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Performance

· 15 checks — Lighthouse + waterfall + sustainability rolled into one auditable list.
SCORE
66
GRADE
D
FIX
5
REVIEW
2
PASS
6
INFO
2

Performance-focused optimization plan with CWV assessment, top offenders, and time estimates

Mobile Desktop
42
Performance Overall performance score (0–100) based on Core Web Vitals and other metrics. 90+ is good.
100
Accessibility Measures how accessible the page is for users with disabilities. Checks color contrast, ARIA labels, and semantic HTML.
96
Best Practices Checks for modern web development best practices including HTTPS, no console errors, and secure JavaScript.
91
SEO Measures basic SEO optimizations: meta tags, crawlability, link text, and mobile friendliness.

First Contentful Paint First Contentful Paint — how long until the browser renders the first piece of content. Under 1.8s is good.

6.15 s

Largest Contentful Paint Largest Contentful Paint — how long until the largest visible element loads. Under 2.5s is good.

7.69 s

Total Blocking Time Total Blocking Time — total time the main thread was blocked, preventing user input. Under 200ms is good.

0 ms

Cumulative Layout Shift Cumulative Layout Shift — measures visual stability. How much the page layout shifts during loading. Under 0.1 is good.

0.267

Speed Index Speed Index — how quickly content is visually displayed during load. Under 3.4s is good.

9.86 s

Time to Interactive Time to Interactive — how long until the page is fully interactive and responds to user input. Under 3.8s is good.

7.74 s

Page Load Progression

1.5 s
3.1 s
4.6 s
6.1 s
7.6 s
9.2 s
10.7 s
12.2 s
Checks
15
6 PASS 2 REVIEW 5 FIX
F
Page Weight Budget
Action
6.6 MB transferred, 128 requests
FIX
6.6 MB transferred, 128 requests
Critical::
Page weighs 12.6 MB (6.6 MB transferred)
Warning::
Images are 2.6 MB — compress or use modern formats
Convert images to WebP/AVIF and resize to display dimensions to reduce transfer size.
Got: 2.6 MB
Warning::
JavaScript is 2.4 MB — consider code splitting or lazy loading
Large JavaScript bundles delay interactivity. Split code by route or defer non-critical scripts.
Got: 2.4 MB
Info::
Fonts are 1.4 MB — consider subsetting or using system fonts
Subset fonts to include only used characters, or switch to system font stacks.
Got: 1.4 MB
Warning::
128 HTTP requests — consider bundling or reducing
Each request adds latency. Bundle small files, use sprites, or eliminate unnecessary requests.
Info::
Estimated 1.4 g CO2 per page load
6.6 MB / 2.4 MB budget
6.6 MB transferred
128 requests
1.4 g CO2 per page load
Images 2.6 MiB 40%
JavaScript 2.4 MiB 37%
Fonts 1.4 MiB 21%
Other 85.4 KiB 1%
Other 61.5 KiB 1%
CSS 5.1 KiB 0%
HTML 4.0 KiB 0%
Other 322 B 0%
0 2.4 MB 4.9 MB
Over budget

Convert images to WebP/AVIF and resize to display dimensions to reduce transfer size.

Why this matters

Image bandwidth is high — modern formats (WebP/AVIF) and resizing typically cut it 50%+.

Source: web.dev

Large JavaScript bundles delay interactivity. Split code by route or defer non-critical scripts.

Why this matters

JavaScript bundle is large — code-split routes and lazy-load off-screen components to defer.

Source: web.dev

Subset fonts to include only used characters, or switch to system font stacks.

Why this matters

Font payload is large — subset to used glyphs only, or fall back to system fonts (zero load time).

Source: web.dev font loading

Each request adds latency. Bundle small files, use sprites, or eliminate unnecessary requests.

Why this matters

High HTTP request count — bundling, sprite-ing, and HTTP/2 server push can reduce per-request overhead.

