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Vitest vs Jest 2026 has no universal speed winner: Vitest is the stronger default for new Vite, ESM, and TypeScript projects, while Jest remains safer for mature suites built around Jest-specific mocks, serializers, timers, or tooling. Choose Vitest for integration and watch-mode advantages, but benchmark your own repository before migrating.

Vitest’s current documented baseline is v4.1.10, and the current Jest documentation is versioned at Jest 30.4, according to the official project sites reviewed on August 18, 2026. Version numbers matter because migration behavior, coverage output, and configuration options change between major releases.

Key takeaways

  • Vitest v4.1.10 is the better starting point for many new Vite-based, ESM, TypeScript, and JSX projects because Vitest reuses Vite’s resolution and transformation pipeline.
  • Jest 30.4 remains a sensible choice for mature repositories that depend on Jest-specific plugins, custom snapshot serializers, legacy timers, automatic manual mocks, or established CI integrations.
  • No authoritative independent benchmark proves that Vitest is universally faster than Jest; startup, transformation, watch invalidation, test execution, environment setup, coverage, and reporting should be measured separately.
  • Vitest 4 migration requires Vite 6 or newer and Node.js 20 or newer, according to the official migration guide.
  • Jest-compatible APIs do not guarantee identical behavior: mock reset semantics, module-mock factories, __mocks__ handling, globals, timers, hooks, and types require review.
  • A staged proof of concept is safer than converting an entire monorepo in one pass.

What is the verdict in Vitest vs Jest 2026?

Choose Vitest by default for a new Vite application or a modern ESM/TypeScript codebase, and keep Jest when compatibility with a mature Jest ecosystem is more valuable than a new test pipeline. Vitest’s strongest advantages are shared Vite configuration, native positioning around ESM, TypeScript, and JSX, and dependency-aware watch behavior. Jest’s strongest advantages are maturity, broad tooling compatibility, and fewer changes for an established Jest repository.

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Vitest is not only for frontend projects. Vitest can run backend and Node code without a Vite application, although a non-Vite project may receive less benefit from sharing Vite’s resolver and transform pipeline. Conversely, Jest is not automatically the better choice for every CommonJS or ESM project; the correct decision depends on the repository’s transforms, package exports, mocks, environments, and CI setup.

Project situation Likely default Reason What to verify
New Vite React, Vue, Svelte, Astro, or Nuxt application Vitest One development, resolution, transformation, and testing pipeline Framework plugins, browser-like environment, coverage, and component cleanup
Large established Jest monorepo Jest initially Existing mocks, reporters, serializers, CI, and package configuration already work Measured watch latency and the cost of compatibility fixes
ESM-heavy library or service Benchmark both Vitest has a Vite-native ESM workflow, while Jest ESM support is configuration-dependent Conditional exports, .mjs/.cjs, dynamic imports, and Node version
Backend-only Node project Benchmark both Vitest works without Vite, but its integration advantage may be smaller Startup, worker behavior, transforms, and test execution time
Browser and device validation Use a browser runner as well Node and simulated DOM environments do not reproduce every real-browser behavior Vitest browser mode, Playwright/Cypress coverage, or a real-device service

What exactly are Jest and Vitest comparing?

Vitest vs Jest is a comparison of complete test systems, not just two command-line runners. The meaningful dimensions include test discovery, module resolution, transformation, worker isolation, mocking, fake timers, snapshots, coverage, browser-like environments, CI sharding, reporters, and ecosystem integrations.

Vitest is built around Vite and can reuse Vite configuration, plugins, resolution, and transformation behavior. The official Vitest site describes support for ESM, TypeScript, and JSX and emphasizes watch mode that reruns related tests. Vitest can also be used in backend projects that do not otherwise use Vite.

Jest is a standalone test platform with a mature collection of snapshots, mocks, environments, reporters, coverage integrations, and third-party tooling. The official Jest documentation currently identifies the documentation baseline as Jest 30.4.

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The architectural trade-off is therefore straightforward: Vitest can reduce duplicated configuration in a Vite application, while Jest may reduce migration risk in a repository whose behavior and tooling are already deeply coupled to Jest.

Is Vitest faster than Jest?

Sometimes, especially in startup, transformation, and watch-mode feedback, but the available research does not justify a universal “Vitest is faster” claim. A test suite dominated by expensive test bodies, browser setup, database work, snapshots, coverage, or teardown may show a much smaller difference than a transform-heavy Vite application.

