Selenium Is Slowing Your Team Down : Here's the Migration Path Out

Selenium is a browser automation framework released in 2004. Teams are migrating away from it in 2026 because of brittle XPath/CSS locators, slow WebDriver-based execution (up to 1.85× slower than Playwright), zero built-in auto-waiting, no native parallel execution, and maintenance costs that consume 40–70% of QA bandwidth. The most common migration targets are Playwright (open-source, Microsoft-maintained), Cypress (JS-first, developer-friendly), and AI-native platforms with self-healing tests. This guide covers the exact migration path, decision framework, and a phased rollout strategy.

What is Selenium?

Selenium is an open-source browser automation framework originally released in 2004. It uses the WebDriver protocol to control browsers programmatically, enabling automated testing of web applications across Chrome, Firefox, Safari, and Edge. It is one of the most widely installed <u>test automation frameworks</u> in the world, though its architecture predates the modern JavaScript-heavy web.

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Key Takeaways

• Selenium's core limitations:

  Brittle XPath/CSS locators, HTTP-based WebDriver protocol overhead, no built-in auto-waiting, no native parallel execution, and 40–70% of QA bandwidth consumed by maintenance rather than new coverage.

• Playwright's speed advantage:

  Playwright is approximately 1.85× faster than Selenium on modern web applications, based on industry benchmarks across 300+ test suites — because it communicates via persistent WebSocket (CDP) rather than per-command HTTP requests.

• Flakiness reduction:

  Teams migrating from Selenium to Playwright report 40–60% fewer flaky tests, reported across multiple teams, primarily due to Playwright's built-in auto-waiting on every interaction.

• Setup and infrastructure:

  Playwright ships with a built-in test runner, parallelism, trace viewer, and browser management in a single

  npm init playwright@latest

  command — eliminating the multi-tool setup burden of Selenium.

• Migration ROI:

  A phased migration targeting the flakiest 20% of tests first delivers the fastest payback — shorter <u>CI/CD testing</u> pipelines, lower maintenance hours, and restored team confidence in test results.

• Who should migrate now:

  Any team starting a new project, running flakiness above 15%, or spending more than 2 sprints per quarter fixing broken tests has a clear, defensible case for migration in 2026.

1. The Real Cost of Staying on Selenium

Let's start with a number that should make your engineering manager uncomfortable.

QA teams running Selenium spend between 40% and 70% of their automation effort maintaining existing tests — not writing new ones.

Read that again. That's not a productivity problem. That's a tooling tax. And it compounds every single sprint.

Here's what that looks like in real life: your team ships a redesigned checkout page. Three buttons move. Two class names update. One modal gets added. By Monday morning, 40 Selenium tests are failing — none of them because of actual bugs. They're failing because XPath locators are fragile, the WebDriver protocol doesn't know how to wait intelligently for dynamic content, and nobody built auto-healing into a framework designed when Internet Explorer 6 was still a browser you had to care about.

Selenium was created in 2004. React didn't exist. Angular didn't exist. Single Page Applications weren't a thing. The modern JavaScript-heavy web app — the kind your team is building right now — is a completely different beast than what Selenium was architected for. That's not a criticism. It's physics. You don't blame a horse for not being a Formula 1 car.

The numbers that matter

• Playwright is approximately 1.85× faster

  than Selenium on modern web applications, based on industry benchmarks across 300+ test suites

• Teams see a

  40–60% reduction in flaky tests

  when migrating from Selenium to Playwright, reported across multiple teams, primarily due to auto-waiting

• Zenjob, after migrating to Playwright, reported an

  80% reduction in test suite execution time

• A large e-commerce platform migrating 850 tests from Selenium to Playwright reduced their CI suite from

  45 minutes to 18 minutes

  on identical hardware with the same parallel workers — a result consistent with patterns reported across multiple teams

• The State of JS 2025 survey showed

  Playwright satisfaction at 91%

  vs Selenium's declining numbers

This isn't about hype. It's about where your engineering hours actually go.

2. Why Selenium Breaks — Technically, Not Just Philosophically

Before you migrate, you need to understand why Selenium fails. Otherwise you'll import the same bad patterns into your new framework and wonder why nothing improved.

The WebDriver Protocol Is the Bottleneck

Selenium communicates with browsers using the WebDriver protocol — an HTTP-based, request-response architecture. Every single interaction — click, find element, send keys — is a separate HTTP call to a WebDriver server (ChromeDriver, GeckoDriver), which then translates that command into browser actions.