Source: web.dev

D
Third-Party Impact
Action
100% third-party, 0 ms blocking
FIX
100% third-party, 0 ms blocking
Warning::
Third-party code accounts for 100% of page weight (6.6 MiB of 6.6 MiB)
Info::
Third-party blocking time is low (0 ms)
100%
First-party Third-party
F
JS Bundles
Action
16 scripts, 1.4 MB unused
FIX
16 scripts, 1.4 MB unused
Warning::
https://www.kaggle.com/static/assets/app.js?v=b2dc...: 732 KB unused (69%)
Consider code splitting or tree shaking to reduce unused code.
Warning::
https://www.kaggle.com/static/assets/vendor.js?v=f...: 477 KB unused (51%)
Consider code splitting or tree shaking to reduce unused code.
Warning::
https://apis.google.com/_/scs/abc-static/_/js/k=ga...: 80 KB unused (75%)
Consider code splitting or tree shaking to reduce unused code.
Warning::
https://accounts.google.com/gsi/client: 80 KB unused (83%)
Consider code splitting or tree shaking to reduce unused code.
Warning::
https://www.googletagmanager.com/gtag/js?id=G-T7QH...: 63 KB unused (40%)
Consider code splitting or tree shaking to reduce unused code.
Info::
Total unused JavaScript: 1.4 MB
1462 KB unused JavaScript

Downloaded but never executed on this page.

ScriptSizeUnusedMinifiedParty
https://www.kaggle.com/static/assets/app.js?v=b2dca7301fc0aab71062 KB732 KB (69%)✓3rd
https://www.kaggle.com/static/assets/vendor.js?v=f36df333f5148fa7967 KB477 KB (51%)✓3rd
https://apis.google.com/_/scs/abc-static/_/js/k=gapi.lb.en.PJsh2cctCQI.O/m=auth2,client/rt=j/sv=1/d=1/ed=1/rs=AHpOoo_QlMhY2cycn60Rs8eI1WInRwuahw/cb=gapi.loaded_0?le=scs,fedcm_migration_mod108 KB80 KB (75%)✓3rd
https://accounts.google.com/gsi/client96 KB80 KB (83%)✓3rd
https://www.googletagmanager.com/gtag/js?id=G-T7QHS60L4Q158 KB63 KB (40%)✓3rd
https://www.kaggle.com/static/assets/9469.dabe1046ea806696.js43 KB30 KB (70%)✓3rd
https://www.kaggle.com/static/assets/5585.bb34d17aace054f8.js5 KB—✓3rd
https://www.kaggle.com/static/assets/6452.2764ec5b92b0731e.js5 KB—✓3rd
https://apis.google.com/js/api.js6 KB—✓3rd
https://www.kaggle.com/static/assets/2618.024f3891abf775f5.js3 KB—✓3rd

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

F
Page Weight Inventory
Action
128 resources · 6.6 MB · 1.4 MB savings available
FIX
128 resources · 6.6 MB · 1.4 MB savings available
Warning::
Page weight 5.6 MB over 1MB target
Got: 6.6 MB Expected: ≤ 1 MB
Info::
~1.4 MB of savings available
Warning::
127 third-party resources (100% of weight)
Info::
5 resources over 200KB
128 resources · 6.6 MiB · 127 third-party 5.6 MiB over 1MB target
Image 40% · 2.6 MiB
JavaScript 37% · 2.4 MiB
Font 21% · 1.4 MiB
Other 1% · 86.7 KiB
Document 1% · 56.4 KiB
CSS 0% · 5.1 KiB

~1.4 MiB of savings available

Remove unused JavaScript: 1.4 MiB
F
HTTP Caching
Action
No cache headers
FIX
No cache headers
Warning::
No Cache-Control header found
Browsers will use heuristic caching, which can be unpredictable. Set explicit cache headers.

No Cache-Control header

Adding a Cache-Control header can significantly improve repeat-visit performance.

C
Image Optimization
Action
68 images, 0 KB saveable
REVIEW
68 images, 0 KB saveable
Warning::
https://www.kaggle.com/static/images/site-logo.svg is missing width/height — may cause layout shift
Set explicit width and height to prevent CLS.
Warning::
https://www.kaggle.com/static/images/home/logged-o... is missing width/height — may cause layout shift
Set explicit width and height to prevent CLS.
Warning::
https://www.kaggle.com/static/images/home/logged-o... is missing width/height — may cause layout shift
Set explicit width and height to prevent CLS.
Warning::
https://www.kaggle.com/static/images/home/logged-o... is missing width/height — may cause layout shift
Set explicit width and height to prevent CLS.
Warning::
https://www.kaggle.com/static/images/home/logged-o... is missing width/height — may cause layout shift
Set explicit width and height to prevent CLS.
Warning::
https://www.kaggle.com/static/images/home/logged-o... is missing width/height — may cause layout shift
Set explicit width and height to prevent CLS.
68 images 2.6 MB
0 oversized -0 KB
67 legacy format
6 missing dimensions CLS risk

Set explicit width and height to prevent CLS.

