Botasaurus on the same 30 public sites

21 of 30 DOM captures met the unchanged content checks. This pass uses one fresh Botasaurus browser per target. Compare all 180 dated records across six tools.

One sequential attempt per frozen URL and tool, with direct networking on the same host. These runs happened at different UTC times. Browser resources, cookies, headers, fingerprints, redirects and loaded work differ; counts do not establish a global winner, reliability or the cause of a block.

Content checks, dates and tested modes

Botasaurus

21 / 30 met checks

Headless Chrome / driver.get

Sep 29, 2026, 21:05:10–21:08:28 UTC

Botasaurus 4.0.97, driver 4.0.101, Google Chrome for Testing 153.0.8010.12, Python 3.12.3. Fresh temporary Chrome profile; full normal JS/resources. Default headless UA override removes Headless. Ordinary session cookies, native redirect cap 20. No proxy, account, custom fingerprint, human cursor or Cloudflare bypass. See the detailed method below.

Camoufox

18 / 30 met checks

Headless Firefox

Sep 29, 2026, 19:52:59–19:58:37 UTC

Camoufox 0.5.6, Firefox 152.0.4-beta.31 (application.ini and version.json). Generated Linux BrowserForge fingerprint and geometry; cached uBlock Origin can filter resources. Fresh cookies, JS enabled, redirect cap 3. Twenty-second DOMContentLoaded deadline and two-second settle.

Lightpanda

18 / 30 met checks

Browser engine

Sep 29, 2026, 19:25:06–19:27:46 UTC

Lightpanda 1.0.0-nightly.9909+f086b75d5. JS/fetch/XHR enabled; images, styles, iframes and workers were not opted in. Fresh cookies, private-network requests blocked, native redirect cap 10. Twenty-second DOMContentLoaded deadline and two-second settle.

Patchright

19 / 30 met checks

Headless Chromium

Sep 29, 2026, 19:38:39–19:42:00 UTC

Patchright 1.63.0, Google Chrome for Testing 153.0.8010.12. Fresh in-memory context, normal Chrome JS/resources, no custom user agent or interception. Native redirect cap 20; same binary as Botasaurus, different driver and launch policy. Twenty-second DOMContentLoaded deadline and two-second settle.

Scrapling

15 / 30 met checks

HTTP Fetcher only

Sep 29, 2026, 20:06:38–20:08:06 UTC

Scrapling 0.4.15, curl_cffi 0.16.3. Fetcher.get, Chrome150 network impersonation and default stealthy headers with Google Referer. Fresh curl session, redirect cookies possible; cap 3, retries 0. No browser or JS. Twenty-second transfer limit.

wreq Python

13 / 30 met checks

HTTP client

Sep 29, 2026, 19:15:27–19:16:44 UTC

wreq 0.12.3, Chrome134 network emulation. Fresh HTTP client with cookie storage disabled, no JS or browser resources. Redirect cap 3 and twenty-second transfer limit.

Alphabetical order. “Met checks” requires HTTP 200, complete capture, minimum text, every required word group and any listing patterns, with no checked soft-block phrase or navigation/capture/process error. The source-text parser excludes head, script, style, template and noscript; it does not resolve CSS visibility or verify complete field extraction.

Botasaurus had 0 HTTP 200 soft blocks and 0 HTTP 200 captures with no checked text. Other HTTP 200 pages can still fail required-content checks. Every failure stays visible below.

A failed check can also reflect the frozen rule: Amazon showed laptop listings with RON prices, while its price pattern accepts only $, £ or €. Example.com displayed documentation-example text, but its letter spans and SVG did not match the source-text phrases. Both remain failed checks. Best Buy showed a country chooser; Target’s listing area was unpopulated at capture time. These four nonempty HTTP 200 captures are not labelled as detected soft blocks.

All 30 targets, six dated attempts each

Manifest order. Open a target for every tool’s exact checks, timings, errors and private capture hashes.

1. Kohl’scommerceBotasaurus · HTTP 403http access deniedCamoufox · HTTP 200missing required contentLightpanda · HTTP 403http access deniedPatchright · HTTP 403http access deniedScrapling · HTTP 200missing required contentwreq Python · HTTP 403http access denied

Required: Men’s T-shirt product listing with prices. https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing

Botasaurus

UTC start / finish
2026-09-29T21:05:11.309675+00:00 / 2026-09-29T21:05:14.402924+00:00
Original / final URL
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.537 s navigation; 2.540 s through DOM capture; 3.093 s total
Sampled process-tree PSS
518.752 MiB sampled peak; 27 samples
Capture
325 bytes; Complete serialized UTF-8 DOM
Checked text
227 characters; minimum 300
Required word groups
t-shirt / tees: missing
men: matched men
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
access denied / No checked gate phrase
Private capture inspection
Saved DOM was rechecked against frozen content rules; http access denied.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 5f676225bbafda3149b429d7b2d49d309efc77554b150287a0583fb6e7d0b1dd
Capture SHA-256
bac82c7c422239912e968f8d02f6665eedc85d361f620563e9820165c1c282ad
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:52:59.581463+00:00 / 2026-09-29T19:53:06.190839+00:00
Original / final URL
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
1.646 s navigation; 3.654 s through DOM capture; 6.609 s total
Sampled process-tree PSS
1057.754 MiB sampled peak; 60 samples
Capture
2,511 bytes; Complete serialized UTF-8 DOM
Checked text
32 characters; minimum 300
Required word groups
t-shirt / tees: missing
men: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 with only challenge-provider/footer text, not the required clothing listing. Private screenshot is effectively blank. The fixed phrase detector does not name this challenge; strict required-content checks still fail.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 51cf2ab51bea4ed876a75b50f601c114262b2de2ca988950d4432aa100dadada
Capture SHA-256
25c77a8afe55d2beac423c8b4552c7c6fac1b062ccb529c5e23b080d6a5e2e64

Lightpanda

UTC start / finish
2026-09-29T19:25:06.128819+00:00 / 2026-09-29T19:25:09.974033+00:00
Original / final URL
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
1.403 s navigation; 3.411 s through DOM capture; 3.845 s total
Sampled process-tree PSS
214.727 MiB sampled peak; 39 samples
Capture
495 bytes; Complete serialized UTF-8 DOM
Checked text
227 characters; minimum 300
Required word groups
t-shirt / tees: missing
men: matched men
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
access denied / No checked gate phrase
Private capture inspection
Access-denied response; no product prices or listing.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
f47eebda8787f90a7d839d508a68e0260b3039c6946a5a3be11b802378d07e36

Patchright

UTC start / finish
2026-09-29T19:38:39.910720+00:00 / 2026-09-29T19:38:42.998902+00:00
Original / final URL
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.286 s navigation; 2.295 s through DOM capture; 3.088 s total
Sampled process-tree PSS
537.106 MiB sampled peak; 26 samples
Capture
325 bytes; Complete serialized UTF-8 DOM
Checked text
227 characters; minimum 300
Required word groups
t-shirt / tees: missing
men: matched men
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
access denied / No checked gate phrase
Private capture inspection
HTTP 403 access-denied page, with no product listing or prices.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: f80f146969992f584076413cbaab9db87b7fd3887df8e07d452d5c597f1ece3e
Capture SHA-256
3d962e4b2248a9572755e06fc31a837252a54be995966e50502c23f19ed15851

Scrapling

UTC start / finish
2026-09-29T20:06:38.487591+00:00 / 2026-09-29T20:06:38.711394+00:00
Original / final URL
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.223 s body transfer and selector construction
Sampled process-tree PSS
36.455 MiB sampled peak; 5 samples
Capture
2,501 bytes; Complete client-decompressed HTTP body
Checked text
32 characters; minimum 300
Required word groups
t-shirt / tees: missing
men: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 with challenge-provider/footer text, not clothing listings. The fixed soft-block phrase detector does not name this surface; strict required-content checks still fail.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
6d0779a028ac0c2e3da6442ee6ad21dd4502e378c3e053b5e632cf2c1470a618

wreq Python

UTC start / finish
2026-09-29T19:15:27.643555+00:00 / 2026-09-29T19:15:28.178075+00:00
Original / final URL
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
https://www.kohls.com/catalog/mens-tshirts-clothing.jsp?CN=Gender:Mens+Product:T-Shirts+Department:Clothing
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.532 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
577 bytes; Original client-decompressed HTTP body
Checked text
227 characters; minimum 300
Required word groups
t-shirt / tees: missing
men: matched men
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
access denied / No checked gate phrase
Private capture inspection
Denied response; no product listing.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
ada839408540bc6d57359c24e5ab5ad701bb1cee8a55848419ec337abf4b4e36
Link to this six-tool target record
2. AmazoncommerceBotasaurus · HTTP 200missing required contentCamoufox · HTTP 503http server errorLightpanda · HTTP 503http server errorPatchright · HTTP 503http server errorScrapling · HTTP 200missing required contentwreq Python · HTTP 503http server error

Required: Laptop search results with product prices. https://www.amazon.com/s?k=laptop

Botasaurus

UTC start / finish
2026-09-29T21:05:17.005914+00:00 / 2026-09-29T21:05:22.592080+00:00
Original / final URL
https://www.amazon.com/s?k=laptop
https://www.amazon.com/s?k=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
1.575 s navigation; 4.952 s through DOM capture; 5.586 s total
Sampled process-tree PSS
786.458 MiB sampled peak; 44 samples
Capture
1,522,395 bytes; Complete serialized UTF-8 DOM
Checked text
33,050 characters; minimum 500
Required word groups
laptop: matched laptop
results: matched results
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved DOM was rechecked against frozen content rules; missing required content. Private viewport inspection showed laptop listings with RON prices. The frozen price pattern accepts only $, £ or € and found zero matches; no currency rule was changed.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: a63c62e12013d7d1561e25c170468f22d2a6a9a1562343358c96074ce81fbbbe
Capture SHA-256
3fc3518cec00fde1c6bc4992a2710b45dbc4c903fbfeb6164cfcdd7342a6460a
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:53:08.833000+00:00 / 2026-09-29T19:53:14.331168+00:00
Original / final URL
https://www.amazon.com/s?k=laptop
https://www.amazon.com/s?k=laptop
Redirects
none
Status / content outcome
HTTP 503; http server error. No checked text.
Latency basis
0.369 s navigation; 2.378 s through DOM capture; 5.498 s total
Sampled process-tree PSS
863.436 MiB sampled peak; 52 samples
Capture
2,317 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
laptop: missing
results: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 503 with no checked body text or laptop listing; matches the latest Patchright failure. No retry or causal claim.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 1e0b6edfc960293d7fab0d64d906895f5c8a2d25831f174f68b9ba9c5e8fb311
Capture SHA-256
9e8c0b1b3c0a8a3364802aff357b91f8d41804b81c3c95eeda60d1718f3888bd