A useful model is:

Ttotal = Tstartup + Tdiscovery + Ttransform + Tenvironment + Texecution + Tteardown + Treporting

Vitest can have an advantage in startup, transform reuse, and dependency-aware invalidation without being faster for every test body or every environment. A Node-only unit suite, a jsdom component suite, a browser-mode suite, and an end-to-end suite are different workloads and should not be combined into one unexplained number.

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What does the available 2026 case study show?

A SitePoint production-suite case study reports that Vitest 3.x outperformed Jest 30 with SWC in cold start, watch mode, CI, memory, and TypeScript transformation for a self-reported 50,000-test monorepo. The article reports one full-suite comparison of 14 minutes 22 seconds for Jest and 4 minutes 51 seconds for Vitest.

Those figures are useful as attributed case-study data, not as a universal benchmark. The comparison used one repository, one M3 Pro MacBook Pro, GitHub Actions runners, and five-run medians; the repository and harness are not independently verifiable from the case study. The comparison also changed more than the runner: Jest used SWC while Vitest used Vite’s default pipeline. The reported Vitest version was 3.x, whereas the current documented Vitest baseline reviewed on August 18, 2026 is v4.1.10.

Evidence What it supports What it does not prove
SitePoint’s 14:22 versus 4:51 case-study result Vitest can be substantially faster in at least one reported large monorepo configuration A universal speed ratio for all Jest and Vitest projects
Vitest’s Vite integration A plausible advantage when the application already depends on Vite resolution and transforms That every non-Vite or execution-heavy suite will improve
Watch-mode dependency tracking Potentially shorter affected-test feedback cycles Shorter full CI runtime or lower billed CI cost
Different coverage providers and remapping Coverage can change runtime and reported percentages That a changed percentage means tests became better or worse

How should you benchmark Jest and Vitest fairly?

A fair benchmark uses the same code, equivalent environments, equivalent parallelism, and multiple cold and warm runs. Do not compare Jest’s --runInBand with Vitest’s default worker pool, or compare a warm cache for one runner with a cold cache for the other.

Measure these scenarios

  1. Cold full-suite run: start a new process after documenting cache conditions. Compare commands such as time npx jest and time npx vitest run using equivalent worker settings.
  2. Warm full-suite run: repeat each command after dependencies and transforms are warm. Report median, minimum, maximum, and either standard deviation or interquartile range.
  3. Watch-mode latency: measure save-to-completion time for a leaf utility, a heavily imported shared module, a component, a configuration file, a test with no source dependency, and a change with many dependents.
  4. Transform-heavy tests: include TypeScript, TSX/JSX, ESM-only dependencies, path aliases, CSS or asset imports, and the project’s Babel, SWC, or Vite plugins where applicable.
  5. Environments: split node, jsdom, happy-dom where relevant, and real-browser execution. Do not use a Node-only result to represent React component testing.
  6. Coverage: run with coverage disabled and enabled. Instrumentation and source-map remapping can materially change the result.
  7. Memory: record peak resident memory for full-suite, watch, multi-worker, coverage, and monorepo runs.
  8. CI parallelism: compare equivalent worker counts, CPU allocations, shard counts, retries, and test distribution. Compare the slowest shard as well as total wall-clock time.

Record the benchmark conditions

Write down the Node.js version, operating system and architecture, CPU core count, memory, package-manager version, lockfile state, Jest version, Vitest version, transformers, test environment, worker count, shard count, coverage provider, reporter, cache state, and special flags such as --detectOpenHandles, --forceExit, or retries.

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Use the same test files and application commit. Keep coverage off for the primary speed comparison, then measure coverage separately. Run at least five times and report medians. Publish the harness or repository when possible, and investigate failures before excluding tests.

Scenario Jest measurement Vitest measurement Interpretation
Cold full suite Exact command, version, cache state Exact command, version, cache state Startup and discovery
Warm full suite Median of repeated runs Median of repeated runs Steady-state execution
Single-file watch Save-to-affected-tests time Save-to-affected-tests time Developer feedback loop
Shared-module change Time and affected-test count Time and affected-test count Dependency invalidation
Node environment Equivalent worker configuration Equivalent worker configuration Backend and pure unit tests
jsdom environment Equivalent DOM setup Equivalent DOM setup Component-like tests
Coverage Provider and remapping documented Provider and remapping documented Instrumentation overhead and report differences
Four-way CI shard Slowest shard and total time Slowest shard and total time Parallel throughput and balance
Peak memory Measured under the same workload Measured under the same workload Resource consumption

What are the main architecture differences?