Why this matters

Image without explicit width/height — browser can't reserve space; CLS jumps when image loads.

Source: web.dev / Core Web Vitals

Set explicit width and height to prevent CLS.

Why this matters

Image without explicit width/height — browser can't reserve space; CLS jumps when image loads.

Source: web.dev / Core Web Vitals

Set explicit width and height to prevent CLS.

Why this matters

Image without explicit width/height — browser can't reserve space; CLS jumps when image loads.

Source: web.dev / Core Web Vitals

Set explicit width and height to prevent CLS.

Why this matters

Image without explicit width/height — browser can't reserve space; CLS jumps when image loads.

Source: web.dev / Core Web Vitals

Set explicit width and height to prevent CLS.

Why this matters

Image without explicit width/height — browser can't reserve space; CLS jumps when image loads.

Source: web.dev / Core Web Vitals

Set explicit width and height to prevent CLS.

Why this matters

Image without explicit width/height — browser can't reserve space; CLS jumps when image loads.

Source: web.dev / Core Web Vitals

C
JS Execution Cost
Action
1557ms total JS execution
REVIEW
1557ms total JS execution
Warning::
https://www.kaggle.com/static/assets/app.js?v=b2dc...: 895ms CPU time
Warning::
Unattributable: 292ms CPU time
Info::
https://www.kaggle.com/: 180ms CPU time
Info::
https://www.kaggle.com/static/assets/vendor.js?v=f...: 137ms CPU time
Info::
https://www.googletagmanager.com/gtag/js?id=G-T7QH...: 52ms CPU time
Warning::
Third-party scripts: 1557ms (100% of total)

Main Thread Breakdown

Script Evaluation 50% Other 18% Script Parsing & Compilation 17% Style & Layout 9%
ScriptTotalScriptingParse/CompileParty
https://www.kaggle.com/static/assets/app.js?v=b2dca7301fc0aab7895ms672ms128ms3rd
Unattributable292ms43ms0ms3rd
https://www.kaggle.com/180ms14ms1ms3rd
https://www.kaggle.com/static/assets/vendor.js?v=f36df333f5148fa7137ms11ms105ms3rd
https://www.googletagmanager.com/gtag/js?id=G-T7QHS60L4Q52ms24ms16ms3rd
A+
Text Compression
All text resources are compressed
PASS
All text resources are compressed
Info::
All text resources are compressed
All text resources are properly compressed.
A+
Font Loading
3 fonts (1403 KB)
PASS
3 fonts (1403 KB)
Info::
3 font(s) use font-display: swap (FOUT risk but functional)

Web fonts

3

1403 KB total

Render-blocking

0

of 3

Dominant font-display

swap

Most common across fonts

Font loading timeline
Transfer FOIT (block) FOUT (swap)
0 ms 2.0 s 4.0 s 6.0 s 8.0 s 10.0 s 12.0 s FCP 6.1 s LCP 7.7 shttps://fonts.gstatic.com/s/inter/v20/UcC73FwrK3iLTeHuS_nVMrMxCp50SjIa1ZL7W0Q5nw.woff2UcC73FwrK3iLTeHuS_nVMrM... https://fonts.gstatic.com/s/inter/v20/UcC73FwrK3iLTeHuS_nVMrMxCp50SjIa1ZL7W0Q5nw.woff2 — 47.3 KiB — 8 ms — font-display: swaphttps://use.typekit.net/af/37ff2c/00000000000000003b9b2a25/27/l?primer=7cdcb44be4a7db8877ffa5c0007b8dd865b3bbc383831fe2ea177f62257a9191&fvd=n7&v=3l https://use.typekit.net/af/37ff2c/00000000000000003b9b2a25/27/l?primer=7cdcb44be4a7db8877ffa5c0007b8dd865b3bbc383831fe2ea177f62257a9191&fvd=n7&v=3 — 37.2 KiB — 94 ms — font-display: swaphttps://fonts.gstatic.com/s/googlesymbols/v419/HhyqU5Ak9u-oMExPeInvcuEmPosC9zS3FYkFU68cPrjdKM1XMoDZlWmzc3IiWvF1SbxVhQidBnv_C-yl9mm4Tw.woff2HhyqU5Ak9u-oMExPeInvcuE... https://fonts.gstatic.com/s/googlesymbols/v419/HhyqU5Ak9u-oMExPeInvcuEmPosC9zS3FYkFU68cPrjdKM1XMoDZlWmzc3IiWvF1SbxVhQidBnv_C-yl9mm4Tw.woff2 — 1.3 MiB — 214 ms — font-display: swap
UcC73FwrK3iLTeHuS_nVMrM... woff2 swap
Size 47 KB
Load time 8 ms
Start 11.4 s
Risk FOUT — text flashes from fallback to web font
l woff2 swap
Size 37 KB
Load time 94 ms
Start 11.8 s
Risk FOUT — text flashes from fallback to web font
HhyqU5Ak9u-oMExPeInvcuE... woff2 swap
Size 1319 KB
Load time 214 ms
Start 11.8 s
Risk FOUT — text flashes from fallback to web font
  • Subset this font — over 100 KB suggests Latin Extended or full glyph coverage that most pages don't need
Optimization checklist
  • Preload critical fonts (priority=high)
  • Use woff2 format for all fonts
  • Set font-display to swap, optional, or fallback
  • Subset large fonts (≤100 KB each)