Lightpanda

UTC start / finish
2026-09-29T19:25:12.214911+00:00 / 2026-09-29T19:25:14.926492+00:00
Original / final URL
https://www.amazon.com/s?k=laptop
https://www.amazon.com/s?k=laptop
Redirects
none
Status / content outcome
HTTP 503; http server error. No checked text.
Latency basis
0.284 s navigation; 2.289 s through DOM capture; 2.711 s total
Sampled process-tree PSS
169.982 MiB sampled peak; 28 samples
Capture
2,317 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
laptop: missing
results: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 503. The checked body text is empty; script content does not satisfy a product listing.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
315ae31f2830e3538a1f6a4c0c15a91b8d66af6b766781dc675be01d0ebf7d64

Patchright

UTC start / finish
2026-09-29T19:38:45.192642+00:00 / 2026-09-29T19:38:48.275227+00:00
Original / final URL
https://www.amazon.com/s?k=laptop
https://www.amazon.com/s?k=laptop
Redirects
none
Status / content outcome
HTTP 503; http server error. No checked text.
Latency basis
0.309 s navigation; 2.317 s through DOM capture; 3.082 s total
Sampled process-tree PSS
545.905 MiB sampled peak; 26 samples
Capture
2,317 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
laptop: missing
results: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 503 with empty checked body text. An earlier Patchright Amazon sample returned products, but this attempt did not; different time and wait policy, with no retry or causal claim.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: af5c399e4bcaf05c3ec41098e39745c8438079e216c7ffe660a67dc66903d770
Capture SHA-256
e82981ff74570384d39d4b19d5bedda05bf85a5bd06435d99ffb4159d6e49f58

Scrapling

UTC start / finish
2026-09-29T20:06:40.990158+00:00 / 2026-09-29T20:06:42.138217+00:00
Original / final URL
https://www.amazon.com/s?k=laptop
https://www.amazon.com/s?k=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
1.144 s body transfer and selector construction
Sampled process-tree PSS
47.646 MiB sampled peak; 15 samples
Capture
1,326,048 bytes; Complete client-decompressed HTTP body
Checked text
25,011 characters; minimum 500
Required word groups
laptop: matched laptop
results: matched results
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 contains laptop/results text and a substantial listing body, unlike the earlier Camoufox/Patchright HTTP 503s. The required currency-price regex has zero matches, so the unchanged strict validator fails. No cause or complete product extraction is claimed.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
ebe8327a91039a6c172272664ae4bd118dee39d5b08e94edfb5f814c92980185

wreq Python

UTC start / finish
2026-09-29T19:15:30.180775+00:00 / 2026-09-29T19:15:30.365105+00:00
Original / final URL
https://www.amazon.com/s?k=laptop
https://www.amazon.com/s?k=laptop
Redirects
none
Status / content outcome
HTTP 503; http server error. No checked text.
Latency basis
0.184 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
2,671 bytes; Original client-decompressed HTTP body
Checked text
0 characters; minimum 500
Required word groups
laptop: missing
results: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Service error page; no product listing.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
470de24561f8fdb4c965acb40542fe9fad14e1843793a497a3bacd906d05544c
Link to this six-tool target record
3. WalmartcommerceBotasaurus · HTTP 200usableCamoufox · HTTP 200soft blockLightpanda · HTTP 200usablePatchright · HTTP 200soft blockScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Laptop search results with product prices. https://www.walmart.com/search?q=laptop

Botasaurus

UTC start / finish
2026-09-29T21:05:25.360772+00:00 / 2026-09-29T21:05:33.713536+00:00
Original / final URL
https://www.walmart.com/search?q=laptop
https://www.walmart.com/search?q=laptop
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
3.759 s navigation; 7.717 s through DOM capture; 8.353 s total
Sampled process-tree PSS
956.502 MiB sampled peak; 59 samples
Capture
2,271,947 bytes; Complete serialized UTF-8 DOM
Checked text
30,095 characters; minimum 500
Required word groups
laptop: matched laptop
Listing patterns
[$£€]\s?\d[\d,.]*: 175 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 9d7cedfdc39ccd9e8736b924274fff2cad798702f232c02b74dbe01edb4ce9ea
Capture SHA-256
fc2f9fe4fd79296a66f2722d82cbd236f8ba6357eacbeb5115adc7ee14e2e000
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:53:17.076877+00:00 / 2026-09-29T19:53:26.645841+00:00
Original / final URL
https://www.walmart.com/search?q=laptop
https://www.walmart.com/blocked?url=L3NlYXJjaD9xPWxhcHRvcA==&uuid=6b8fa96f-bc3f-11f1-8e46-a31fd72bce8a&vid=&g=b
Redirects
followed
HTTP 307: https://www.walmart.com/search?q=laptop → https://www.walmart.com/blocked?url=L3NlYXJjaD9xPWxhcHRvcA==&uuid=6b8fa96f-bc3f-11f1-8e46-a31fd72bce8a&vid=&g=b
Status / content outcome
HTTP 200; soft block. Nonempty checked text.
Latency basis
3.219 s navigation; 5.478 s through DOM capture; 9.569 s total
Sampled process-tree PSS
1530.754 MiB sampled peak; 81 samples
Capture
16,506 bytes; Complete serialized UTF-8 DOM
Checked text
209 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
robot or human / No checked gate phrase
Private capture inspection
HTTP 307 redirects to a blocked route, then HTTP 200 robot-or-human challenge. No challenge button clicked. Like Patchright, fails the soft-block check; earlier Lightpanda and wreq passed.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: de007d3e9b80a82e093c4aebe98370b03bc6d3657a6f31f4f2e0c528e7cb6281
Capture SHA-256
c5a0d0c1b84ca0000896049cc64e7835e030b92e5675fd9c9114e1197521ca31

Lightpanda

UTC start / finish
2026-09-29T19:25:17.132839+00:00 / 2026-09-29T19:25:23.737817+00:00
Original / final URL
https://www.walmart.com/search?q=laptop
https://www.walmart.com/search?q=laptop
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
3.77 s navigation; 6.049 s through DOM capture; 6.605 s total
Sampled process-tree PSS
463.329 MiB sampled peak; 65 samples
Capture
2,426,285 bytes; Complete serialized UTF-8 DOM
Checked text
33,620 characters; minimum 500
Required word groups
laptop: matched laptop
Listing patterns
[$£€]\s?\d[\d,.]*: 202 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Laptop product names and multiple prices appear in the checked DOM.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
4451e566d454ef7a7c19fe5621230e06ded0b48e4ab35adc73e7f5365de2d608

Patchright

UTC start / finish
2026-09-29T19:38:50.470802+00:00 / 2026-09-29T19:38:54.132874+00:00
Original / final URL
https://www.walmart.com/search?q=laptop
https://www.walmart.com/blocked?url=L3NlYXJjaD9xPWxhcHRvcA==&uuid=66158713-bc3d-11f1-981a-4f0c683c7415&vid=&g=b
Redirects
followed
HTTP 307: https://www.walmart.com/search?q=laptop → https://www.walmart.com/blocked?url=L3NlYXJjaD9xPWxhcHRvcA==&uuid=66158713-bc3d-11f1-981a-4f0c683c7415&vid=&g=b
Status / content outcome
HTTP 200; soft block. Nonempty checked text.
Latency basis
0.753 s navigation; 2.770 s through DOM capture; 3.662 s total
Sampled process-tree PSS
881.198 MiB sampled peak; 29 samples
Capture
17,042 bytes; Complete serialized UTF-8 DOM
Checked text
209 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
robot or human / No checked gate phrase
Private capture inspection
HTTP 307 redirected to a blocked route, whose final HTTP 200 is a robot-or-human challenge. Private screenshot confirms the challenge; no button clicked. Lightpanda earlier passed the listing checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: d0eb0dd2f71cbed19886a0f6bf330c2e5051de5c4d176ba3e0b8f122a3e4cd94
Capture SHA-256
a7875848ca615868f9a404b5f2a6e670b1f892f1a345749b01b677d409c1cdc7

Scrapling

UTC start / finish
2026-09-29T20:06:44.600813+00:00 / 2026-09-29T20:06:48.245252+00:00
Original / final URL
https://www.walmart.com/search?q=laptop
https://www.walmart.com/search?q=laptop
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
3.641 s body transfer and selector construction
Sampled process-tree PSS
46.771 MiB sampled peak; 39 samples
Capture
1,495,634 bytes; Complete client-decompressed HTTP body
Checked text
7,035 characters; minimum 500
Required word groups
laptop: matched laptop
Listing patterns
[$£€]\s?\d[\d,.]*: 39 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 body contains laptop listings and prices meeting the fixed checks, unlike the earlier Camoufox/Patchright robot-or-human pages. The same network host but different time, fingerprint and cookie policies prevent attributing a cause.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
3ac5131de22bc0d339cf5a53dbd0f226a083c93400ff181b078ed2cab95e0c88

wreq Python

UTC start / finish
2026-09-29T19:15:32.366914+00:00 / 2026-09-29T19:15:38.330053+00:00
Original / final URL
https://www.walmart.com/search?q=laptop
https://www.walmart.com/search?q=laptop
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
5.963 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
1,438,101 bytes; Original client-decompressed HTTP body
Checked text
7,237 characters; minimum 500
Required word groups
laptop: matched laptop
Listing patterns
[$£€]\s?\d[\d,.]*: 40 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Product listing present; 40 price matches in source text.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
d05aa75fe86ec3bdd3157defc8f521ee735b72e003d834f50cfe97dde1053bcf
Link to this six-tool target record
4. eBaycommerceBotasaurus · HTTP 403http access deniedCamoufox · HTTP 200usableLightpanda · HTTP 403http access deniedPatchright · HTTP 403http access deniedScrapling · HTTP 200usablewreq Python · HTTP 403http access denied