Vitest’s central difference is Vite integration; Jest’s central advantage is independence from a particular application build pipeline. In a Vite application, sharing resolver and transform behavior can remove duplicated configuration and reduce “works in development but not in tests” discrepancies. In a non-Vite project, Vitest remains viable, but the shared-pipeline benefit needs to be measured rather than assumed.

Vitest’s own comparison documentation argues that using Jest alongside Vite can duplicate complexity. That is Vitest’s product position, not neutral benchmark evidence. Jest’s independence can be an advantage when the test system must remain stable while the application build system changes.

What are the biggest Jest-to-Vitest compatibility risks?

The riskiest migration problems are semantic, not syntactic. Replacing jest with vi may make a file compile while changing mock lifecycle, import shape, timer behavior, hook order, or cleanup.

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Globals

Jest exposes describe, it, test, expect, beforeEach, and afterEach as globals by default. Vitest does not enable globals by default. The preferred long-term migration is explicit imports:

import { describe, expect, it, vi } from 'vitest'

A temporary compatibility configuration is:

import { defineConfig } from 'vitest/config'

export default defineConfig({
  test: {
    globals: true,
  },
})

The official Vitest migration guide notes that libraries relying on automatic DOM cleanup can be affected when Vitest globals are disabled. Treat globals as a deliberate compatibility decision, not an incidental setting.

Mock APIs and reset behavior

Common first-pass replacements are:

jest.fn()              // vi.fn()
jest.mock()            // vi.mock()
jest.spyOn()           // vi.spyOn()
jest.clearAllMocks()   // vi.clearAllMocks()
jest.resetAllMocks()   // vi.resetAllMocks()
jest.restoreAllMocks() // vi.restoreAllMocks()

Jest and Vitest differ in mockReset(). Jest’s mockReset() replaces the implementation with an empty function that returns undefined. Vitest’s mockReset() restores the original implementation for a mock created with an implementation. A test that relies on the old implementation after reset needs an explicit replacement rather than a blind rename.

Module-mock factories and manual mocks

A Jest factory that returns a default value may need an explicit default property in Vitest:

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// Jest-style
jest.mock('./module', () => 'hello')

// Vitest-style
vi.mock('./module', () => ({
  default: 'hello',
}))

The exact rewrite depends on whether the module has default, named, or mixed exports. Jest also automatically loads __mocks__ in situations where Vitest does not. In Vitest, activate the mock explicitly with vi.mock() or through a setup file. Review import order and hoisting when a failure appears to involve a mock that is “too late.”

Fake timers

Vitest does not support Jest’s legacy fake timers. Timer-heavy suites should be migrated with focused tests for timer advancement, microtask flushing, recursive timers, mocked dates, cron-like scheduling, and event-loop ordering. A green mechanical replacement of jest.useFakeTimers() is not sufficient evidence of equivalence.

Hooks and teardown

Jest invokes hooks sequentially, while Vitest’s default hook behavior uses a stack. Vitest can be configured for list-style sequencing:

import { defineConfig } from 'vitest/config'

export default defineConfig({
  test: {
    sequence: {
      hooks: 'list',
    },
  },
})

Review hooks that return teardown functions, depend on ordering, or perform asynchronous cleanup. Also verify DOM cleanup explicitly when moving away from Jest globals.

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TypeScript types

Jest namespace types need corresponding Vitest types. For example:

// Jest
let fn: jest.Mock<(name: string) => number>

// Vitest
import type { Mock } from 'vitest'

let fn: Mock<(name: string) => number>

Search for jest.Mock, jest.Mocked, jest.SpyInstance, and jest.Matchers. Type names and generic details should be checked against the current Vitest API rather than replaced mechanically.

How do you migrate a Jest repository to Vitest?

Migrate one representative package first, prove behavioral and CI parity, then move package by package. A Vite project should reuse its existing configuration where appropriate; a non-Vite project should create an explicit Vitest configuration and validate resolution independently.