Test Script → HTTP Request → ChromeDriver → Browser → Response → HTTP Response → Test Script

That translation layer exists for every command. On a test with 200 interactions, that's 200 HTTP round trips with serialization and deserialization at every step.

Playwright bypasses this entirely. It uses persistent WebSocket connections via the Chrome DevTools Protocol (CDP), maintaining a direct, always-open channel to the browser. Commands travel in milliseconds. No HTTP overhead. No per-command driver translation.

This is why the benchmark gap is not marginal. It's architectural.

XPath and CSS Selectors Are Structural Lies

Selenium's primary mechanism for finding elements on a page is XPath and CSS selectors. These selectors describe where an element is in the DOM structure, not what the element does or means to a user.

XPath was created in 1998. It was designed to navigate structured documents. The modern web is not a structured document. It's a dynamically generated, JavaScript-rendered, component-based interface where the same button might be div > section:nth-child(2) > button.cta-primary on one day and div > section:nth-child(3) > button.cta-primary after a developer moves a marketing banner to the top.

Your test didn't fail because the feature broke. It failed because someone moved a div.

Playwright locators, by contrast, use role-based and semantic selectors by default:

// Selenium — fragile structural locator
driver.findElement(By.xpath("//div[@class='container']//button[contains(@class,'submit')]"))

// Playwright — semantic, resilient locator
page.getByRole('button', { name: 'Submit' })

The semantic locator survives redesigns. The XPath doesn't.

No Auto-Waiting = Endless Timer Hell

In Selenium, you manage timing manually. You add WebDriverWait. You write ExpectedConditions. You add Thread.sleep() when you're frustrated at 4pm on a Friday (don't pretend you haven't). Every developer who's touched your Selenium suite has a different tolerance for flakiness, which means your waits are scattered, inconsistent, and completely untrustworthy.

// Selenium — manual, inconsistent, hope-driven
WebDriverWait wait = new WebDriverWait(driver, Duration.ofSeconds(10));
WebElement element = wait.until(ExpectedConditions.visibilityOfElementLocated(By.id("submit")));
element.click();// Playwright — auto-waiting built into every interaction
await page.click('#submit'); // Waits for visible, stable, enabled, not obscured — automatically

Playwright auto-waits before every action. It checks that the element is attached to the DOM, visible, stable (not animating), enabled, and not covered by another element. All of that, automatically, before every single interaction. No timers to tune. No flakiness from someone forgetting to add a wait.

No Built-In Reporting, No Built-In Parallelism, No Built-In Tracing

Out of the box, Selenium gives you browser automation and nothing else. You need TestNG or JUnit for test structure. You need Allure or ExtentReports for reporting. You need Selenium Grid to run tests in parallel. You need BrowserMob Proxy for network interception. You need a third-party integration for visual <u>regression testing</u>.

Every one of these additions is another dependency to configure, another version to keep in sync, another thing that breaks when a teammate upgrades a library.

Playwright ships with a built-in test runner, built-in parallelism, built-in trace viewer (a full step-by-step recording of test execution with screenshots, DOM snapshots, and network logs), built-in screenshot and video recording on failure, and built-in browser management that handles version compatibility automatically.

The setup comparison is stark:

Selenium setup checklist:

• Install Java/Python/Node

• Install WebDriver dependency

• Download ChromeDriver, match exact version to Chrome

• Configure browser options

• Set up a separate test runner (JUnit, TestNG, pytest)

• Set up reporting

• Configure Grid for parallel execution

• Add proxy for network interception

• Integrate <u>CI/CD testing</u> manually

Playwright setup:

npm init playwright@latest

That's it. Browsers, runners, tracing, parallelism — all bundled.

3. Who Should Actually Leave Selenium (And Who Shouldn't)

Let's be honest here, because most migration guides aren't.

You should migrate if:

Your flakiness rate is above 15%. If more than 1 in 7 of your test runs produces an unreliable result, you don't have a test suite — you have a random number generator. Playwright's auto-waiting eliminates the majority of timing-related flakiness that makes up most Selenium failures.

Your team spends more than 2 sprints per quarter fixing broken tests. That's maintenance you're doing instead of shipping coverage. This is recoverable time.