Required: Laptop marketplace listings with prices. https://www.ebay.com/sch/i.html?_nkw=laptop

Botasaurus

UTC start / finish
2026-09-29T21:05:36.417004+00:00 / 2026-09-29T21:05:39.521589+00:00
Original / final URL
https://www.ebay.com/sch/i.html?_nkw=laptop
https://www.ebay.com/sch/i.html?_nkw=laptop
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.498 s navigation; 2.504 s through DOM capture; 3.105 s total
Sampled process-tree PSS
534.873 MiB sampled peak; 27 samples
Capture
1,832 bytes; Complete serialized UTF-8 DOM
Checked text
189 characters; minimum 500
Required word groups
laptop: missing
results: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved DOM was rechecked against frozen content rules; http access denied.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 723dfa44709079a5241ecf4e9dc817c2ce3e54ace632832c974b29e7a4aee054
Capture SHA-256
32c86cdce89440a26421ff9067c3c5b52b52d0f2899d21b35c34437e36594711
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:53:29.331044+00:00 / 2026-09-29T19:53:43.625773+00:00
Original / final URL
https://www.ebay.com/sch/i.html?_nkw=laptop
https://www.ebay.com/sch/i.html?_nkw=laptop
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
7.385 s navigation; 10.435 s through DOM capture; 14.295 s total
Sampled process-tree PSS
1097.044 MiB sampled peak; 118 samples
Capture
1,950,391 bytes; Complete serialized UTF-8 DOM
Checked text
31,787 characters; minimum 500
Required word groups
laptop: matched laptop
results: matched results
Listing patterns
[$£€]\s?\d[\d,.]*: 148 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM and screenshot show laptop search results, product titles and prices meeting the fixed listing checks. Patchright earlier returned HTTP 403 on this exact URL. Different time, engine, fingerprint and addon policies prevent attributing the split.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 2cccd03a754a9475f63429075e29df9035dd0863771c01cffcaa4b2e9c7e21cf
Capture SHA-256
c01fd2668ade46e11dcf5ee47648948a01e9772adbd60db720412f41d11b579f

Lightpanda

UTC start / finish
2026-09-29T19:25:26.083753+00:00 / 2026-09-29T19:25:28.794184+00:00
Original / final URL
https://www.ebay.com/sch/i.html?_nkw=laptop
https://www.ebay.com/sch/i.html?_nkw=laptop
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.261 s navigation; 2.267 s through DOM capture; 2.71 s total
Sampled process-tree PSS
211.596 MiB sampled peak; 28 samples
Capture
1,985 bytes; Complete serialized UTF-8 DOM
Checked text
189 characters; minimum 500
Required word groups
laptop: missing
results: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 error page; no laptop listing.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
993802fcd35dce937f71d1a865dab4964456a0f2500466ccdf1a467da9916c4f

Patchright

UTC start / finish
2026-09-29T19:38:56.394030+00:00 / 2026-09-29T19:38:59.318704+00:00
Original / final URL
https://www.ebay.com/sch/i.html?_nkw=laptop
https://www.ebay.com/sch/i.html?_nkw=laptop
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.077 s navigation; 2.087 s through DOM capture; 2.925 s total
Sampled process-tree PSS
548.480 MiB sampled peak; 25 samples
Capture
1,832 bytes; Complete serialized UTF-8 DOM
Checked text
189 characters; minimum 500
Required word groups
laptop: missing
results: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 error page rather than laptop results.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 89aa66888e0c5386c5af8b89c06e255720683c21b69aa1f8e2022e4dea7b535c
Capture SHA-256
9e42ba875d9507027e248f4ed580871620f87a649c9e9eb3559f12a5d5d9e31f

Scrapling

UTC start / finish
2026-09-29T20:06:50.598767+00:00 / 2026-09-29T20:06:52.741559+00:00
Original / final URL
https://www.ebay.com/sch/i.html?_nkw=laptop
https://www.ebay.com/sch/i.html?_nkw=laptop
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
2.139 s body transfer and selector construction
Sampled process-tree PSS
55.873 MiB sampled peak; 25 samples
Capture
1,897,798 bytes; Complete client-decompressed HTTP body
Checked text
30,278 characters; minimum 500
Required word groups
laptop: matched laptop
results: matched results
Listing patterns
[$£€]\s?\d[\d,.]*: 151 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 source body contains laptop search results and repeated prices. Passes the same fixed checks as Camoufox; earlier Patchright, Lightpanda and wreq returned HTTP 403. No browser interaction or product-detail coverage tested.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
07d548f16384dbda65516894fe09720ea9d0778b596d3ad91f57cb30e16c7fb4

wreq Python

UTC start / finish
2026-09-29T19:15:40.366497+00:00 / 2026-09-29T19:15:40.623451+00:00
Original / final URL
https://www.ebay.com/sch/i.html?_nkw=laptop
https://www.ebay.com/sch/i.html?_nkw=laptop
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.257 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
1,986 bytes; Original client-decompressed HTTP body
Checked text
189 characters; minimum 500
Required word groups
laptop: missing
results: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Denied response with an error message; no usable marketplace listing in this rerun.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
d7062ebb5407606e5eb705af9aa98f3cace8812256228e47cfe44ec801570054
Link to this six-tool target record
5. TargetcommerceBotasaurus · HTTP 200missing required contentCamoufox · HTTP 429http rate limitedLightpanda · HTTP 200missing required contentPatchright · HTTP 200missing required contentScrapling · HTTP 429http rate limitedwreq Python · HTTP 200missing required content

Required: Laptop search listing with prices. https://www.target.com/s?searchTerm=laptop

Botasaurus

UTC start / finish
2026-09-29T21:05:42.092064+00:00 / 2026-09-29T21:05:46.486125+00:00
Original / final URL
https://www.target.com/s?searchTerm=laptop
https://www.target.com/s?searchTerm=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
1.487 s navigation; 3.774 s through DOM capture; 4.394 s total
Sampled process-tree PSS
765.031 MiB sampled peak; 34 samples
Capture
166,350 bytes; Complete serialized UTF-8 DOM
Checked text
1,198 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved DOM was rechecked against frozen content rules; missing required content. Private viewport showed navigation/search UI with no populated listing area at capture time. No additional wait or retry was used.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: ac8bbd443911a101257cd3564f5f042fbe9c220ba9cfc59e2c8f13c84c99f4e2
Capture SHA-256
95c900843d61692d9fda0d272e76314dae48586bdef392189a55fbef229e7b71
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:53:46.620925+00:00 / 2026-09-29T19:53:51.962246+00:00
Original / final URL
https://www.target.com/s?searchTerm=laptop
https://www.target.com/s?searchTerm=laptop
Redirects
none
Status / content outcome
HTTP 429; http rate limited. Nonempty checked text.
Latency basis
0.304 s navigation; 2.313 s through DOM capture; 5.341 s total
Sampled process-tree PSS
859.907 MiB sampled peak; 51 samples
Capture
2,362 bytes; Complete serialized UTF-8 DOM
Checked text
83 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 429 busy/wait page rather than a laptop listing; recorded as rate limited without retry.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 11610897f792b1cb1a546bbea427c3caae3c7d823a3ba0eaf21eb4dc28ce2102
Capture SHA-256
764d8c273edc8a3df354214c10ae08755a0a020d9dbd454be1e439913db5f546

Lightpanda

UTC start / finish
2026-09-29T19:25:31.003241+00:00 / 2026-09-29T19:25:35.136131+00:00
Original / final URL
https://www.target.com/s?searchTerm=laptop
https://www.target.com/s?searchTerm=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
1.71 s navigation; 3.723 s through DOM capture; 4.133 s total
Sampled process-tree PSS
305.924 MiB sampled peak; 41 samples
Capture
159,006 bytes; Complete serialized UTF-8 DOM
Checked text
1,176 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Navigation and footer rendered, but required laptop listing and prices are missing.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
dd60a16c9cdc34865ec61ddd3174ab06529e48ef3e2e435052242cddee83c648

Patchright

UTC start / finish
2026-09-29T19:39:01.521011+00:00 / 2026-09-29T19:39:08.737566+00:00
Original / final URL
https://www.target.com/s?searchTerm=laptop
https://www.target.com/s?searchTerm=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
1.448 s navigation; 4.475 s through DOM capture; 7.216 s total
Sampled process-tree PSS
1205.373 MiB sampled peak; 49 samples
Capture
239,866 bytes; Complete serialized UTF-8 DOM
Checked text
1,455 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Search page says it cannot find a match and shows navigation/categories; required laptop text and prices are missing.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 68e2d44b9c7ad321c18d9ae1b536cede1d0e8f889d01d632c69a23d464b0baf3
Capture SHA-256
10a6765d7575bfce8ceb27ac943037e975b61e663079c055dba78610118b3db0

Scrapling

UTC start / finish
2026-09-29T20:06:55.246371+00:00 / 2026-09-29T20:06:55.405932+00:00
Original / final URL
https://www.target.com/s?searchTerm=laptop
https://www.target.com/s?searchTerm=laptop
Redirects
none
Status / content outcome
HTTP 429; http rate limited. Nonempty checked text.
Latency basis
0.159 s body transfer and selector construction
Sampled process-tree PSS
36.287 MiB sampled peak; 4 samples
Capture
2,327 bytes; Complete client-decompressed HTTP body
Checked text
83 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 429 busy/wait page rather than a laptop listing; recorded as rate limited, with no retry.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
ca695ba08b03ffa8c3f37a91382432933a2f1b3889ee87d0e88a3ed085b01a4a

wreq Python

UTC start / finish
2026-09-29T19:15:42.625804+00:00 / 2026-09-29T19:15:43.700176+00:00
Original / final URL
https://www.target.com/s?searchTerm=laptop
https://www.target.com/s?searchTerm=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
1.074 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
129,517 bytes; Original client-decompressed HTTP body
Checked text
286 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Navigation shell without the required laptop listing or prices.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
789857e46575f69b1a482c833a41bf18a2fe051f5428817547d468ae5e51eb72
Link to this six-tool target record
6. EtsycommerceBotasaurus · HTTP 403http access deniedCamoufox · HTTP 403http access deniedLightpanda · HTTP 403http access deniedPatchright · HTTP 403http access deniedScrapling · HTTP 403http access deniedwreq Python · HTTP 403http access denied

