Quality gates
CI quality gates best practices for 2026
Updated guide to designing quality gates that protect releases without creating noise.
Read the articleInsights
Test automation strategy from an SDET who has done it at Oracle, Flipkart, and Logitech scale.
Every article here comes from real delivery experience — fixing flaky suites at product scale, building frameworks from scratch, integrating CI gates, and reducing regression drag across enterprise environments. No theory. No vendor content. Just what actually works.
Featured article
How to hire a test automation consultant
A buyer's guide with red flags, green flags, and questions to ask before hiring. Written for engineering leaders who are evaluating whether to bring in external SDET help.
Read the guideCategory
Release confidence & CI quality
How to build and measure CI/CD quality gates that protect releases without blocking velocity.
Quality gates
CI quality gates that improve release confidence
How to build gating logic that leadership can trust and engineers can work with.
Read the articleRelease gates
Release gate checklist for engineering leaders
A practical checklist for defining quality gates that protect releases without blocking velocity.
Read the articleMeasurement
How to measure release confidence like an engineering leader
The five metrics that actually determine whether you should release.
Read the articleROI
How to evaluate test automation ROI like an engineering leader
Why script counts do not matter and which business metrics actually justify automation spend.
Read the articleNeed help building your CI quality gates? I audit and redesign release pipelines as part of the Stabilization Sprint.
See the sprint offerCategory
Flaky tests & regression strategy
Practical techniques for stabilizing test suites and reducing regression time — proven at Flipkart and Oracle scale.
Suite reliability
How to fix flaky test suites before they destroy CI trust
Where to start, what to measure, and how to prevent flakiness from becoming a leadership problem.
Read the articlePlaywright
How to fix flaky tests in Playwright
Practical techniques for identifying and fixing flaky Playwright tests in CI.
Read the articleRegression strategy
Regression testing strategy for agile teams
A decision framework for building regression suites that stay fast and useful in agile environments.
Read the articleRegression strategy
How to reduce regression bottlenecks without lowering confidence
How to shorten feedback loops while protecting release quality and engineering credibility.
Read the articleMaintenance
How to reduce test automation maintenance costs
Five high-leverage fixes to cut maintenance cost by 30-50% without losing coverage.
Read the articleFlaky tests slowing your team down? I stabilized suites at Flipkart to 99% reliability and can do the same for yours.
Diagnose Your Test Suite FreeCategory
Framework & tool decisions
Decision frameworks for choosing, comparing, and modernizing your automation stack — based on team maturity, not hype.
Framework choice
Selenium vs Playwright for modern test automation teams
A framework decision guide grounded in maintainability, team maturity, and release pressure.
Read the articleFramework choice
Test automation framework comparison for 2026
Selenium, Playwright, Cypress, WebdriverIO, or Pytest — how to choose based on your team, not hype.
Read the articleBuild vs buy
Build vs buy: test automation framework edition
A decision framework for whether to build a custom framework or buy an off-the-shelf solution.
Read the articleAPI testing
API testing strategy for microservices
A three-layer approach to testing microservice APIs without creating brittle end-to-end tests.
Read the articleNot sure which framework fits your team? I help teams make framework decisions based on their actual delivery context, not vendor marketing.
Get a Free DiagnosisCategory
Strategy, hiring & team scaling
Guidance for engineering leaders who need to build QA capability — whether by hiring, restructuring, or bringing in external SDET consulting.
Role clarity
SDET vs QA engineer vs automation engineer
Clear comparison of each role and which one your team actually needs next.
Read the articleHiring guide
How to hire a test automation consultant
A buyer's guide with red flags, green flags, and questions to ask before hiring.
Read the articleTeam scaling
How to scale QA automation teams without scaling noise
The operating principles that keep larger teams productive instead of chaotic.
Read the articleEvaluating whether to hire an SDET consultant? I offer a free 15-minute diagnosis to determine if my approach fits your situation.
Book a Free DiagnosisNot sure where to start?
Take the Release Confidence Checklist — 8 questions to assess whether your automation is helping or hurting release velocity.
If more than 2 items flag red, you are in the right place. I can help.