Engineering Blog

Insights on test automation, AI-driven quality, and engineering best practices from the Qualflare team.

All ai ci-cd devops flaky-tests qa test-management test-observability tools

AI Test Observability for CI/CD Pipelines (2026)

Bring AI test observability into CI/CD: upload each run's results, cluster failures by root cause, score flaky tests, and gate releases on per-launch risk.

İbrahim SürenJun 26, 2026

Test ManagementQACI/CD

How to Choose a Test Management Platform (2026)

A practical 2026 guide to choosing a test management platform: define your needs, weigh the criteria that matter, and decide with a clear rule.

İbrahim SürenJun 26, 2026

AIQATest Observability

Agentic Testing Explained: What AI Agents Mean for QA (2026)

Agentic testing is AI agents that plan and run testing tasks with little human direction. What it really is, what's real vs hype, and where humans stay.

Qualflare TeamJun 25, 2026

QACI/CDTest Observability

Best Tools for Debugging Flaky Tests in 2026

The best tools for debugging flaky tests in 2026, compared — history-based flaky detection, quarantine, and failure clustering, side by side.

İbrahim SürenJun 25, 2026

Test ObservabilityQACI/CD

7 Best Test Observability Tools for 2026

Compare the 7 best test observability tools for 2026 — flaky-test detection, failure clustering, and release-risk analysis across CI pipelines.

İbrahim SürenJun 25, 2026

QACI/CDTest Observability

Cypress Flaky Tests: Retries, Detection & Fixes (2026)

Cypress tests flake from fixed cy.wait() calls, animations, and cross-test state. Fix with intercept-and-wait, isolation, and retries, then track flakiness.

Qualflare TeamJun 25, 2026

QACI/CDDevOps

DORA Metrics for QA Teams (2026)

DORA's four metrics measure delivery speed and stability. QA most affects stability — reliable, fast tests lower change failure rate and shorten lead time.

Qualflare TeamJun 25, 2026

Flaky TestsQACI/CD

Flaky Test Statistics 2026: How Common, Costly & Fixable They Are

Flaky test statistics for 2026: how common they are (Google ~16% of tests), what they cost (Slack ~28 min/failure), causes, and how top teams fix them.

İbrahim SürenJun 25, 2026

Test ObservabilityQACI/CD

Flaky Tests: The Complete Guide to Detection, Quarantine & Prevention (2026)

A flaky test passes and fails on the same code. The complete guide to detecting, quarantining, and preventing flaky tests in CI.

Qualflare TeamJun 25, 2026

Test ObservabilityQACI/CD

How to Detect Flaky Tests Automatically (2026)

You can't detect a flaky test from one run. The history-based approach to automatic flaky-test detection — signals, scoring vs flags, and tooling.

Qualflare TeamJun 25, 2026

QACI/CDTest Observability

Jest & Vitest Flaky Tests in CI: Causes & Fixes (2026)

Jest and Vitest tests flake from leaked module state, mocks, and timers. Reset state between tests, fake the clock, and detect flakiness over runs.

Qualflare TeamJun 25, 2026

CI/CDQATest Observability

Monorepo Test Aggregation: Unify Playwright, Jest & pytest Results (2026)

In a monorepo, frameworks emit results in different formats. Test aggregation combines them into one view per run — overall health, flakiness, ownership.

Qualflare TeamJun 25, 2026

QACI/CDTest Observability

Playwright Flaky Tests in CI: Causes & Fixes (2026)

Playwright tests flake in CI from timing on slow runners, parallel workers, and manual waits. Fix them with web-first assertions, isolation, and retries.

Qualflare TeamJun 25, 2026

AITest ObservabilityQA

Predictive Flaky Scoring: Catch Flaky Tests Before They Block Releases (2026)

Predictive flaky scoring uses a test's history to estimate its flakiness probability, so you can quarantine unreliable tests before they block a release.

Qualflare TeamJun 25, 2026

QACI/CDTest Observability

pytest Flaky Tests: Fixing Flakiness with xdist, Fixtures & Retries (2026)

pytest tests flake from shared fixtures, parallel xdist runs, and test-order dependencies. Isolate state, expose order bugs, and detect flakiness over runs.

Qualflare TeamJun 25, 2026

AICI/CDQA

Smart Test Selection & Test Impact Analysis: How to Cut CI Time (2026)

Smart test selection runs only the tests a code change is likely to affect — how it works, how it relates to test impact analysis, and how it cuts CI time.

Qualflare TeamJun 25, 2026

QACI/CDTest Management

Smoke vs Sanity vs Regression Testing: What's the Difference? (2026)

Smoke testing checks the build is stable enough to test. Sanity checks a specific fix works. Regression checks nothing else broke.

Qualflare TeamJun 25, 2026

CI/CDQATest Observability

How to Speed Up Your CI Test Suite (2026)

Speed up CI by running fewer tests (smart selection), running them concurrently (sharding), fixing flaky retries, and rebalancing toward the test pyramid.

Qualflare TeamJun 25, 2026

Test ObservabilityTest ManagementQA

Test Observability vs Test Management: What's the Difference? (2026)

Test management organizes test cases, plans, and runs. Test observability analyzes results for flaky tests, root causes, and risk — how they differ.

Qualflare TeamJun 25, 2026

QATest Management

Test Plan Template & Examples (2026)

A copy-paste test plan template with a worked example: objectives, scope, approach, environment, entry/exit criteria, risks, and roles.

Qualflare TeamJun 25, 2026

QACI/CDTest Management

The Test Pyramid Explained (2026)

The test pyramid favors many fast unit tests, fewer integration tests, and a few end-to-end tests. Why it matters and what the inverted pyramid costs.

Qualflare TeamJun 25, 2026

AITest ObservabilityQA

What is AI Failure Clustering? Turn 500 Failures Into 12 Root Causes (2026)

AI failure clustering groups test failures that share a root cause, collapsing a wall of red into a few problems. How it works and why it speeds triage.

Qualflare TeamJun 25, 2026

Test ObservabilityQACI/CD

What is Test Observability? A Complete Guide (2026)

Test observability is understanding why your tests pass or fail over time — not just whether a run was green. How it differs from reporting and management.

Qualflare TeamJun 25, 2026

QACI/CDTest Observability

Why Do Tests Pass Locally but Fail in CI? (2026)

Tests pass locally but fail in CI because the environments differ — timing, parallelism, ordering, missing env vars. The usual causes and fixes.

Qualflare TeamJun 25, 2026

Test ManagementAIQA

6 Best AI Test Management Tools for QA Teams (2026)

Compare the 6 best AI test management tools for QA teams in 2026 — AI flaky-test detection, failure clustering, and launch risk analysis side by side.

İbrahim SürenJun 2, 2026

Test ManagementQATools

6 Best Test Management Tools for Mid-Sized Teams (2026)

Compare the 6 best test management tools for mid-sized teams in 2026 — from AI-powered Qualflare to Jira-native options like Zephyr and Xray.

İbrahim SürenJun 2, 2026

Test ObservabilityTest ManagementQA

How to Evaluate Test Observability Platforms in 2026

A practical framework for evaluating test observability platforms in 2026 — flaky test detection, quality gates, AI analysis, and what to ask vendors.

Qualflare TeamJun 2, 2026

Test ManagementQACI/CD

10 Test Management Platform Adoption Challenges (and How to Fix Them)

The 10 most common test management platform adoption challenges — low adoption, CI/CD friction, flaky tests, reporting gaps — and a practical fix for each.

İbrahim SürenJun 1, 2026

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