Required: Ceramic mug listings with prices. https://www.etsy.com/search?q=ceramic+mug

Botasaurus

UTC start / finish
2026-09-29T21:05:49.083995+00:00 / 2026-09-29T21:05:52.209900+00:00
Original / final URL
https://www.etsy.com/search?q=ceramic+mug
https://www.etsy.com/search?q=ceramic+mug
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.543 s navigation; 2.547 s through DOM capture; 3.126 s total
Sampled process-tree PSS
632.233 MiB sampled peak; 26 samples
Capture
1,531 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
ceramic: missing
mug: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved DOM was rechecked against frozen content rules; http access denied.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: f9055b49ca77d7bd8515ef53f31cd20cda69c771346873661e0375c7d77a0bc5
Capture SHA-256
cedcb0af8d37d6214d471b4568721c56cf8c12b024f2f471a6fd29689dac3459
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:53:54.648662+00:00 / 2026-09-29T19:54:01.808700+00:00
Original / final URL
https://www.etsy.com/search?q=ceramic+mug
https://www.etsy.com/search?q=ceramic+mug
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.523 s navigation; 2.911 s through DOM capture; 7.16 s total
Sampled process-tree PSS
1017.651 MiB sampled peak; 64 samples
Capture
1,513 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
ceramic: missing
mug: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 with empty checked body text; no usable ceramic-mug listing.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: bbc1245c35ee416b7eb44bf6f51b7b935383c6efcb5d3cffebebee4e0aa97456
Capture SHA-256
561182eb33502296d9f8ed9c688a52ea0535ba6f4addb2f5c7c18c4c4e174ff5

Lightpanda

UTC start / finish
2026-09-29T19:25:37.347641+00:00 / 2026-09-29T19:25:39.955770+00:00
Original / final URL
https://www.etsy.com/search?q=ceramic+mug
https://www.etsy.com/search?q=ceramic+mug
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.181 s navigation; 2.188 s through DOM capture; 2.608 s total
Sampled process-tree PSS
173.729 MiB sampled peak; 27 samples
Capture
1,528 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
ceramic: missing
mug: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403; checked body text is empty.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
ea0d6a5ea04fdd8bc7c05095d21ec82dc025b7845f2ffa9120ba5976af38a9ad

Patchright

UTC start / finish
2026-09-29T19:39:10.941624+00:00 / 2026-09-29T19:39:14.024852+00:00
Original / final URL
https://www.etsy.com/search?q=ceramic+mug
https://www.etsy.com/search?q=ceramic+mug
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.282 s navigation; 2.289 s through DOM capture; 3.083 s total
Sampled process-tree PSS
616.551 MiB sampled peak; 25 samples
Capture
1,525 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
ceramic: missing
mug: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 with empty checked body text.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 848f0ac56147519b3dc6bcff9dc6588598f221cc72b23d01d6d99f672da0cf8a
Capture SHA-256
6dbf446aeffaa534e9524c74df7882845b317fc44f09234896085c3bb0c667ce

Scrapling

UTC start / finish
2026-09-29T20:06:57.660685+00:00 / 2026-09-29T20:06:57.886941+00:00
Original / final URL
https://www.etsy.com/search?q=ceramic+mug
https://www.etsy.com/search?q=ceramic+mug
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.226 s body transfer and selector construction
Sampled process-tree PSS
36.529 MiB sampled peak; 5 samples
Capture
821 bytes; Complete client-decompressed HTTP body
Checked text
43 characters; minimum 500
Required word groups
ceramic: missing
mug: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 JS/ad-blocker prompt, with no ceramic-mug listing. No challenge or browser fallback attempted.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
8dfc84737cadbc441fa6f25f2da4adb68b7893d648aa3224c5290402c15c6130

wreq Python

UTC start / finish
2026-09-29T19:15:45.706807+00:00 / 2026-09-29T19:15:45.832176+00:00
Original / final URL
https://www.etsy.com/search?q=ceramic+mug
https://www.etsy.com/search?q=ceramic+mug
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.125 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
796 bytes; Original client-decompressed HTTP body
Checked text
43 characters; minimum 500
Required word groups
ceramic: missing
mug: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Denied page asks for JavaScript; no products fetched.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
8c4151cc99561f5b5c8e63e63e4022087425f5feea7e0a2914f405a9b619e7b7
Link to this six-tool target record
7. Best BuycommerceBotasaurus · HTTP 200missing required contentCamoufox · HTTP 200missing required contentLightpanda · HTTP 200missing required contentPatchright · HTTP 200missing required contentScrapling · HTTP 200missing required contentwreq Python · HTTP 200missing required content

Required: Laptop product listing with prices. https://www.bestbuy.com/site/searchpage.jsp?st=laptop

Botasaurus

UTC start / finish
2026-09-29T21:05:54.837881+00:00 / 2026-09-29T21:05:58.234695+00:00
Original / final URL
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.654 s navigation; 2.665 s through DOM capture; 3.397 s total
Sampled process-tree PSS
766.717 MiB sampled peak; 27 samples
Capture
7,919 bytes; Complete serialized UTF-8 DOM
Checked text
687 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved DOM was rechecked against frozen content rules; missing required content. Private viewport showed a country-choice page, not the requested laptop listings. No choice was clicked.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 752e7da29a84fd163440f4876983e1de824d38bb4bb311f68761e3e462f0f46a
Capture SHA-256
9d6f0490a91cc941675ed9660f91a1826d052faa16a690af1d54c36362e8dc1a
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:54:04.528037+00:00 / 2026-09-29T19:54:10.666704+00:00
Original / final URL
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.991 s navigation; 2.999 s through DOM capture; 6.139 s total
Sampled process-tree PSS
1036.947 MiB sampled peak; 56 samples
Capture
7,310 bytes; Complete serialized UTF-8 DOM
Checked text
687 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 country-choice page instead of laptop results. No country selected; strict listing checks fail, as in Patchright.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 91a280b03dae44efad8534e69ac7cf6524d5614f9a5facd958d1ae0838d83f8d
Capture SHA-256
9e327b4d6a6b18c0c9a503b385f6ddc7f1d5fbbb62c320db192fed01666437b3

Lightpanda

UTC start / finish
2026-09-29T19:25:42.182954+00:00 / 2026-09-29T19:25:45.207883+00:00
Original / final URL
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.56 s navigation; 2.566 s through DOM capture; 3.025 s total
Sampled process-tree PSS
271.682 MiB sampled peak; 31 samples
Capture
7,963 bytes; Complete serialized UTF-8 DOM
Checked text
687 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Country-selection page rather than the requested laptop listing; no country choice clicked.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
726d034a16c089bd7adb611a51fde0cea45da4a7f5f0beed30f629f056159fec

Patchright

UTC start / finish
2026-09-29T19:39:16.272441+00:00 / 2026-09-29T19:39:42.619411+00:00
Original / final URL
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
18.481 s navigation; 20.489 s through DOM capture; 26.347 s total
Sampled process-tree PSS
628.552 MiB sampled peak; 202 samples
Capture
6,937 bytes; Complete serialized UTF-8 DOM
Checked text
687 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Country-selection page rather than laptop results; no country choice clicked. DOM capture succeeded, but the optional viewport screenshot timed out after five seconds.
Errors
No navigation, capture or process error
Screenshot
TimeoutError: Page.screenshot: Timeout 5000ms exceeded.
Capture SHA-256
288cc13185e0a356c850d7287fdc2dc0c8942c667ce83d64205588139cd0f3b1

Scrapling

UTC start / finish
2026-09-29T20:07:00.167875+00:00 / 2026-09-29T20:07:00.295882+00:00
Original / final URL
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.128 s body transfer and selector construction
Sampled process-tree PSS
36.586 MiB sampled peak; 4 samples
Capture
7,056 bytes; Complete client-decompressed HTTP body
Checked text
687 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 country-choice page, not laptop results. No country chosen; required text and price patterns fail.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
a8cbf80219f398fb87ffa6502865acd958845e5d87a3479c6b061ed76fe59a71

wreq Python

UTC start / finish
2026-09-29T19:15:47.835021+00:00 / 2026-09-29T19:15:48.210456+00:00
Original / final URL
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
https://www.bestbuy.com/site/searchpage.jsp?st=laptop
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.375 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
7,056 bytes; Original client-decompressed HTTP body
Checked text
687 characters; minimum 500
Required word groups
laptop: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Country-selection page instead of laptop listings.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
66faa94f59909903b9e35fe4a65300dcc2ddc90260d044f9fccbdc28a8e8a19c
Link to this six-tool target record
8. LinkedInorganizationBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Public NASA organization description and industry/topic. https://www.linkedin.com/company/nasa/

Botasaurus

UTC start / finish
2026-09-29T21:06:00.790682+00:00 / 2026-09-29T21:06:05.118935+00:00
Original / final URL
https://www.linkedin.com/company/nasa/
https://www.linkedin.com/company/nasa/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.261 s navigation; 3.690 s through DOM capture; 4.328 s total
Sampled process-tree PSS
862.958 MiB sampled peak; 32 samples
Capture
408,198 bytes; Complete serialized UTF-8 DOM
Checked text
13,399 characters; minimum 500
Required word groups
nasa / national aeronautics: matched nasa, national aeronautics
space / research / aviation: matched space, research, aviation
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: a11cba816d4662019bc20cc5f5ed3722e5a7639eaa540950c00a4cc1db85944d
Capture SHA-256
3a61f9863576b311a2cc380daa5871b9661a6668aff2fbdf81a6595d2fb8490b
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:54:13.335800+00:00 / 2026-09-29T19:54:23.779514+00:00
Original / final URL
https://www.linkedin.com/company/nasa/
https://www.linkedin.com/company/nasa/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.909 s navigation; 4.382 s through DOM capture; 10.444 s total
Sampled process-tree PSS
1132.404 MiB sampled peak; 89 samples
Capture
351,222 bytes; Complete serialized UTF-8 DOM
Checked text
12,645 characters; minimum 500
Required word groups
nasa / national aeronautics: matched nasa, national aeronautics
space / research / aviation: matched space, research, aviation
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Public NASA organization identity and overview meet the DOM checks alongside cookie/account prompts. No consent or login action; not proof of interaction or complete tab coverage.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: e9835510165ce89622963715cad6d8ce790ee6f20b52a6c59b48e252d7f22932
Capture SHA-256
940bbf6e79780cb7d495b93c9d05d8da5d710e8850a00d8da3beeec79695b78a

