Category: community
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What Is Vibe Testing? A Practical Guide for Developers
Vibe testing is what happens when the way software gets built changes faster than the way it gets tested. For years, QA worked on a simple assumption: developers write the code, testers verify it. That assumption breaks down when the code is being generated by an AI from a plain English prompt. The person shipping…
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How to Reduce Test Maintenance Without Losing Coverage
If your team spends more hours fixing tests than writing features, you already know the problem. You don’t need another lecture on "why testing matters." You need to reduce test maintenance without gutting your coverage, and you need it to actually stick past next sprint. Industry estimates put the scale of the problem in perspective:…
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CI/CD Testing: Complete Guide to Continuous Testing (2026)
CI/CD testing runs automated tests inside your continuous integration and delivery pipelines so every change is validated before it ships. Unit, integration, and end-to-end tests fire on each commit or merge. Keploy fits naturally here, generating API tests and mocks from real traffic and running them CI/CD-native so pipelines gain coverage without extra scripting. In…
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12 Best Contract Testing Tools in 2026
Contract testing tools verify that a consumer and provider agree on the API between them, catching breaking changes before they ship without running full integration suites. Pact and Spring Cloud Contract lead here, while Keploy complements them by generating mocks and tests from real interactions. I’ve watched enough production incidents get traced back to a…
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Bug Life Cycle in Software Testing: Every Stage Explained (2026)
The bug life cycle (defect life cycle) is the sequence of states a defect moves through from discovery to closure. Typical stages are New, Assigned, Open, Fixed, Retest, and Closed, with additional paths for Reopened, Deferred, or Rejected bugs. It gives teams a shared, trackable workflow for managing defects to resolution. Every bug that gets…
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Black Box Testing Techniques: A Practical Guide (2026)
Black box testing techniques are systematic approaches to designing test cases through inputs and outputs alone, without examining source code. The five core methods – equivalence partitioning, boundary value analysis, decision table testing, state transition testing, and error guessing – each target a different failure category. Most teams apply all five in sequence, and the…
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Levels of Software Testing: A Complete Guide with Examples (2026)
Software testing has four levels, each answering a different question. Unit testing asks whether a single function works in isolation. Integration testing asks whether connected components communicate correctly – the layer where Keploy automates test generation from real API traffic. System testing validates the full application end-to-end, while acceptance testing asks whether real users consider…
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Deployment Strategies Every Developer Should Know
Deployment strategies define how new software versions are released to production while minimizing risk and downtime. Common approaches include blue-green, canary, rolling, and recreate deployments, each balancing speed, safety, and rollback ease differently. The right choice depends on your uptime needs, infrastructure, and tolerance for risk. The first time I watched a deployment take down…
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What Is MTTR? Definition, Formula & Benchmarks (2026)
MTTR is the metric that tells you how long your users wait after something breaks. According to Splunk and Cisco’s Hidden Costs of Downtime 2026 report, unplanned downtime now costs organisations an average of $15,000 per minute. Across the Global 2000 companies, the aggregate annual cost has surged to $600 billion, a 50% increase in…
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12 Best UAT Testing Software Tools in 2026
UAT testing tools help teams plan, run, and track user acceptance testing, managing test cases, capturing feedback, and documenting sign-off. Leading options include TestRail, Zephyr, Testsigma, UserTesting, and Marker.io, which streamline collaboration between testers, business users, and stakeholders before a release is approved. Finding the right UAT testing tool can help teams validate software against…