Insights

QA Insights & Testing Intelligence
Data-driven decisions are the core of modern testing. In this section, we share expert analysis on the evolving QA landscape. From the rise of AI agents to the impact of Shift-Left strategies, our insights help you transform raw test execution data into actionable business intelligence for better software delivery.

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Insights test management

Predictive Analytics in QA: Why is it important to move in this direction?

Software delivery has changed dramatically over the past decade. Agile development, DevOps practices and CI\CD pipelines have shortened release cycles from months to days or even hours. While this speed allows

Roman Melnyk

Mar 31, 26

Insights test automation testing theory

How Much Does a Software Bug Really Cost? 2026 Analysis

According to the Quality Transformation Report, poor software quality costs them over $1 million annually. In the U.S., 45% of businesses report losses above $5 million a year. The financial impact keeps growing. Technical debt alone reached 1.52 trillion dollars. These are not abstract numbers. Every software bug has a real cost. The cost to […]

Michael Bodnarchuk

Mar 13, 26

automation testing Insights saas testing testing guides

SaaS Application Testing Strategy: 2026 Practical Guide

The majority of testing strategies used in SaaS applications are unsuccessful due to the teams using old software testing methods to cloud products. SaaS is deployed in batches numerous times per day, has thousands of tenants at once, and is required to have a 99.9% uptime globally. Conventional testing fails in such circumstances. There is […]

Tetiana Khomenko

Mar 06, 26

AI testing Insights

Manual Testing with AI in Testomat.io

Hi everyone, my name is Ira, and I work as a QA Engineer at MEV. I have been in the testing industry for about seven years, working on a variety of interesting projects – testing web, desktop, and mobile applications. Every day I use AI tools. In my opinion, they are a very convenient assistant […]

Ira Kravchenko

Mar 06, 26

Insights javascript test automation typescript

TypeScript best practices: common mistakes and how to avoid them

Why TypeScript? JS frameworks continue to grow in popularity, and TypeScript is a logical evolution of JS. Therefore, given the relevance of the topic and the author’s experience, we decided to share the next insights. TypeScript superpower Modern applications created with React, Angular, or Vue are often highly complex, and plain JavaScript alone can make […]

Oleksandr Pelykh

Mar 01, 26

Testing with Testomat.io & Playwright Agents

AI testing Insights test management testing guides

From Manual QA to QA Automation Engineer: A 2026 Guide with Playwright & AI

There’s a particular kind of frustration that lives in the gap between knowing what to test and knowing how to automate it. You’ve written the steps. You understand the logic. You know exactly what the button should do when clicked. But the moment someone mentions TypeScript, page objects, or async/await, the mountain starts looking very […]

Vitaliy Mikhailyuk

Feb 27, 26

Insights test management

Test strategy — myths or reality?

There are many myths, misunderstandings, and differing interpretations of how we understand this or that concept, this or that term, or these or that approaches. Test strategy in software testing is one of the most misunderstood concepts. If you search for test strategy online, you can find dozens of the same definitions — often copied […]

Yevhenii Pasieka

Feb 18, 26

Insights roi test managment test management

Test Data Management ROI: How to Maximize Testing Efficiency

Software development teams waste 30-50% of their time setting up test environments instead of actually testing. Meanwhile, 74% of IT projects face delays related to test data quality issues. These statistics point to a problem with measurable costs and a solution with proven returns. Test data management automates how teams create, mask, subset, and provision […]

Mykhailo Poliarush

Feb 15, 26

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