junit](<https://devfeed.tech/tags/junit.md>), [selenium](<https://devfeed.tech/tags/selenium.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

A guide to the testing pyramid for Java applications, explaining the roles of unit, integration, end-to-end, and UI tests. It also introduces Java testing frameworks including JUnit, TestNG, and Selenium.

### Source excerpt

Layered Testing for Robust Software Development

## QA Meetup - 2nd Edition: Presentations and Recap

DevFeed: [QA Meetup - 2nd Edition: Presentations and Recap](<https://devfeed.tech/articles/qa-meetup-2nd-edition-presentations-and-recap-28046.md>)

Original publisher: [Read original article](<https://tech.trivago.com/post/2024-05-21-qa-meetup-2nd-edition-presentations-and-recap/>)

Author: Saurav Sharma QA Lead; Loves APIs; Databases; All Things Backend; Cricket fanatic Linkedin profile

Published: 2024-05-21T00:00:00Z

Content type: article

Language: en

Sources: [Trivago](<https://devfeed.tech/sources/trivago.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [engineering-culture](<https://devfeed.tech/tags/engineering-culture.md>), [meetup](<https://devfeed.tech/tags/meetup.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [qa](<https://devfeed.tech/tags/qa.md>), [quality-assurance](<https://devfeed.tech/tags/quality-assurance.md>), [recap](<https://devfeed.tech/tags/recap.md>), [release](<https://devfeed.tech/tags/release.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>)

### AI overview

A recap of trivago's second QA Meetup, held on April 25, 2024, with more than 65 attendees. The article summarizes three presentations covering a custom test reporting solution, quality coaching, and QA ownership of the app release process, along with the event's discussions and social activities.

### Source excerpt

The 2nd edition of the qa Meetup was held at the trivago campus on April 25th, 2024 with over 65 attendees and was a huge success.

## Evolution of Developer Productivity at Square - Part Four

DevFeed: [Evolution of Developer Productivity at Square - Part Four](<https://devfeed.tech/articles/evolution-of-developer-productivity-at-square-part-four-15638.md>)

Original publisher: [Read original article](<https://developer.squareup.com/blog/evolution-of-developer-productivity-at-square-part-four>)

Author: Korhan Bircan

Published: 2024-02-26T17:00:00Z

Content type: article

Language: en

Sources: [Square Corner Blog RSS Feed](<https://devfeed.tech/sources/square-corner-blog-rss-feed.md>)

Topics: [code productivity](<https://devfeed.tech/topics/code-productivity.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [release engineering](<https://devfeed.tech/topics/release-engineering.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>)

Tags: [crash-reporting](<https://devfeed.tech/tags/crash-reporting.md>), [developer](<https://devfeed.tech/tags/developer.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [flaky-tests](<https://devfeed.tech/tags/flaky-tests.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [mobile-performance](<https://devfeed.tech/tags/mobile-performance.md>), [operational](<https://devfeed.tech/tags/operational.md>), [release-engineering](<https://devfeed.tech/tags/release-engineering.md>)

### AI overview

The fourth and final part of Square's developer productivity series describes its shift toward reliability and test engineering as its codebase and customer base grew. It covers reliability reviews, service-level objectives, performance-focused task forces, mobile release engineering, automated crash reporting, and efforts to improve testing infrastructure and flaky tests.

### Source excerpt

Investing in reliability and test engineering

## End-to-end tests retry strategies

DevFeed: [End-to-end tests retry strategies](<https://devfeed.tech/articles/end-to-end-tests-retry-strategies-28041.md>)

Original publisher: [Read original article](<https://tech.trivago.com/post/2023-09-27-end-to-end-tests-retry-strategies/>)

Author: Giuseppe Donati Web Test Automation Engineer Not a stereotypical Italian guy; Except

Published: 2023-09-27T00:00:00Z

Content type: article

Language: en

Sources: [Trivago](<https://devfeed.tech/sources/trivago.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [GitHub Actions](<https://devfeed.tech/topics/github-actions.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Continuous Deployment (CD)](<https://devfeed.tech/topics/continuous-deployment.md>), [Front end](<https://devfeed.tech/topics/frontend.md>), [web applications](<https://devfeed.tech/topics/web-applications.md>)

Tags: [continuous-deployment](<https://devfeed.tech/tags/continuous-deployment.md>), [core](<https://devfeed.tech/tags/core.md>), [feature](<https://devfeed.tech/tags/feature.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [github-actions](<https://devfeed.tech/tags/github-actions.md>), [pull-requests](<https://devfeed.tech/tags/pull-requests.md>), [quality-assurance](<https://devfeed.tech/tags/quality-assurance.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>), [tests](<https://devfeed.tech/tags/tests.md>)

### AI overview

This article describes how trivago's frontend QA team uses different end-to-end test retry strategies in GitHub Actions. It explains unconditional retries for core tests, filtered retries for specific failure causes in extended tests, and manual retries for a subset of scenarios, balancing stable results, pull-request confidence, and feedback speed.