1. Check prerequisites

For the current Vitest 4 migration path, the official guide requires Vite 6 or newer and Node.js 20 or newer. Confirm the requirements in the current migration documentation before publishing or executing a migration plan. Distinguish a Jest-to-Vitest 4 migration from an older Vitest-to-Vitest 4 upgrade because the removed and changed options differ.

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2. Inventory the existing suite

Record the Jest version, Node version, package manager, test environments, Babel/SWC/ts-jest setup, aliases, setup files, manual mocks, custom serializers, fake timers, snapshots, reporters, projects, workspaces, coverage provider, and CI sharding and retry settings.

Repository searches should include:

jest.
jest/
jest.config
jest.Mock
jest.mock
jest.fn
jest.spyOn
jest.useFakeTimers
__mocks__
setupFilesAfterEnv
moduleNameMapper
transform

3. Create a proof-of-concept package

Choose a package with ordinary unit tests, one mock-heavy test, one snapshot, one asynchronous test, one timer test, one path-alias test, and one browser-like test if the repository uses a DOM environment. Avoid beginning with the most unusual package or the whole monorepo.

4. Install and configure Vitest

npm install --save-dev vitest

A minimal Node configuration is:

// vitest.config.ts
import { defineConfig } from 'vitest/config'

export default defineConfig({
  test: {
    environment: 'node',
  },
})

A browser-like configuration is:

// vitest.config.ts
import { defineConfig } from 'vitest/config'

export default defineConfig({
  test: {
    environment: 'jsdom',
  },
})

Install the environment package required by the chosen setup and verify the current version-specific documentation before pinning package versions. Run the first validation command before mass-editing tests:

npx vitest run

The first run should expose configuration, environment, alias, and import-resolution problems before test semantics become part of the debugging problem.

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5. Add scripts

{
  "scripts": {
    "test": "vitest",
    "test:run": "vitest run",
    "test:coverage": "vitest run --coverage"
  }
}

If coverage is required, install and configure the selected Vitest provider explicitly. The official Vitest coverage guide contains the version-specific provider package and configuration details.

6. Port configuration deliberately

Jest concern Vitest concern Migration action
jest.config.* vitest.config.* Use defineConfig from vitest/config; do not copy the file wholesale
testEnvironment test.environment Preserve Node or browser-like behavior
moduleNameMapper Vite resolve.alias or resolver settings Recheck regex behavior and package exports
transform Vite plugins and transform pipeline Port the intent, not the Jest transformer configuration
setupFilesAfterEnv Vitest setup files Verify setup order and cleanup
coverageProvider test.coverage.provider Install and configure the provider explicitly
projects Vitest projects or workspace configuration Recheck monorepo boundaries
snapshotSerializers Vitest snapshot configuration or plugins Validate custom serializer output
maxWorkers Vitest worker configuration Match actual CI CPU allocation
Jest reporters Vitest reporters Verify CI annotations and machine-readable output

Vitest 4 removed or changed several deprecated settings, including poolMatchGlobs, environmentMatchGlobs, older dependency options, and minWorkers. Use the current schema instead of copying Vitest 2 or 3 examples.

How do ESM and CommonJS affect the decision?

Vitest has a strong ESM-oriented workflow through Vite, but ESM is not configuration-free, and Jest ESM support should not be described as nonexistent. Check projects using "type": "module", .mjs, .cjs, .mts, .cts, conditional exports, ESM-only dependencies, import.meta.url, top-level await, dynamic imports, and CommonJS mocks of ESM modules.

Jest maintains a dedicated ECMAScript Modules guide, so Jest behavior depends on the exact Node, transformer, and module configuration. Vitest’s official site presents ESM, TypeScript, and JSX as native capabilities through its Vite-based pipeline, but package exports, aliases, plugins, and the dependency graph still determine whether a particular project works without changes.

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What should component and browser testing look like?

Neither Jest nor Vitest’s Node-based execution replaces real-browser testing for every application. Separate the testing layers:

  1. Unit tests executed in Node
  2. DOM simulation with jsdom or happy-dom
  3. Vitest browser mode or another browser execution mode
  4. End-to-end tests with Playwright, Cypress, or another browser runner
  5. Real-device and cross-browser testing where the product requires it

jsdom and similar environments do not implement a complete browser, including layout behavior. Vitest’s comparison documentation describes real-browser tools as complementary because real browsers expose APIs and behavior that simulated environments cannot. A faster Node or jsdom benchmark does not establish equivalent browser coverage.