Fixing the unchecked items could save ~659 KB and ~1318 ms

A+
Resource Caching
All resources properly cached
PASS
All resources properly cached
Info::
No caching issues found
All static resources have appropriate caching headers.
A+
Critical Rendering Path
No render-blocking resources
PASS
No render-blocking resources
Info::
No render-blocking resources detected
A+
Resource Hints
No optimization needed
PASS
No optimization needed
Info::
No resource hint issues
A+
Green Hosting
Whether the site is served from green-energy infrastructure
PASS

Green Hosting

This site is hosted on green energy infrastructure

Provider: Google Cloud

Network Waterfall
128 requests over 12747ms
INFO
0 ms 2.0 s 4.0 s 6.0 s 8.0 s 10.0 s 12.0 s FCP 6.1 s LCP 7.7 shttps://kaggle.com// https://kaggle.com/ — 302 — 1011 B — 190 ms — h2https://www.kaggle.com/www.kaggle.com/ https://www.kaggle.com/ — 200 — 4.0 KiB — 147 ms — h2https://accounts.google.com/gsi/clientaccounts.google.com/gsi/client https://accounts.google.com/gsi/client — 200 — 96.1 KiB — 308 ms — h2https://fonts.googleapis.com/css?family=Inter:400,400i,500,500i,600,600i,700,700i&display=swapfonts.googleapis.com/css?family=Int... https://fonts.googleapis.com/css?family=Inter:400,400i,500,500i,600,600i,700,700i&display=swap — 200 — 1.0 KiB — 129 ms — h2https://fonts.googleapis.com/css2?family=Google+Symbols:FILL@0..1&display=blockfonts.googleapis.com/css2?family=Go... https://fonts.googleapis.com/css2?family=Google+Symbols:FILL@0..1&display=block — 200 — 919 B — 121 ms — h2https://www.kaggle.com/static/assets/app.css?v=a53f951c511cf82ewww.kaggle.com/static/assets/app.cs... https://www.kaggle.com/static/assets/app.css?v=a53f951c511cf82e — 200 — 770 B — 12 ms — h2https://www.kaggle.com/static/assets/runtime.js?v=16c84880ce9121aewww.kaggle.com/static/assets/runtim... https://www.kaggle.com/static/assets/runtime.js?v=16c84880ce9121ae — 200 — 6.7 KiB — 13 ms — h2https://www.kaggle.com/static/assets/vendor.js?v=f36df333f5148fa7www.kaggle.com/static/assets/vendor... https://www.kaggle.com/static/assets/vendor.js?v=f36df333f5148fa7 — 200 — 967.1 KiB — 134 ms — h2https://www.kaggle.com/static/assets/app.js?v=b2dca7301fc0aab7www.kaggle.com/static/assets/app.js... https://www.kaggle.com/static/assets/app.js?v=b2dca7301fc0aab7 — 200 — 1.0 MiB — 149 ms — h2https://www.kaggle.com/static/json/manifest.jsonwww.kaggle.com/static/json/manifest... https://www.kaggle.com/static/json/manifest.json — 200 — 322 B — 16 ms — h3https://use.typekit.net/tql2nih.cssuse.typekit.net/tql2nih.css https://use.typekit.net/tql2nih.css — 200 — 983 B — 25 ms — h2https://fonts.googleapis.com/css2?family=Roboto+Mono:ital,wght@0,100..700;1,100..700fonts.googleapis.com/css2?family=Ro... https://fonts.googleapis.com/css2?family=Roboto+Mono:ital,wght@0,100..700;1,100..700 — 200 — 799 B — 10.0 s — h2https://fonts.googleapis.com/css2?family=Google+Symbols:wght,FILL@400..700,0..1fonts.googleapis.com/css2?family=Go... https://fonts.googleapis.com/css2?family=Google+Symbols:wght,FILL@400..700,0..1 — 200 — 508 B — 10.1 s — h2https://p.typekit.net/p.css?s=1&k=tql2nih&ht=tk&f=40891.40892.40899.40904&a=20839353&app=typekit&e=cssp.typekit.net/p.css?s=1&k=tql2nih&h... https://p.typekit.net/p.css?s=1&k=tql2nih&ht=tk&f=40891.40892.40899.40904&a=20839353&app=typekit&e=css — 200 — 172 B — 31 ms — h2https://www.googletagmanager.com/gtag/js?id=G-T7QHS60L4Qwww.googletagmanager.com/gtag/js?id... https://www.googletagmanager.com/gtag/js?id=G-T7QHS60L4Q — 200 — 157.9 KiB — 262 ms — h2https://apis.google.com/js/api.jsapis.google.com/js/api.js https://apis.google.com/js/api.js — 200 — 6.2 KiB — 116 ms — h2https://www.kaggle.com/api/i/users.UsersService/GetClientFeatureFlagswww.kaggle.com/api/i/users.UsersSer... https://www.kaggle.com/api/i/users.UsersService/GetClientFeatureFlags — 200 — 1.4 KiB — 128 ms — h3https://apis.google.com/_/scs/abc-static/_/js/k=gapi.lb.en.PJsh2cctCQI.O/m=auth2,client/rt=j/sv=1/d=1/ed=1/rs=AHpOoo_QlMhY2cycn60Rs8eI1WInRwuahw/cb=gapi.loaded_0?le=scs,fedcm_migration_modapis.google.com/_/scs/abc-static/_/... https://apis.google.com/_/scs/abc-static/_/js/k=gapi.lb.en.PJsh2cctCQI.O/m=auth2,client/rt=j/sv=1/d=1/ed=1/rs=AHpOoo_QlMhY2cycn60Rs8eI1WInRwuahw/cb=gapi.loaded_0?le=scs,fedcm_migration_mod — 200 — 108.3 KiB — 14 ms — h2https://www.google-analytics.com/g/collect?v=2&tid=G-T7QHS60L4Q&gtm=45je64h1v9104087209za200zd9104087209&_p=1776805883572&gcd=13l3l3l3l1l1&npa=0&dma=0&are=1&cid=275055043.1776805884&frm=0&pscdl=noapi&rcb=18&sr=800x600&uaa=x86&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uam=&uamb=0&uap=macOS&uapv=10.15.7&uaw=0&ul=en-us&_s=1&tag_exp=0~115938466~115938469~117266401&sid=1776805884&sct=1&seg=0&dl=https%3A%2F%2Fwww.kaggle.com%2F&dt=Kaggle%3A%20The%20World%E2%80%99s%20AI%20Proving%20Ground&dp=%2F&en=page_view&_fv=1&_nsi=1&_ss=1&_ee=1&ep.optimize_id=GTM-52LNT9S&ep.displayFeaturesTask=&ep.content_group1=Home&ep.variant=2023&ep.anon=true&up.logged_in=false&tfd=11108www.google-analytics.com/g/collect?... https://www.google-analytics.com/g/collect?v=2&tid=G-T7QHS60L4Q&gtm=45je64h1v9104087209za200zd9104087209&_p=1776805883572&gcd=13l3l3l3l1l1&npa=0&dma=0&are=1&cid=275055043.1776805884&frm=0&pscdl=noapi&rcb=18&sr=800x600&uaa=x86&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uam=&uamb=0&uap=macOS&uapv=10.15.7&uaw=0&ul=en-us&_s=1&tag_exp=0~115938466~115938469~117266401&sid=1776805884&sct=1&seg=0&dl=https%3A%2F%2Fwww.kaggle.com%2F&dt=Kaggle%3A%20The%20World%E2%80%99s%20AI%20Proving%20Ground&dp=%2F&en=page_view&_fv=1&_nsi=1&_ss=1&_ee=1&ep.optimize_id=GTM-52LNT9S&ep.displayFeaturesTask=&ep.content_group1=Home&ep.variant=2023&ep.anon=true&up.logged_in=false&tfd=11108 — 204 — 48 B — 120 ms — h2https://www.kaggle.com/api/i/diagnostics.MetricsService/RecordPageLoadMetricswww.kaggle.com/api/i/diagnostics.Me... https://www.kaggle.com/api/i/diagnostics.MetricsService/RecordPageLoadMetrics — 200 — 24 B — 127 ms — 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https://github.com/Arturus/kaggle-web-traffic/blob/master/images/training.png?raw=true — 302 — 4.8 KiB — 237 ms — h2https://i.imgur.com/z62wCWj.pngi.imgur.com/z62wCWj.png https://i.imgur.com/z62wCWj.png — 200 — 212.9 KiB — 597 ms — h2https://github.com/Arturus/kaggle-web-traffic/raw/refs/heads/master/images/from_past.pnggithub.com/Arturus/kaggle-web-traff... https://github.com/Arturus/kaggle-web-traffic/raw/refs/heads/master/images/from_past.png — 302 — 4.0 KiB — 6 ms — h2https://raw.githubusercontent.com/Arturus/kaggle-web-traffic/refs/heads/master/images/from_past.pngraw.githubusercontent.com/Arturus/k... https://raw.githubusercontent.com/Arturus/kaggle-web-traffic/refs/heads/master/images/from_past.png — 200 — 27.7 KiB — 19 ms — h2https://github.com/Arturus/kaggle-web-traffic/raw/refs/heads/master/images/autocorr.pnggithub.com/Arturus/kaggle-web-traff... https://github.com/Arturus/kaggle-web-traffic/raw/refs/heads/master/images/autocorr.png — 302 — 4.0 KiB — 5 ms — 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HTML JavaScript CSS Images Fonts XHR/Fetch Other
Third-Party Script Cost
Per-script blocking time, transfer cost, and cache headers
INFO
100% of JavaScript execution is third-party
First-party Third-party 1557ms · 2191KB · $21/mo
www.kaggle.com
Other
Costly
Execution 895ms
Transfer 1062 KB
Unused 69%
Monthly Cost $12/mo
Unattributable
Other
Costly
Execution 292ms
Transfer 0 KB
Monthly Cost $4/mo
www.kaggle.com
Other
Optional
Execution 180ms
Transfer 4 KB
Monthly Cost $2/mo
www.kaggle.com
Other
Optional
Execution 137ms
Transfer 967 KB
Unused 51%
Monthly Cost $2/mo
Google Tag Manager
Tag Manager
Optional
Execution 52ms
Transfer 158 KB
Unused 40%
Monthly Cost $1/mo