### Source excerpt

Why should you retry all tests on failure? Why not? This article will not go into details, listing pros and cons of each approach. There are already enough

## QA meetup: Presentations Summary

DevFeed: [QA meetup: Presentations Summary](<https://devfeed.tech/articles/qa-meetup-presentations-summary-28039.md>)

Original publisher: [Read original article](<https://tech.trivago.com/post/2023-08-02-qa-meetup-summary-and-presentations/>)

Author: Saurav Sharma QA Lead; Loves APIs; Databases; All Things Backend; Cricket fanatic Linkedin profile

Published: 2023-08-02T00:00:00Z

Content type: article

Language: en

Sources: [Trivago](<https://devfeed.tech/sources/trivago.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Robot Framework](<https://devfeed.tech/topics/robotframework.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [observability](<https://devfeed.tech/topics/observability.md>), [API](<https://devfeed.tech/topics/api.md>), [Mainframe](<https://devfeed.tech/topics/mainframe.md>), [API Economy](<https://devfeed.tech/topics/api-economy.md>)

Tags: [api-testing](<https://devfeed.tech/tags/api-testing.md>), [engineering-culture](<https://devfeed.tech/tags/engineering-culture.md>), [events](<https://devfeed.tech/tags/events.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [qa](<https://devfeed.tech/tags/qa.md>), [quality-assurance](<https://devfeed.tech/tags/quality-assurance.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

A summary of trivago's QA meetup held on June 22, 2023, covering presentations on Robot Framework, mainframe test modernization, observability, API testing, and the Karate framework, followed by networking among attendees.

### Source excerpt

Meetups are one of our favourite events at trivago. They give us the opportunity to learn, share knowledge & experience, as well as network with fellow professionals and enthusiasts in the i...

## How we improved reporting and monitoring of test automation results

DevFeed: [How we improved reporting and monitoring of test automation results](<https://devfeed.tech/articles/how-we-improved-reporting-and-monitoring-of-test-automation-results-28033.md>)

Original publisher: [Read original article](<https://tech.trivago.com/post/2023-02-15-how-we-improved-reporting-and-monitoring-of-test-automation-results/>)

Author: Giuseppe Donati Web Test Automation Engineer Not a stereotypical Italian guy; Except

Published: 2023-02-15T00:00:00Z

Content type: article

Language: en

Sources: [Trivago](<https://devfeed.tech/sources/trivago.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [GitHub Actions](<https://devfeed.tech/topics/github-actions.md>), [Selenium](<https://devfeed.tech/topics/selenium.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Kafka](<https://devfeed.tech/topics/kafka.md>), [elasticsearch](<https://devfeed.tech/topics/elasticsearch.md>), [kibana](<https://devfeed.tech/topics/kibana.md>), [logstash](<https://devfeed.tech/topics/logstash.md>), [Grafana](<https://devfeed.tech/topics/grafana.md>), [Cucumber](<https://devfeed.tech/topics/cucumber.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [elasticsearch](<https://devfeed.tech/tags/elasticsearch.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [gcp](<https://devfeed.tech/tags/gcp.md>), [github-actions](<https://devfeed.tech/tags/github-actions.md>), [grafana](<https://devfeed.tech/tags/grafana.md>), [kafka](<https://devfeed.tech/tags/kafka.md>), [kibana](<https://devfeed.tech/tags/kibana.md>), [logstash](<https://devfeed.tech/tags/logstash.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [quality-assurance](<https://devfeed.tech/tags/quality-assurance.md>), [selenium](<https://devfeed.tech/tags/selenium.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>)

### AI overview

The article describes trivago's updated system for executing, reporting, and monitoring Selenium-based end-to-end tests. It covers GitHub Actions workflows, custom runners on Google Cloud, cloud report storage, Kafka and Logstash processing, Elasticsearch and Kibana visualization, and Grafana and Slack alerting.

### Source excerpt

Over the last few years, we completely refactored what was described in our previous article about how we use the ELK sta...

[Next page](<https://devfeed.tech/topics/test-automation.md?cursor=WyIyMDIzLTAyLTE1VDAwOjAwOjAwKzAwOjAwIiwgImY3MWY0MTQxLWY4YzAtNGMxMS1hMjkwLWJlMzRlZTdmN2MzMiJd>)