Lightpanda

UTC start / finish
2026-09-29T19:25:47.444223+00:00 / 2026-09-29T19:25:50.660499+00:00
Original / final URL
https://www.linkedin.com/company/nasa/
https://www.linkedin.com/company/nasa/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.765 s navigation; 2.784 s through DOM capture; 3.216 s total
Sampled process-tree PSS
229.168 MiB sampled peak; 33 samples
Capture
385,156 bytes; Complete serialized UTF-8 DOM
Checked text
13,547 characters; minimum 500
Required word groups
nasa / national aeronautics: matched nasa, national aeronautics
space / research / aviation: matched space, research, aviation
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Public NASA organization identity and overview appear alongside cookie/account prompts. No account used.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
08c898f837aa3c802d085345de1fe68b578cbf069f3417555413f618fa1f6176

Patchright

UTC start / finish
2026-09-29T19:39:44.805462+00:00 / 2026-09-29T19:39:48.459245+00:00
Original / final URL
https://www.linkedin.com/company/nasa/
https://www.linkedin.com/company/nasa/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.751 s navigation; 2.795 s through DOM capture; 3.654 s total
Sampled process-tree PSS
905.084 MiB sampled peak; 27 samples
Capture
389,270 bytes; Complete serialized UTF-8 DOM
Checked text
12,818 characters; minimum 500
Required word groups
nasa / national aeronautics: matched nasa, national aeronautics
space / research / aviation: matched space, research, aviation
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Public NASA organization identity and overview are in the DOM alongside account/cookie prompts. No login or consent action used.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 608626fb5a89f7233c30d1f035c2340e642418dc2cca5cfa1235fc379e2121eb
Capture SHA-256
d7de4fafb5c71188468f58d4240eb7943db366e7bd8999ec5e43f367cac1a82b

Scrapling

UTC start / finish
2026-09-29T20:07:02.580472+00:00 / 2026-09-29T20:07:03.767740+00:00
Original / final URL
https://www.linkedin.com/company/nasa/
https://www.linkedin.com/company/nasa/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.185 s body transfer and selector construction
Sampled process-tree PSS
40.062 MiB sampled peak; 15 samples
Capture
356,271 bytes; Complete client-decompressed HTTP body
Checked text
12,645 characters; minimum 500
Required word groups
nasa / national aeronautics: matched nasa, national aeronautics
space / research / aviation: matched space, research, aviation
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Public NASA organization identity and overview meet the body checks alongside cookie/account prompts. No login or consent action. Source checks do not prove unobstructed rendering, tab coverage or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
8ff1309594ab130baac70e39033ee7b4059927d126a5a65c785522076d9ebeeb

wreq Python

UTC start / finish
2026-09-29T19:15:50.213790+00:00 / 2026-09-29T19:15:50.899632+00:00
Original / final URL
https://www.linkedin.com/company/nasa/
https://www.linkedin.com/company/nasa/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.686 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
356,941 bytes; Original client-decompressed HTTP body
Checked text
12,885 characters; minimum 500
Required word groups
nasa / national aeronautics: matched nasa, national aeronautics
space / research / aviation: matched space, research, aviation
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Public organization description and space/research terms present; no login performed.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
c05bdbb38d2dacf549956e4432b8199dc80f8f8a03f18c48e21ee7043e29db91
Link to this six-tool target record
9. InstagramorganizationBotasaurus · HTTP 200usableCamoufox · HTTP 200empty checked contentLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200empty checked contentwreq Python · HTTP 200empty checked content

Required: NASA organization profile with follower and post information. https://www.instagram.com/nasa/

Botasaurus

UTC start / finish
2026-09-29T21:06:07.714434+00:00 / 2026-09-29T21:06:11.565364+00:00
Original / final URL
https://www.instagram.com/nasa/
https://www.instagram.com/nasa/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.753 s navigation; 3.267 s through DOM capture; 3.851 s total
Sampled process-tree PSS
756.824 MiB sampled peak; 31 samples
Capture
1,044,472 bytes; Complete serialized UTF-8 DOM
Checked text
3,764 characters; minimum 150
Required word groups
nasa: matched nasa
followers: matched followers
posts: matched posts
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: fbe1e5009f3cd4d055489f75c2e17d6ba32406fea5cf6f33b8824b916039e960
Capture SHA-256
5b3e1daf8c982568a27958828560c0bab7aa2276bb527e92e91597c2290b6a0c
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:54:26.562446+00:00 / 2026-09-29T19:54:32.647020+00:00
Original / final URL
https://www.instagram.com/nasa/
https://www.instagram.com/nasa/
Redirects
none
Status / content outcome
HTTP 200; missing required content. No checked text.
Latency basis
0.899 s navigation; 2.995 s through DOM capture; 6.084 s total
Sampled process-tree PSS
1032.718 MiB sampled peak; 56 samples
Capture
768,860 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 150
Required word groups
nasa: missing
followers: missing
posts: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 with a large DOM but no checked body text. Private screenshot is a blank dark surface, unlike the earlier usable Patchright profile DOM. No login, consent click or extra wait.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: c9c01cbdebc5bee65ca399e4caa78eb27b1ab550bc2e4d729ec216ee0a3533f8
Capture SHA-256
b88c9432d0b577c8af237dd6dfa98ea6e95e0113a4ae99d1967e3527a21dbbb0

Lightpanda

UTC start / finish
2026-09-29T19:25:52.936307+00:00 / 2026-09-29T19:25:56.105022+00:00
Original / final URL
https://www.instagram.com/nasa/
https://www.instagram.com/nasa/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.679 s navigation; 2.735 s through DOM capture; 3.168 s total
Sampled process-tree PSS
307.341 MiB sampled peak; 32 samples
Capture
1,017,221 bytes; Complete serialized UTF-8 DOM
Checked text
3,515 characters; minimum 150
Required word groups
nasa: matched nasa
followers: matched followers
posts: matched posts
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Public NASA identity and follower text meet the profile checks. This does not establish post or media coverage.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
bc5bc8e2f3f4dd35d640db71b76a2620d8e0e7695f0a72fdb120e56fe5babd77

Patchright

UTC start / finish
2026-09-29T19:39:50.681108+00:00 / 2026-09-29T19:39:54.298474+00:00
Original / final URL
https://www.instagram.com/nasa/
https://www.instagram.com/nasa/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.679 s navigation; 2.778 s through DOM capture; 3.617 s total
Sampled process-tree PSS
708.163 MiB sampled peak; 29 samples
Capture
1,059,858 bytes; Complete serialized UTF-8 DOM
Checked text
3,794 characters; minimum 150
Required word groups
nasa: matched nasa
followers: matched followers
posts: matched posts
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
NASA identity and follower text meet the unchanged DOM checks. A cookie-consent modal covers the private screenshot; no consent choice clicked. This is not proof of unobstructed interaction or post/media coverage.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: d9dc8a07ce234c2e638b9437bfef92a69a82159545b56c7125e15918c88cb47f
Capture SHA-256
7a4b2751980901fc099e6bb224fbbbf6244ea2a51668d508c88de33676c2447d

Scrapling

UTC start / finish
2026-09-29T20:07:06.144805+00:00 / 2026-09-29T20:07:06.920916+00:00
Original / final URL
https://www.instagram.com/nasa/
https://www.instagram.com/nasa/
Redirects
none
Status / content outcome
HTTP 200; missing required content. No checked text.
Latency basis
0.774 s body transfer and selector construction
Sampled process-tree PSS
39.903 MiB sampled peak; 11 samples
Capture
755,250 bytes; Complete client-decompressed HTTP body
Checked text
0 characters; minimum 150
Required word groups
nasa: missing
followers: missing
posts: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 returns a large HTML body with zero checked body text. Script/head content is excluded by the unchanged validator. No browser rendering or login attempted.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
108857091bdc1847f9d5f25d16685dc0e74b4110a4a02572b1c952160335ad7b

wreq Python

UTC start / finish
2026-09-29T19:15:52.920896+00:00 / 2026-09-29T19:15:53.522833+00:00
Original / final URL
https://www.instagram.com/nasa/
https://www.instagram.com/nasa/
Redirects
none
Status / content outcome
HTTP 200; missing required content. No checked text.
Latency basis
0.602 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
762,007 bytes; Original client-decompressed HTTP body
Checked text
0 characters; minimum 150
Required word groups
nasa: missing
followers: missing
posts: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Required public profile content missing from the checked HTML text.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
3579772738e3b489463f69f82eef9f692d6b3a79d2031da9c5f1e53cfe1239bb
Link to this six-tool target record
10. TikTokorganizationBotasaurus · HTTP 200usableCamoufox · HTTP 200missing required contentLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200missing required contentwreq Python · HTTP 200missing required content

Required: NASA organization profile with video and audience information. https://www.tiktok.com/@nasa

Botasaurus

UTC start / finish
2026-09-29T21:06:14.184117+00:00 / 2026-09-29T21:06:18.686051+00:00
Original / final URL
https://www.tiktok.com/@nasa
https://www.tiktok.com/@nasa
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.214 s navigation; 3.700 s through DOM capture; 4.502 s total
Sampled process-tree PSS
945.973 MiB sampled peak; 34 samples
Capture
501,965 bytes; Complete serialized UTF-8 DOM
Checked text
353 characters; minimum 150
Required word groups
nasa: matched nasa
followers: matched followers
videos / likes: matched likes
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 8e3f1bae60da3c52bda5a39329e24b9413e535401a27e112ca877f43dc7faf6f
Capture SHA-256
53d7130503df61d25ccbbfda903c3130bb170cadd790b7472db6cf477c343dcf
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:54:35.394557+00:00 / 2026-09-29T19:54:46.435905+00:00
Original / final URL
https://www.tiktok.com/@nasa
https://www.tiktok.com/@nasa
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
2.891 s navigation; 5.326 s through DOM capture; 11.041 s total
Sampled process-tree PSS
1177.475 MiB sampled peak; 94 samples
Capture
392,449 bytes; Complete serialized UTF-8 DOM
Checked text
106 characters; minimum 150
Required word groups
nasa: matched nasa
followers: matched followers
videos / likes: matched likes
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
NASA identity, follower and like labels are present, but checked text is below the unchanged minimum. Private screenshot shows profile header and loading placeholders; no video playback tested. Patchright earlier met the same threshold.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 1779fab7440a9a85f3f850f1fddf4c2b029e14d909038c24ab2b68370f66cace
Capture SHA-256
20b83ad541cc99a75a02fc4fc183b5a89eaa985d3be2642004d09304c67f8654