You're running a JavaScript/TypeScript, Python, Java, or C# stack and building modern SPAs. Playwright has production-ready bindings for all four. Its API is consistent across languages, meaning a Python QA engineer and a TypeScript developer can share the same page objects.

You're starting a new project from scratch. There is no defensible reason to start a new test suite in Selenium in 2026. None.

Your CI pipeline runs longer than 30 minutes for end-to-end tests. The execution time improvement from moving to Playwright's architecture, combined with its efficient parallel test isolation using browser contexts (which use 50–60% less memory than Selenium's one-browser-per-test model), will materially cut your pipeline time.

You should stay on Selenium if:

You still need to test Internet Explorer 11. Playwright doesn't support it. Selenium does. If you're in financial services or government with a legacy IE user base, you're stuck for now.

You have a stable suite of 5,000+ tests with a flakiness rate below 5%. Migration cost is real. If your existing suite is working, large-scale rewriting might cost more than it saves. The pragmatic play here is: don't migrate, but write all new tests in Playwright.

You have a mobile native app testing requirement centralized around Appium. Playwright handles mobile web emulation but not native iOS/Android apps. If your Selenium setup is tightly coupled with Appium for native mobile flows, a full migration is more complex.

Your regulatory or compliance environment mandates W3C WebDriver standard tooling. Some enterprise environments have vendor-mandated tooling or compliance requirements that make Selenium non-negotiable.

4. Playwright vs Selenium: Key Differences

For teams evaluating a selenium replacement or shaping their <u>QA strategy</u>, this side-by-side comparison covers the dimensions that matter most in day-to-day testing.

npm init playwright@latest

5. Best Selenium Alternatives in 2026

If you're evaluating selenium alternatives or looking for a selenium replacement, these are the options ranked honestly — not by marketing claims, but by where they actually fit.

Option 1: Playwright — Best Selenium Alternative for Most Teams

Best for: Teams testing modern web apps in any major language, teams with flaky test suites, teams that need speed, teams that want to eliminate the infrastructure overhead of Selenium Grid.

Why it wins: Playwright was built by former members of the Puppeteer team at Microsoft. They saw Selenium's limits, disagreed with Puppeteer's scope, and built the framework they wished existed. The result is an architecture that's native to the modern web: direct CDP communication, built-in auto-waiting, multi-language parity, and a trace viewer that makes debugging CI failures genuinely fast instead of guesswork.

In April 2025, Playwright surpassed Cypress in npm weekly downloads. By early 2026, TestGuild's survey of over 40,000 testers found Playwright usage exceeding Selenium for the first time — 45.1% adoption vs Selenium's 22.1%. Playwright has over 78,600 GitHub stars compared to Selenium's 32,000. The community momentum is unambiguous.

For a suite of ~1,000 tests, expect 8–12 weeks of migration time with a team of 2–3 engineers. AI-assisted migration tools can reduce that effort by approximately 30%.

Migration complexity: Medium. Selenium's Page Object Model patterns transfer directly to Playwright. Locator strategies are different but learnable in days, not weeks.

Option 2: Cypress — Good Selenium Alternative for JS-First Teams

Best for: JavaScript/TypeScript front-end teams that want exceptional developer experience and in-browser debugging. Excellent time-travel debugging with snapshots.

Why it works: Cypress runs inside the browser process, not through WebDriver. This gives it a uniquely powerful real-time debugging experience. The component testing story is strong, and the <u>CI/CD testing</u> integration is smooth.

Where it falls short: Cypress doesn't support multiple languages. If your team has Python or Java engineers, they're excluded. It also doesn't natively support multiple tabs or cross-origin scenarios without workarounds. It's also not keeping pace with Playwright's momentum — the State of JS 2025 showed a 19-point satisfaction gap (Playwright 91%, Cypress 72%).

Migration complexity: Medium-high for non-JS teams. Low for pure JavaScript teams.

Option 3: AI-Native Platforms (Testim, mabl, Momentic, ContextQA) — Selenium Replacement for Low-Code Teams

Best for: QA teams without deep engineering resources, organizations that want to eliminate test scripting entirely, teams where test maintenance has become a political problem.

Why it's compelling: These platforms offer self-healing tests — AI that automatically updates locators when the UI changes. They reduce scripting burden substantially and can be a fast path to higher automation coverage without hiring more SDETs.

Where it falls short: Cost scales quickly. You lose the flexibility of code. Debugging failures in a no-code environment is often harder than in code. And vendor lock-in is a real concern for anything mission-critical.