These scripts may cost more than they're worth

  • www.kaggle.com adds 895ms and costs ~$12/month
  • Unattributable adds 292ms and costs ~$4/month

100% of JavaScript execution time is spent on third-party scripts. Consider auditing which scripts are essential.

Why this matters

When third-party JS execution time exceeds your own, performance gains from frontend work are capped by code you don't own.

Learn more ▾

Every millisecond of third-party JS competes with your own for main-thread time. If their share is bigger than yours, optimization on your code base barely moves the needle. Audit, defer, or remove third-parties before further frontend optimization. Use Lighthouse's third-party audit to identify the worst offenders.

Source: web.dev

www.kaggle.com takes 895ms of CPU time. Consider loading it asynchronously or replacing it with a lighter alternative.

Why this matters

This script has high main-thread execution time — optimize hot paths or defer.

Source: web.dev

69% of www.kaggle.com's code is unused. The script may be loading features you don't use.

Why this matters

Bundle has high unused-code ratio — tree-shaking and route-splitting recover the wasted bytes.

Source: web.dev

Unattributable takes 292ms of CPU time. Consider loading it asynchronously or replacing it with a lighter alternative.

Why this matters

This script has high main-thread execution time — optimize hot paths or defer.

Source: web.dev

51% of www.kaggle.com's code is unused. The script may be loading features you don't use.

Why this matters

Bundle has high unused-code ratio — tree-shaking and route-splitting recover the wasted bytes.

Source: web.dev

How third-party costs are calculated

All checks on this page are automated. Results are estimates - run targeted manual reviews when the score affects a release decision.

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