Lightpanda

UTC start / finish
2026-09-29T19:25:58.325858+00:00 / 2026-09-29T19:26:01.818546+00:00
Original / final URL
https://www.tiktok.com/@nasa
https://www.tiktok.com/@nasa
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.614 s navigation; 2.943 s through DOM capture; 3.493 s total
Sampled process-tree PSS
409.222 MiB sampled peak; 35 samples
Capture
454,373 bytes; Complete serialized UTF-8 DOM
Checked text
708 characters; minimum 150
Required word groups
nasa: matched nasa
followers: matched followers
videos / likes: matched videos, likes
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
NASA identity and follower text meet the profile checks. The video area also reports an error; this result does not establish working videos.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
07b95c7d32ea62611736b17c88b97b5d8e0ea8c2188c95e33b2dd48ddb8b6af5

Patchright

UTC start / finish
2026-09-29T19:39:56.555344+00:00 / 2026-09-29T19:40:00.720514+00:00
Original / final URL
https://www.tiktok.com/@nasa
https://www.tiktok.com/@nasa
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.605 s navigation; 2.816 s through DOM capture; 4.165 s total
Sampled process-tree PSS
908.356 MiB sampled peak; 32 samples
Capture
486,901 bytes; Complete serialized UTF-8 DOM
Checked text
276 characters; minimum 150
Required word groups
nasa: matched nasa
followers: matched followers
videos / likes: matched likes
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
NASA identity, follower and like labels meet the profile checks; the DOM also contains video-tile counts. No video playback, login or interaction tested.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: bf40405bc7066a17b22c577451f264460e08b4292416594047b4b52eed1a94f6
Capture SHA-256
beb0fbeeb9cfa00787b007149300b2e357a79e409d289cc96af0163d6307d940

Scrapling

UTC start / finish
2026-09-29T20:07:09.257166+00:00 / 2026-09-29T20:07:10.058821+00:00
Original / final URL
https://www.tiktok.com/@nasa
https://www.tiktok.com/@nasa
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.800 s body transfer and selector construction
Sampled process-tree PSS
40.072 MiB sampled peak; 11 samples
Capture
389,904 bytes; Complete client-decompressed HTTP body
Checked text
66 characters; minimum 150
Required word groups
nasa: matched nasa
followers: missing
videos / likes: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Source contains NASA identity and numbers but no required follower/like labels, and checked text is below the frozen minimum. No JavaScript/profile hydration or video playback tested.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
9ec3a94f086de2c381dac5bfe9776a35ba32585ec4befb9f5138782ff7d4f209

wreq Python

UTC start / finish
2026-09-29T19:15:55.531798+00:00 / 2026-09-29T19:15:56.161974+00:00
Original / final URL
https://www.tiktok.com/@nasa
https://www.tiktok.com/@nasa
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.630 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
389,428 bytes; Original client-decompressed HTTP body
Checked text
66 characters; minimum 150
Required word groups
nasa: matched nasa
followers: missing
videos / likes: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Organization name and audience figures present, but required profile labels and text length not met.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
0a16b54debf2b39a750c62ca2c1e7e722e05b8acf6368538ac4c1bfe910daea9
Link to this six-tool target record
11. G2reviewsBotasaurus · HTTP 403http access deniedCamoufox · HTTP 403http access deniedLightpanda · HTTP 403http access deniedPatchright · HTTP 403http access deniedScrapling · HTTP 403http access deniedwreq Python · HTTP 403http access denied

Required: Asana review listing with review and rating information. https://www.g2.com/products/asana/reviews

Botasaurus

UTC start / finish
2026-09-29T21:06:21.284314+00:00 / 2026-09-29T21:06:24.370729+00:00
Original / final URL
https://www.g2.com/products/asana/reviews
https://www.g2.com/products/asana/reviews
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.524 s navigation; 2.528 s through DOM capture; 3.086 s total
Sampled process-tree PSS
643.199 MiB sampled peak; 25 samples
Capture
2,637 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
asana: missing
reviews: missing
rating / rated / stars: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved DOM was rechecked against frozen content rules; http access denied.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 356ff16ee4b45fe9148136a34f32cac151ebe35ba2b00e51142da78b2905fbb2
Capture SHA-256
22ce5c286164128442a0fdcd25292edf7ae645873ed20c4e8bbaa5c0143d4e9c
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:54:49.177425+00:00 / 2026-09-29T19:54:56.409611+00:00
Original / final URL
https://www.g2.com/products/asana/reviews
https://www.g2.com/products/asana/reviews
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.521 s navigation; 2.694 s through DOM capture; 7.232 s total
Sampled process-tree PSS
1105.141 MiB sampled peak; 65 samples
Capture
2,563 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
asana: missing
reviews: missing
rating / rated / stars: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 with no checked body text; no Asana review/rating content.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 2c4be3d7588a1e59b4a41a99c96271bb83577b74a39e8282a673d35f378b799c
Capture SHA-256
8d479b41ee50184ac61f69aea23c14c144c479c0b13b66ecf45852896332dec2

Lightpanda

UTC start / finish
2026-09-29T19:26:04.052641+00:00 / 2026-09-29T19:26:06.690954+00:00
Original / final URL
https://www.g2.com/products/asana/reviews
https://www.g2.com/products/asana/reviews
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.193 s navigation; 2.199 s through DOM capture; 2.638 s total
Sampled process-tree PSS
173.927 MiB sampled peak; 27 samples
Capture
2,558 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
asana: missing
reviews: missing
rating / rated / stars: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403; checked body text is empty, not Asana reviews.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
068093655fb417e0aa7fa3938ac3ef107b23840150b5ee34cedef66833bf8c29

Patchright

UTC start / finish
2026-09-29T19:40:03.049779+00:00 / 2026-09-29T19:40:06.932970+00:00
Original / final URL
https://www.g2.com/products/asana/reviews
https://www.g2.com/products/asana/reviews
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.516 s navigation; 2.529 s through DOM capture; 3.883 s total
Sampled process-tree PSS
649.393 MiB sampled peak; 30 samples
Capture
2,631 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
asana: missing
reviews: missing
rating / rated / stars: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 with empty checked body text; no Asana review listing.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: a8e9d4c40ca6d55cf370d80dd6268330e064a622001f54cd46e7b86f5aed9d21
Capture SHA-256
3bb167e34abf0a816ddfbd9419bec05a00b180223071035cf97deebd1a108d64

Scrapling

UTC start / finish
2026-09-29T20:07:12.412973+00:00 / 2026-09-29T20:07:12.573077+00:00
Original / final URL
https://www.g2.com/products/asana/reviews
https://www.g2.com/products/asana/reviews
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.159 s body transfer and selector construction
Sampled process-tree PSS
37.002 MiB sampled peak; 5 samples
Capture
1,707 bytes; Complete client-decompressed HTTP body
Checked text
43 characters; minimum 500
Required word groups
asana: missing
reviews: missing
rating / rated / stars: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 JS/ad-blocker prompt, with no Asana reviews or ratings.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
cbff503002f0842c0726df078553738235871322f1c41e13f4b1d4cfeb1e0eb2

wreq Python

UTC start / finish
2026-09-29T19:15:58.171809+00:00 / 2026-09-29T19:15:58.406683+00:00
Original / final URL
https://www.g2.com/products/asana/reviews
https://www.g2.com/products/asana/reviews
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.235 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
1,707 bytes; Original client-decompressed HTTP body
Checked text
43 characters; minimum 500
Required word groups
asana: missing
reviews: missing
rating / rated / stars: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Denied page asks for JavaScript; no reviews fetched.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
3f9f77cb986b44a058274cbb952fffe658bbe187f98472d042ff906e297aad29
Link to this six-tool target record
12. TrustpilotreviewsBotasaurus · HTTP 200usableCamoufox · HTTP 403http access deniedLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 403http access deniedwreq Python · HTTP 403http access denied

Required: Amazon company review listing with ratings. https://www.trustpilot.com/review/www.amazon.com

Botasaurus

UTC start / finish
2026-09-29T21:06:26.995685+00:00 / 2026-09-29T21:06:30.739973+00:00
Original / final URL
https://www.trustpilot.com/review/www.amazon.com
https://www.trustpilot.com/review/www.amazon.com
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.477 s navigation; 3.040 s through DOM capture; 3.744 s total
Sampled process-tree PSS
710.328 MiB sampled peak; 30 samples
Capture
899,819 bytes; Complete serialized UTF-8 DOM
Checked text
19,617 characters; minimum 500
Required word groups
amazon: matched amazon
reviews: matched reviews
trustscore / rating / rated: matched trustscore, rating, rated
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 90314e79be93ee08c039a981a141ea1dec9e12ea9eaca5754ce464f9c4661edc
Capture SHA-256
5d3b5af0b2b046079f90867373a0dbaf3a6ddd0f4bd3159632687d475e195774
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:54:59.130449+00:00 / 2026-09-29T19:55:05.046348+00:00
Original / final URL
https://www.trustpilot.com/review/www.amazon.com
https://www.trustpilot.com/review/www.amazon.com
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.981 s navigation; 2.988 s through DOM capture; 5.916 s total
Sampled process-tree PSS
927.868 MiB sampled peak; 55 samples
Capture
1,061 bytes; Complete serialized UTF-8 DOM
Checked text
164 characters; minimum 500
Required word groups
amazon: missing
reviews: missing
trustscore / rating / rated: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
At DOM capture, HTTP 403 verification content has no Amazon reviews or rating; the later private screenshot says verified/redirecting but still shows no review listing. Screenshot timing differs from DOM measurement. Patchright earlier passed. No verification click, application retry or causal claim.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: fbd5e38d61cd54607d0e4b5fd4dc74a5cc2a4906188fac89c11ca9ea01f465f7
Capture SHA-256
410d6a00e13e27753f5750879d8aaf498a745d79d583768001020120a51f6f04

