software testing stack guide: from unit tests to performance

The testing landscape is crowded, and developers often end up with a mix of tools that don’t work well together. The result: flaky tests, duplicated effort, and limited visibility across test layers. This checklist lays out practical technology stacks for most common application types - SaaS, e-commerce, and canvas-based apps - and covers major testing categories from unit to API testing.

Unit testing

  • Jest: great for javascript / typescript services and React-based frontend
  • pytest: reliable for Python-based microservices or backend logic
  • xUnit / NUnit: proven .NET frameworks with good IDE integration
  • Vitest: our preferred solution fits nicely with typescript
  • Mocha + Chai: flexible for Node.js or custom server logic

Integration testing

  • Cypress component tests: integrate frontend and backend in one environment
  • Component testing in Storybook: tests UI components in isolation, provides a sandbox environment where each component can be rendered with different states outside your main app
  • pytest + Docker Compose: run backend + DB integration tests locally
  • pytest + requests: simple setup for backend-to-backend or service-to-service tests

End-to-end testing

  • Octomind: AI-powered full-service testing platform to create, run and maintain E2E tests; AI-powered tests generation, out-of-the-box test runner, automated test failure detection and auto-fix
  • Playwright: modern code-first testing framework, supports multiple browsers and parallel runs
  • Cypress: testing framework and developer-friendly E2E runner, strong for component + browser tests

Mobile app testing

  • XCUITest / SwifUITest for iOS + Espresso for Android - the "native" way to do testing
  • Appium: standard open-source choice for Android / iOS automation
  • ACCELQ: no-code mobile test automation platform works well for React Native apps
  • BrowserStack – cloud device testing with parallel runs
  • Firebase Test Lab – Scalable testing for native Android apps

Cross-browser testing

  • LambdaTest: wide range of browser / OS combos
  • Playwright:  supports Chromium, Firefox, and WebKit in parallel
  • Sauce Labs: mature, scalable device / browser cloud

Monitoring in production

  • Datadog: full-stack observability (infrastructure + application + user experience)
  • Octomind: schedule regular e2e test runs of the production environment
  • Grafana Cloud (with Prometheus + Loki + Tempo): open-source-friendly, customizable observability stack
  • Checkly: unifies testing, monitoring, & observability with an AI-native workflow

Accessibility testing

  • axe-core:  industry standard for accessibility rule validation
  • Mabl: primarily functional test automation with an accessibility testing extension so you can reuse your existing UI tests
  • Lighthouse (Google): built into Chrome and available via command line / Node modules 

API testing

  • Postman: still the go-to for teams validating service contracts
  • Hoppscotch: lightweight alternative to Postman
  • SoapUI: functional testing tool for REST, SOAP and GraphQL APIs with an OS alternative

Performance testing

  • Apache JMeter: open-source, Java based application to load test functional behavior and measure performance
  • Gatling: all in one load testing for large orgs 
  • k6: load test checkout APIs and product search endpoints
  • Chrome DevTools Tracing: manual but essential for GPU-bound performance issues


Final advice on building a testing stack 

  • Start small - don’t add everything at once. Begin with solid unit tests and expand upward.
  • Automate what’s repetitive, not what’s random - use AI-driven tools like Octomind for unstable, UI-heavy flows, and keep deterministic logic under code-based tests.
  • Unify your reporting - mix-and-match tools are fine, but feed all results into one dashboard (CI/CD, Datadog, Grafana, etc.).
  • Test early, test continuously - the best testing stack is the one that runs on every commit and breaks fast when something’s off.

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