Migration complexity: Low scripting burden, higher learning curve for the platform itself.

Option 4: Cypress Component Testing + Playwright E2E (Hybrid)

Best for: Teams that want the best-in-class developer experience for component-level tests and a battle-tested E2E layer.

This is the emerging mature pattern: use Cypress component testing to validate individual UI components fast, use Playwright for end-to-end flows that need real browser fidelity across multiple pages. You get speed at the component layer and thoroughness at the integration layer, without forcing everything through a slow E2E runner.

6. The Phased Migration Playbook

Do not do a big-bang migration. Do not throw away your entire Selenium suite and rewrite from scratch. That path leads to months of zero coverage while you rebuild, followed by a deadline crunch where nobody has time to finish, followed by a situation where half your tests are Playwright, half are still Selenium, and both are poorly maintained.

Do it in phases.

Phase 0: Audit Before You Move (1 Week)

Before writing a single Playwright test, instrument your current Selenium suite. You need to know:

• Flakiness rate per test file.

  Which tests fail randomly more than 10% of runs? These are your migration priority — they have the highest cost and will show the most improvement.

• Execution time by module.

  Where is your CI spending the most time? These are your highest-leverage migration targets.

• Coverage gaps.

  What user journeys have zero automation? You might want to write these in Playwright first rather than migrating an old Selenium equivalent.

• Test count by stability.

  How many always pass? How many are disabled? How many require manual retries?

The disabled and skipped tests are your hidden debt. They represent coverage that disappeared silently.

Phase 1: Establish Playwright in Parallel (Weeks 1–3)

Don't touch your Selenium suite. Install Playwright alongside it. Set up the folder structure, the base test configuration, page object foundations, and <u>CI/CD testing</u> integration. Run a single critical user journey — login, checkout, onboarding — in Playwright and get it green in CI.

This does two things: it gives your team a working reference to learn from, and it proves to stakeholders that the migration is real and progressing.

tests/
  selenium/           ← don't touch yet
    checkout/
    auth/
  playwright/         ← start here
    checkout/         ← migrate the flakiest suite first
    auth/

Write a Playwright test for every new feature that ships during the migration period. No exceptions. New tests do not go into Selenium.

Phase 2: Migrate by Flakiness Priority (Weeks 4–10)

Take the flakiness report from Phase 0 and work through your Selenium tests from most-flaky to least-flaky. Migrate the top 20% of your tests by flakiness rate. These are the ones consuming the most maintenance time, the most re-run credits in CI, and the most engineering attention.

Don't translate Selenium code directly to Playwright line-by-line. That's the wrong move. Selenium tests are often written around Selenium's quirks — manually inserted waits, workarounds for stale element references, retry logic for timing issues. Those workarounds don't belong in Playwright. Rewrite the test logic as if the framework handles timing correctly, because it does.

// DON'T do this (Selenium patterns imported into Playwright)
await page.waitForTimeout(2000); // Never. Just never.
await page.waitForSelector('#submit', { state: 'visible' });
await page.click('#submit');

// DO this (Playwright-native)
await page.getByRole('button', { name: 'Submit' }).click(); // auto-waits. Done.

Run your migrated Playwright tests against the same environments as Selenium and compare pass rates. When Playwright's results are consistently more stable and faster, that's your data to accelerate the migration.

Phase 3: Retire Selenium Suite Module by Module (Weeks 8–16)

As Playwright tests prove stable in CI, archive the Selenium equivalents. Don't delete them immediately — archive them in a separate branch or directory. After 4 weeks of green Playwright results with no regressions, delete the Selenium equivalents.

Announce retirements in your team channel. It sounds silly but it creates accountability and visibility. "We just retired 120 Selenium tests this sprint. CI is now 12 minutes faster."

Phase 4: Remove the Selenium Infrastructure (Month 4+)

Once you're fully migrated, remove Selenium Grid, WebDriver dependencies, and any CI workers dedicated to Selenium execution. Reclaim that infrastructure cost. For teams running cloud Selenium grids (BrowserStack, Sauce Labs), this is often thousands of dollars per month freed up.

Update your onboarding documentation. Update your hiring criteria. "Experience with Playwright" replaces "Experience with Selenium" in your job descriptions. Your new hires will thank you.

7. What to Do With Your Existing Selenium Tests

This is where most migration guides lose people. "Just rewrite everything in Playwright" is advice that doesn't survive contact with a 3,000-test Selenium suite that's been running for 4 years.