Lightpanda

UTC start / finish
2026-09-29T19:26:08.869159+00:00 / 2026-09-29T19:26:11.913122+00:00
Original / final URL
https://www.trustpilot.com/review/www.amazon.com
https://www.trustpilot.com/review/www.amazon.com
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.524 s navigation; 2.598 s through DOM capture; 3.044 s total
Sampled process-tree PSS
265.103 MiB sampled peak; 31 samples
Capture
899,468 bytes; Complete serialized UTF-8 DOM
Checked text
20,510 characters; minimum 500
Required word groups
amazon: matched amazon
reviews: matched reviews
trustscore / rating / rated: matched trustscore, rating, rated
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Amazon review/rating text is present and meets the preset checks; no exhaustive review extraction claimed.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
6c6dcd7fa9cf7e3e47391aec63c01b38373126a37715f7a73d60f62101fbdb11

Patchright

UTC start / finish
2026-09-29T19:40:09.202167+00:00 / 2026-09-29T19:40:13.400983+00:00
Original / final URL
https://www.trustpilot.com/review/www.amazon.com
https://www.trustpilot.com/review/www.amazon.com
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.577 s navigation; 2.880 s through DOM capture; 4.199 s total
Sampled process-tree PSS
698.214 MiB sampled peak; 33 samples
Capture
748,804 bytes; Complete serialized UTF-8 DOM
Checked text
19,234 characters; minimum 500
Required word groups
amazon: matched amazon
reviews: matched reviews
trustscore / rating / rated: matched trustscore, rating, rated
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Amazon review/rating text meets the preset checks; no exhaustive review extraction claimed.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: a56aaf684a59ec423d1556f27aed58d4210a54bb8f92bdc94c669eb79c788ace
Capture SHA-256
04d2de24498e182fc33a2944822dafb01011a7dcdf8abf17cdac41f2c50dd543

Scrapling

UTC start / finish
2026-09-29T20:07:14.894226+00:00 / 2026-09-29T20:07:14.979445+00:00
Original / final URL
https://www.trustpilot.com/review/www.amazon.com
https://www.trustpilot.com/review/www.amazon.com
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.085 s body transfer and selector construction
Sampled process-tree PSS
36.807 MiB sampled peak; 4 samples
Capture
991 bytes; Complete client-decompressed HTTP body
Checked text
164 characters; minimum 500
Required word groups
amazon: missing
reviews: missing
trustscore / rating / rated: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 verification content without Amazon reviews or rating; no verification action or retry. Patchright/Lightpanda earlier passed, but this does not identify a cause.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
92d97ed45d6cc267c657b864c4deee1c2d896cda361adc660bc16538a75700f2

wreq Python

UTC start / finish
2026-09-29T19:16:00.409558+00:00 / 2026-09-29T19:16:00.522546+00:00
Original / final URL
https://www.trustpilot.com/review/www.amazon.com
https://www.trustpilot.com/review/www.amazon.com
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.113 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
991 bytes; Original client-decompressed HTTP body
Checked text
164 characters; minimum 500
Required word groups
amazon: missing
reviews: missing
trustscore / rating / rated: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Browser verification page; no review listing.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
92d97ed45d6cc267c657b864c4deee1c2d896cda361adc660bc16538a75700f2
Link to this six-tool target record
13. TripadvisorreviewsBotasaurus · HTTP 403http access deniedCamoufox · HTTP 403http access deniedLightpanda · HTTP 403http access deniedPatchright · HTTP 403http access deniedScrapling · HTTP 403http access deniedwreq Python · HTTP 403http access denied

Required: Paris restaurant listing with reviews. https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html

Botasaurus

UTC start / finish
2026-09-29T21:06:33.276691+00:00 / 2026-09-29T21:06:36.492199+00:00
Original / final URL
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.593 s navigation; 2.597 s through DOM capture; 3.216 s total
Sampled process-tree PSS
648.300 MiB sampled peak; 27 samples
Capture
1,538 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
paris: missing
restaurants: missing
reviews: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved DOM was rechecked against frozen content rules; http access denied.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 6c9d24803671953beaf968a216a80d696890b9adb065c5d1a29f7314c8b986fb
Capture SHA-256
084ad4faa731e5ba4b2e196f60dc96664c5c60bd02ea4599d2955e58b1f17d0a
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:55:07.769427+00:00 / 2026-09-29T19:55:13.368522+00:00
Original / final URL
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.537 s navigation; 2.546 s through DOM capture; 5.599 s total
Sampled process-tree PSS
851.932 MiB sampled peak; 52 samples
Capture
1,520 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
paris: missing
restaurants: missing
reviews: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 with empty checked body text; no Paris restaurant reviews.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 2b61bccc743bb9ff3a61805ea6414aa754a6ae3ee6d76a6f88598675e7d5050f
Capture SHA-256
370ef368017cd5a887845a0b2ce456edc4e1bc71daec3722d674200ba98c1861

Lightpanda

UTC start / finish
2026-09-29T19:26:14.152247+00:00 / 2026-09-29T19:26:16.842909+00:00
Original / final URL
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.277 s navigation; 2.283 s through DOM capture; 2.69 s total
Sampled process-tree PSS
173.901 MiB sampled peak; 28 samples
Capture
1,535 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
paris: missing
restaurants: missing
reviews: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403; checked body text is empty rather than Paris attractions.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
a783909e98b3286b9d6f587ee2c35d753ddd5ec2e58315d61174491af740a5fa

Patchright

UTC start / finish
2026-09-29T19:40:15.702160+00:00 / 2026-09-29T19:40:18.886299+00:00
Original / final URL
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
Redirects
none
Status / content outcome
HTTP 403; http access denied. No checked text.
Latency basis
0.349 s navigation; 2.358 s through DOM capture; 3.184 s total
Sampled process-tree PSS
648.124 MiB sampled peak; 26 samples
Capture
1,532 bytes; Complete serialized UTF-8 DOM
Checked text
0 characters; minimum 500
Required word groups
paris: missing
restaurants: missing
reviews: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 with empty checked body text rather than Paris attractions.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 5befc613908b32207f664d580b3cde005cc14e18bd9e078af57fbd8b0082b1f4
Capture SHA-256
5a7a8b789cbbbadf795cd76275d7046452dd8862c7b6c6e11e4088b885daa291

Scrapling

UTC start / finish
2026-09-29T20:07:17.294466+00:00 / 2026-09-29T20:07:17.530757+00:00
Original / final URL
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.236 s body transfer and selector construction
Sampled process-tree PSS
36.550 MiB sampled peak; 5 samples
Capture
775 bytes; Complete client-decompressed HTTP body
Checked text
43 characters; minimum 500
Required word groups
paris: missing
restaurants: missing
reviews: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 JS/ad-blocker prompt, with no Paris restaurant reviews.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
9b415370f510f939d9a1dc6baf25be7a7e4bbc6e7f3677f6873792ef572b7d9a

wreq Python

UTC start / finish
2026-09-29T19:16:02.524880+00:00 / 2026-09-29T19:16:02.754586+00:00
Original / final URL
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.230 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
778 bytes; Original client-decompressed HTTP body
Checked text
43 characters; minimum 500
Required word groups
paris: missing
restaurants: missing
reviews: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Denied page asks for JavaScript; no restaurant reviews fetched.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
2734b33ee2dfec8487b809398b4b9183992c79c682342389a1ec2d68dfc4ed9a
Link to this six-tool target record
14. IndeedjobsBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 403http access deniedPatchright · HTTP 403http access deniedScrapling · HTTP 200usablewreq Python · HTTP 403http access denied

Required: Remote Python job listings. https://www.indeed.com/jobs?q=python&l=Remote

Botasaurus

UTC start / finish
2026-09-29T21:06:39.091044+00:00 / 2026-09-29T21:06:43.893563+00:00
Original / final URL
https://www.indeed.com/jobs?q=python&l=Remote
https://www.indeed.com/jobs?q=python&l=Remote&vjk=4e0a7e7dad80c0e2
Redirects
final url changed history unavailable
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.426 s navigation; 4.203 s through DOM capture; 4.803 s total
Sampled process-tree PSS
804.074 MiB sampled peak; 37 samples
Capture
1,563,541 bytes; Complete serialized UTF-8 DOM
Checked text
17,168 characters; minimum 500
Required word groups
python: matched python
remote: matched remote
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 83 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: c922ae467b2f3374760089a0ec84a7be8e0168f9fb950c37463137c4cd9f9709
Capture SHA-256
38e220a0e10e9c71a9c874a274fc5cb59a4564fab36d666fcdf1b53c11d44d2a
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:55:16.115534+00:00 / 2026-09-29T19:55:28.949731+00:00
Original / final URL
https://www.indeed.com/jobs?q=python&l=Remote
https://www.indeed.com/jobs?q=python&l=Remote
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
5.19 s navigation; 9.672 s through DOM capture; 12.834 s total
Sampled process-tree PSS
941.328 MiB sampled peak; 108 samples
Capture
1,510,679 bytes; Complete serialized UTF-8 DOM
Checked text
16,710 characters; minimum 500
Required word groups
python: matched python
remote: matched remote
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 78 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
DOM and private screenshot show Python remote job titles, employer and job details meeting the fixed checks. Patchright earlier returned HTTP 403; this time/engine/resource split does not establish a cause.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 63e472e4eba029ffecc389c19b920cf6c41849da0ad70aacbc88eec2cca115ce
Capture SHA-256
6ce67f655a87e64e572963e6a6a022dbae3377b8f3fadc7e32891a5d14aa1cd6

Lightpanda

UTC start / finish
2026-09-29T19:26:19.063025+00:00 / 2026-09-29T19:26:21.553968+00:00
Original / final URL
https://www.indeed.com/jobs?q=python&l=Remote
https://www.indeed.com/jobs?q=python&l=Remote
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.041 s navigation; 2.048 s through DOM capture; 2.491 s total
Sampled process-tree PSS
189.087 MiB sampled peak; 25 samples
Capture
38,358 bytes; Complete serialized UTF-8 DOM
Checked text
355 characters; minimum 500
Required word groups
python: missing
remote: missing
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 0 matches; needs 3
Soft-block / gate phrases
additional verification required / No checked gate phrase
Private capture inspection
HTTP 403 additional-verification page; no job listing.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
5e53ff7487f078b2918931ac37e82254bbe4a55ba98580f9d433f38dd51a01b7