How should coverage be compared after migration?

Compare coverage configuration and file-level results, not only the headline percentage. Coverage providers, instrumentation, source maps, include/exclude rules, generated files, and remapping behavior can change both runtime and reported percentages.

Vitest 4 changed V8 coverage remapping. A changed percentage after moving from Vitest 3 or from Jest does not automatically mean that tests were lost or that the new suite is less thorough. Compare the files and lines included, confirm thresholds, inspect source-map behavior, and rebaseline only after understanding the difference. Do not lower thresholds simply to make the migration pass.

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Which framework should you choose for CI?

Choose the runner that produces the best measured CI result after equivalent sharding, workers, coverage, retries, and reporting are applied. Local watch speed and CI wall-clock time are related but different outcomes.

CI may be dominated by dependency installation, database setup, browser startup, artifact upload, coverage, or an imbalanced shard. A faster local affected-test loop can coexist with unchanged total CI time. Measure install, startup, test execution, coverage, and artifact upload separately, and compare the slowest shard as well as the average.

GitHub’s 2026 Actions pricing announcement says runner-pricing changes took effect on January 1, 2026 and that most individuals and small teams would see no price increase. The practical lesson is that lower wall-clock time should not automatically be described as equal savings in billed CI cost; runner type, minutes, concurrency, and plan still matter.

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What are the most common migration failures?

Mocks compile but behavior changes

Check mockReset semantics, module-factory return shapes, automatic __mocks__, hoisting, import timing, and ESM/CommonJS boundaries. Isolate the smallest failing test, make the mock explicit with vi.mock(), return the correct named and default exports, and replace implicit reset behavior with an explicit implementation.

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DOM cleanup disappears

Disabled Vitest globals can expose setup assumptions made by libraries or test utilities. Prefer explicit imports and explicit cleanup, or temporarily enable globals: true while documenting the compatibility reason.

Vitest is slower than expected

Possible causes include worker settings, large setup files, expensive Vite plugins, browser-like environment overhead, coverage, test isolation, unbalanced shards, or a suite dominated by execution rather than transforms. Compare Node-only tests, coverage-off tests, worker counts, watch latency, and full-suite execution separately before deciding that migration failed. The Vitest CLI documentation and current performance guidance should be consulted for version-specific options.

ESM resolution breaks

Inspect the dependency’s exports map, port aliases using Vite-compatible resolution, and test Node and browser-like environments separately. Avoid blanket dependency inlining or externalization changes until their effects are measured.

CI does not improve

Separate install, startup, execution, coverage, and artifact timings. Check worker limits and shard balance, and compare the slowest shard rather than only the total average.

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When should you stay with Jest?

Stay with Jest when the suite is stable, fast enough, and heavily dependent on Jest-specific behavior or tooling. A migration is not automatically worthwhile if the repository uses custom snapshot serializers, unusual mocks, legacy fake timers, internal Jest APIs, vendor integrations, or mature CI sharding that would be difficult to reproduce.

Staying with Jest is also rational when the team cannot dedicate time to validating semantic changes. The absence of a migration is a valid engineering decision when the expected productivity or CI gain is too small to recover the migration cost.

When is a hybrid Jest and Vitest setup sensible?

A hybrid setup is sensible when a monorepo or product contains packages with different compatibility and architecture needs. New Vite packages can use Vitest while legacy packages remain on Jest. Teams can also migrate low-risk unit tests first while keeping browser, integration, or framework-specific suites on the existing runner temporarily.

Run both suites in CI during the transition, give each package an explicit command, and define the conditions for removing Jest. Avoid allowing two runners to silently test the same files with different assumptions; package boundaries and ownership should be clear.

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How do you calculate whether migration is worth it?

Estimate break-even using measured engineering cost and measured recurring savings. A useful calculation is:

Migration break-even time = engineering hours spent migrating ÷ hours saved per week

Include code changes, debugging, snapshot review, CI maintenance, developer retraining, and future compatibility work in migration hours. Include local feedback time, CI wall-clock time, billed CI time where relevant, and reduced flaky-test investigation in weekly savings only when those benefits are measured or defensibly estimated.