Here's a more honest framework:

Tests that are stable and rarely change: Leave these in Selenium temporarily. They're not hurting you. Migrate them last, or accept that they'll live alongside Playwright for a while.

Tests that are flaky (>10% random failure rate): Migrate these immediately. They're your biggest pain point and they'll show the largest improvement.

Tests covering user journeys that are actively being developed: Migrate these next. New development will keep breaking Selenium tests anyway as the UI evolves. Migrating these to Playwright means future UI changes just work.

Tests covering deprecated or rarely-used features: Delete them. Don't migrate them. If nobody's noticed these journeys aren't being tested, they're not critical enough to maintain in any framework.

Disabled or skipped tests: Run a triage meeting. Decide: fix or delete. Never migrate a disabled test — you're just moving dead weight.

A practical observation: you don't need to migrate everything. Many successful teams run Playwright for all new tests and let the Selenium suite shrink organically as old tests are replaced by new Playwright coverage. If you have a 2,000-test Selenium suite and you're writing 50 new Playwright tests per sprint, you'll naturally retire most of the Selenium suite within 6–9 months without a formal migration project.

8. Common Migration Mistakes to Avoid

Mistake 1: Translating Selenium code line-by-line into Playwright

Selenium tests are full of workarounds. When you copy those workarounds into Playwright, you inherit the bugs without the framework justification for them. Rewrite tests using Playwright's idiomatic patterns. Use getByRole, getByText, getByLabel. Use auto-waiting. Don't import Selenium's defensive coding style into a framework that doesn't need it.

Mistake 2: Setting a big-bang migration deadline

"We'll migrate everything by Q3" creates pressure to cut corners, copy-paste tests badly, and produce a Playwright suite that's just as brittle as the Selenium suite you replaced. Phased migrations with clear quality gates produce better outcomes.

Mistake 3: Not updating your Page Object Model design

Your Selenium POM was designed around WebDriver's async model and Selenium's locator patterns. Playwright's POM is simpler. This is an opportunity to clean up years of accumulated structural debt — don't skip it.

Mistake 4: Keeping Selenium Grid alive "just in case"

Grid is expensive to maintain and creates an escape hatch that slows the migration. Set a date. Turn it off. Make the migration irreversible in a controlled way.

Mistake 5: Not measuring before and after

Migration without measurement is just expensive activity. Track flakiness rate, CI execution time, and test maintenance hours before you start. Measure them again at month 3. The numbers will make the case for the investment.

Mistake 6: Migrating tests that should be deleted

Some of your Selenium tests are testing things that don't need E2E coverage. Validating that a price calculation is correct? That should be a unit test. Checking that a role permission is enforced? That should be an API test. A migration is the right moment to ask: does this actually need a browser? If not, delete it.

9. Should You Switch from Selenium?

If you're weighing a switch as part of a broader <u>QA strategy</u> refresh, here's the distilled decision framework before diving into the final verdict.

Switch now if:

• You're starting a greenfield project — there is no justification for choosing Selenium in 2026 for a new test suite

• Your flakiness rate exceeds 15%, meaning test results are no longer reliable signals

• Your team spends more than 2 sprints per quarter on test maintenance instead of new coverage

• Your <u>CI/CD testing</u> pipeline exceeds 30 minutes for end-to-end tests and is blocking deployments

• You're running Selenium Grid and paying significant cloud infrastructure costs that could be eliminated

Stay on Selenium if:

• You have Internet Explorer 11 test requirements — Playwright does not support it

• You have a large (5,000+) stable, low-flakiness suite where migration ROI doesn't pencil out yet; in this case, write all new tests in Playwright without migrating the existing suite

• Your compliance environment mandates W3C WebDriver standard tooling

The short version: if Selenium is costing you engineering time, CI minutes, or team trust in test results, the switch pays for itself. If it isn't, migrate incrementally rather than at once.

10. Frequently Asked Questions

Q: Is Selenium dead in 2026?

No. Selenium is not dead. It's still the most widely installed browser automation framework on the planet, embedded in thousands of enterprise codebases. What it is, is stagnating. Its market share is declining year over year — TestGuild's 2026 survey found Playwright adoption at 45.1% vs Selenium's 22.1% for the first time in the survey's history. Selenium still makes sense in specific scenarios (legacy browser support, massive stable suites, regulatory mandates). For greenfield projects and teams struggling with flakiness, there is no good reason to choose Selenium in 2026.

Q: How long does a Selenium to Playwright migration take?

For a suite of approximately 1,000 tests with a 2–3 person team: expect 8–12 weeks. For a suite of 5,000+ tests: 4–6 months with a dedicated migration effort. AI-assisted migration tooling can reduce effort by roughly 30%. The right approach is phased — you don't need to complete everything before getting value.

Q: Can I run Selenium and Playwright side by side?

Yes, and this is the recommended approach. Start new tests in Playwright immediately. Migrate Selenium tests gradually. Most CI systems can run both suites in parallel. There's no technical reason you can't coexist — the practical reason to not drag it out is that maintaining two <u>test automation frameworks</u> adds cognitive overhead to your team.

Q: Will Playwright support multiple languages like Selenium?

Yes. Playwright officially supports JavaScript/TypeScript, Python, Java, and C#/.NET. The API is consistent across all four — same methods, same patterns, same capabilities. This is a deliberate design decision and a significant advantage over Cypress, which is JavaScript-only.

Q: Does Playwright work with CI/CD pipelines?

Playwright integrates natively with GitHub Actions, GitLab CI, CircleCI, Azure DevOps, Jenkins, and most other <u>CI/CD testing</u> platforms. It ships with GitHub Actions configuration out of the box via npx playwright install --with-deps. Trace files, screenshots, and videos are automatically saved on failure for debugging.

Q: What's the difference between Playwright and Cypress?

Architecture: Playwright uses CDP (Chrome DevTools Protocol) and communicates from outside the browser. Cypress runs tests inside the browser process. Language support: Playwright supports JS/TS, Python, Java, C#. Cypress is JavaScript/TypeScript only. Speed: Playwright is approximately 1.45× faster than Cypress, based on industry benchmarks. Multi-tab support: Playwright handles multiple tabs and cross-origin natively. Cypress requires workarounds. Community momentum: State of JS 2025 shows Playwright satisfaction at 91% vs Cypress at 72%, the widest gap ever recorded.

Q: Should I use Playwright or an AI testing platform?

Playwright is code-based, version-controlled, and gives you full control. AI testing platforms (Testim, mabl, Momentic) remove scripting burden but introduce vendor lock-in, cost at scale, and less debugging transparency. The right answer depends on your team: if you have skilled engineers who can maintain code, Playwright is almost always the better long-term choice. If your QA team lacks engineering depth and you need coverage fast, an AI platform can bridge the gap.

Q: My team is Java-based. Is Playwright worth adopting?

Yes. Playwright's Java bindings are production-ready and widely used in enterprise QA. The core API is identical to the JavaScript implementation, with Java-idiomatic patterns. Many teams with Java backends have migrated entirely to Playwright-Java and report the same stability improvements as JS teams, consistent with results reported across multiple teams.

11. Final Verdict

Here's the unvarnished truth: staying on Selenium in 2026 is a choice, and it's increasingly an expensive one.

Not expensive in license fees — Selenium is free. Expensive in engineering time, CI minutes, maintenance hours, debugging cycles, and the quiet confidence erosion that happens when your team stops trusting their own test results.

The migration isn't painless. Rewriting tests takes time. Changing habits takes time. Convincing stakeholders to invest engineering cycles in infrastructure takes a conversation. But the teams that have made this move — and the data from thousands of them is clear — report faster pipelines, lower flakiness, and QA engineers who are writing new coverage instead of fixing yesterday's broken selectors.

The decision framework is simple:

• New project? Playwright. No debate.

• Flakiness rate above 15%? Migrate. Start today.

• Large stable suite with no pain? Gradually transition, write nothing new in Selenium.

• Legacy browser requirements (IE11)? Stay on Selenium for those specific cases.

Stop treating your test suite as a sunk cost to protect. Treat it as engineering infrastructure that should accelerate your team, not tax it.

If you're rethinking your testing stack from the ground up — especially for mobile — it's worth looking at what modern AI-native platforms do differently. Quash, for instance, takes a different approach entirely: prompt-driven test generation, self-healing execution, and unified reporting that surfaces backend failures during mobile test runs, without requiring test scripts to be written or maintained. Not the answer for every team, but for mobile-first squads tired of brittle automation, it's the kind of tool that makes the Selenium pain feel even more unnecessary in hindsight.