Criterion Suggested weight Question Evidence to use
Vite integration 20% Does sharing the application pipeline remove real configuration work? Resolver, plugin, and transform failures in the proof of concept
Existing Jest compatibility 20% How much behavior is tied to Jest? Mocks, timers, serializers, reporters, and internal APIs
Watch-mode speed 15% Does affected-test feedback improve materially? Repeated save-to-completion measurements
ESM and TypeScript workflow 15% Does the chosen pipeline reduce transform friction? Real aliases, exports, plugins, and representative imports
Mock and timer compatibility 10% Will semantic changes create hidden risk? Focused mock, timer, hook, and teardown tests
CI throughput 10% Does the full pipeline become faster or cheaper? Slowest shard, total time, memory, coverage, and billed usage
Ecosystem and tooling fit 10% Does the project’s surrounding tooling support the choice? Framework, reporter, visual-testing, and vendor integrations

Use the weights as a starting point, not as a universal score. Replace empty scores with evidence from the repository’s proof of concept.

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What adjacent services solve problems Jest and Vitest do not?

Paid services are optional and solve adjacent problems rather than replacing either test runner. GitHub Actions can provide CI execution, matrices, sharding, and reproducible benchmark runs. Teams with Storybook may use Chromatic’s Vitest CI integration for visual regression and UI review; Chromatic’s pricing page showed $0/month for 5,000 billed snapshots, $179/month for 35,000, and $399/month for 85,000 during the August 18, 2026 research pass, so pricing should be rechecked before purchase.

Teams that need real browsers or devices may evaluate BrowserStack’s current plans. The retrieved pricing pages show multiple products and billing views, including annual-billing signals around $59/month for Chrome automation and $99/month for desktop automation, but the final price depends on product, plan, users, parallelism, geography, and billing term. Neither Chromatic nor BrowserStack is necessary for a backend-only unit-test migration.

Recommended migration checklist

  • Record exact Jest, Vitest, Node, Vite, transformer, environment, coverage, and package-manager versions.
  • Inventory mocks, timers, serializers, setup files, aliases, snapshots, projects, reporters, and CI sharding.
  • Confirm Node.js 20 or newer and Vite 6 or newer for the Vitest 4 migration path.
  • Benchmark cold runs, warm runs, watch latency, environments, coverage, memory, and equivalent CI shards.
  • Create a proof of concept containing ordinary, mock-heavy, snapshot, asynchronous, timer, alias, and DOM tests.
  • Run npx vitest run before mass-editing test files.
  • Prefer explicit Vitest imports; use globals: true only as a documented compatibility step.
  • Review mock reset behavior, module factories, manual mocks, timers, hooks, cleanup, types, and ESM/CJS imports manually.
  • Compare pass/fail results, snapshots, coverage files, memory, watch latency, CI duration, and flaky-test rates.
  • Migrate package by package and keep a rollback path until CI and behavioral parity are established.

Frequently Asked Questions

Does Vitest replace Jest completely in 2026?

Vitest does not replace Jest in every project in 2026. Vitest is a strong default for new Vite and modern ESM/TypeScript projects, while Jest remains appropriate for mature repositories with Jest-specific tooling or behavior.

Can Vitest run without Vite?

Yes. Vitest can run backend and Node projects that do not use Vite, although those projects may receive less benefit from sharing Vite’s application resolution and transformation pipeline.

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Is Jest compatible with ESM?

Jest supports ECMAScript Modules through a version- and configuration-dependent workflow documented in its dedicated ESM guide. ESM behavior depends on Node, transforms, package exports, and the project’s module configuration.

Do Jest tests work in Vitest without code changes?

Many common Jest tests need only import and API-name changes, but Jest and Vitest are not behavior-identical. Mock reset semantics, module factories, automatic __mocks__, legacy timers, globals, hook sequencing, types, and cleanup can require manual changes.

Should a team migrate to Vitest only to reduce CI cost?

A team should migrate for CI savings only after measuring equivalent worker counts, shard balance, coverage, retries, reporting, and total billed usage. Faster local watch mode does not guarantee lower CI cost.

The Bottom Line

Bottom line: Vitest is the better default for new Vite-based and modern ESM/TypeScript projects, but Jest remains the lower-risk choice for mature Jest repositories with deep compatibility requirements. Do not choose from a headline benchmark. Run a representative proof of concept, measure cold and warm execution plus watch and CI behavior, audit semantic differences, and migrate incrementally only when the measured improvement exceeds the engineering cost.

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