Patchright

UTC start / finish
2026-09-29T19:40:21.109942+00:00 / 2026-09-29T19:40:24.014121+00:00
Original / final URL
https://www.indeed.com/jobs?q=python&l=Remote
https://www.indeed.com/jobs?q=python&l=Remote
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.093 s navigation; 2.103 s through DOM capture; 2.904 s total
Sampled process-tree PSS
562.441 MiB sampled peak; 24 samples
Capture
35,960 bytes; Complete serialized UTF-8 DOM
Checked text
450 characters; minimum 500
Required word groups
python: missing
remote: missing
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 request-blocked page, with no job listing.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: f5b1dea6c57585fefe8232fe6b4b1d999a43682510a8c5871ab0a34928ffbb4a
Capture SHA-256
e8de130e4f7638caeea627e3b523e13c15e3367f257dbd3a01fa9510f7725c7f

Scrapling

UTC start / finish
2026-09-29T20:07:19.825364+00:00 / 2026-09-29T20:07:21.128689+00:00
Original / final URL
https://www.indeed.com/jobs?q=python&l=Remote
https://www.indeed.com/jobs?q=python&l=Remote
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.300 s body transfer and selector construction
Sampled process-tree PSS
49.743 MiB sampled peak; 16 samples
Capture
1,637,081 bytes; Complete client-decompressed HTTP body
Checked text
17,678 characters; minimum 500
Required word groups
python: matched python
remote: matched remote
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 87 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 source contains Python remote job listings and employer/details text meeting the fixed checks, as in Camoufox. Earlier Patchright returned HTTP 403; no causal claim or application action.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
f241301c82e397eae2dd390ae10665db7f2b63e0bfba6428fd7f36361246693d

wreq Python

UTC start / finish
2026-09-29T19:16:04.756813+00:00 / 2026-09-29T19:16:04.799630+00:00
Original / final URL
https://www.indeed.com/jobs?q=python&l=Remote
https://www.indeed.com/jobs?q=python&l=Remote
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.043 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
28,083 bytes; Original client-decompressed HTTP body
Checked text
27 characters; minimum 500
Required word groups
python: missing
remote: missing
jobs: missing
Listing patterns
\b(?:developer|engineer|programmer)\b: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Security check response; no job listing.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
e2226cfe7db4df4c0ef8db6c7fc9e3e56214c56ceb59750df0ab4aea1cc3fb25
Link to this six-tool target record
15. Remote OKjobsBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200missing required contentPatchright · HTTP 200usableScrapling · HTTP 200missing required contentwreq Python · HTTP 200missing required content

Required: Remote developer job listings. https://remoteok.com/remote-dev-jobs

Botasaurus

UTC start / finish
2026-09-29T21:06:46.505917+00:00 / 2026-09-29T21:06:51.180354+00:00
Original / final URL
https://remoteok.com/remote-dev-jobs
https://remoteok.com/remote-dev-jobs
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.976 s navigation; 4.100 s through DOM capture; 4.674 s total
Sampled process-tree PSS
648.095 MiB sampled peak; 37 samples
Capture
969,555 bytes; Complete serialized UTF-8 DOM
Checked text
214,554 characters; minimum 500
Required word groups
remote: matched remote
developer / engineer: matched developer, engineer
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 101 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: b407a9e9e935c8b4fef388a49e1232358813ad944b988dc54150269ae3b1d054
Capture SHA-256
7213cce219069b5bf6b1e255a33fa6679db5d076555e8e02c3bc29d47bb5129d
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:55:31.752165+00:00 / 2026-09-29T19:55:43.843312+00:00
Original / final URL
https://remoteok.com/remote-dev-jobs
https://remoteok.com/remote-dev-jobs
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
3.069 s navigation; 5.233 s through DOM capture; 12.091 s total
Sampled process-tree PSS
962.919 MiB sampled peak; 103 samples
Capture
964,301 bytes; Complete serialized UTF-8 DOM
Checked text
214,415 characters; minimum 500
Required word groups
remote: matched remote
developer / engineer: matched developer, engineer
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 101 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Developer job listings meet the strict listing patterns, as in Patchright. Earlier Lightpanda and wreq missed required patterns; no validator thresholds changed.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 9681af7ec209140c7acdbcbbda495685b8273a901793db7a5f9ee389bed589c2
Capture SHA-256
73afe5aaf29147fbf24bb0f71adb26c3294b4f6f59ae374ba6961f01d2b5fc13

Lightpanda

UTC start / finish
2026-09-29T19:26:23.691970+00:00 / 2026-09-29T19:26:26.918668+00:00
Original / final URL
https://remoteok.com/remote-dev-jobs
https://remoteok.com/remote-dev-jobs
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.799 s navigation; 2.807 s through DOM capture; 3.227 s total
Sampled process-tree PSS
194.808 MiB sampled peak; 33 samples
Capture
67,212 bytes; Complete serialized UTF-8 DOM
Checked text
5,627 characters; minimum 500
Required word groups
remote: matched remote
developer / engineer: matched developer
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 2 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Site navigation and remote-job text are present, but the frozen listing checks fail. HTTP 200 alone is insufficient.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
18eea2c96c9059c840390fceec72939b25f60e2756612a103ce1b83a57f62d66

Patchright

UTC start / finish
2026-09-29T19:40:26.197919+00:00 / 2026-09-29T19:40:30.381878+00:00
Original / final URL
https://remoteok.com/remote-dev-jobs
https://remoteok.com/remote-dev-jobs
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.232 s navigation; 3.329 s through DOM capture; 4.184 s total
Sampled process-tree PSS
660.345 MiB sampled peak; 35 samples
Capture
968,888 bytes; Complete serialized UTF-8 DOM
Checked text
214,554 characters; minimum 500
Required word groups
remote: matched remote
developer / engineer: matched developer, engineer
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 101 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Developer/engineer jobs and listing text meet the frozen checks; the private screenshot shows actual job cards. Both earlier baselines failed these checks; no cause inferred.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: fb0ad8a4a1e59d3e5589edf1f20ab04687993858fb5b738d9e2513300d9f0c34
Capture SHA-256
22a8d9b331a8a95cb04586c45c3daca5cbce1add42956886bab91ebd9de3c0f4

Scrapling

UTC start / finish
2026-09-29T20:07:23.489960+00:00 / 2026-09-29T20:07:23.870230+00:00
Original / final URL
https://remoteok.com/remote-dev-jobs
https://remoteok.com/remote-dev-jobs
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.380 s body transfer and selector construction
Sampled process-tree PSS
37.479 MiB sampled peak; 7 samples
Capture
59,406 bytes; Complete client-decompressed HTTP body
Checked text
5,486 characters; minimum 500
Required word groups
remote: matched remote
developer / engineer: matched developer
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 2 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 shell meets required text groups, but the strict developer/engineer/programmer regex has two matches where three are required. Earlier browser DOMs passed. No threshold change or JS fallback.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
8b2571581cb734e2a527317934dce23b0f0b3225efe1d61c998cf40cb86b646b

wreq Python

UTC start / finish
2026-09-29T19:16:06.802771+00:00 / 2026-09-29T19:16:07.411698+00:00
Original / final URL
https://remoteok.com/remote-dev-jobs
https://remoteok.com/remote-dev-jobs
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.609 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
59,438 bytes; Original client-decompressed HTTP body
Checked text
5,486 characters; minimum 500
Required word groups
remote: matched remote
developer / engineer: matched developer
jobs: matched jobs
Listing patterns
\b(?:developer|engineer|programmer)\b: 2 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Job rows exist in HTML, but the frozen role-text check has fewer than three matches. A strict check failure, not proof that all job data is unusable.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
3de38fb9fa13a50666fda88eeff4ace02ed3f3b34a3bae3c2244ff3e7c6cae4e
Link to this six-tool target record
16. We Work RemotelyjobsBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Remote programming jobs with actual role descriptions. https://weworkremotely.com/categories/remote-programming-jobs

Botasaurus

UTC start / finish
2026-09-29T21:06:53.900606+00:00 / 2026-09-29T21:06:58.925498+00:00
Original / final URL
https://weworkremotely.com/categories/remote-programming-jobs
https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Redirects
followed
HTTP 302: https://weworkremotely.com/categories/remote-programming-jobs → https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.938 s navigation; 4.366 s through DOM capture; 5.025 s total
Sampled process-tree PSS
747.425 MiB sampled peak; 38 samples
Capture
788,525 bytes; Complete serialized UTF-8 DOM
Checked text
9,661 characters; minimum 500
Required word groups
remote: matched remote
programming: matched programming
developer / engineer: matched developer, engineer
Listing patterns
\b(?:developer|engineer|programmer)\b: 26 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 066dc277ff3bf7a53edce4f803aa7c5527fbe34807d8b04e2116ae4ed57654b8
Capture SHA-256
61d92556c634b5648b03bb5f4a10cd45a67eeb512a108f6ff251a59ea5a4ff58
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:55:46.717643+00:00 / 2026-09-29T19:55:58.082164+00:00
Original / final URL
https://weworkremotely.com/categories/remote-programming-jobs
https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Redirects
followed
HTTP 302: https://weworkremotely.com/categories/remote-programming-jobs → https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
6.184 s navigation; 8.227 s through DOM capture; 11.364 s total
Sampled process-tree PSS
1122.409 MiB sampled peak; 94 samples
Capture
782,642 bytes; Complete serialized UTF-8 DOM
Checked text
9,661 characters; minimum 500
Required word groups
remote: matched remote
programming: matched programming
developer / engineer: matched developer, engineer
Listing patterns
\b(?:developer|engineer|programmer)\b: 26 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Remote job listings and required listing text meet the fixed checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: db2b58cbb1242b2c319de6b133338a52d356a5c4f43f42de66960f8908d0efbf
Capture SHA-256
a70e577edc2a9999d031137ff4cd6aef7efc06ed81de556597db34e975c8c4f3

Lightpanda

UTC start / finish
2026-09-29T19:26:29.148485+00:00 / 2026-09-29T19:26:32.451501+00:00
Original / final URL
https://weworkremotely.com/categories/remote-programming-jobs
https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Redirects
followed
HTTP 302: https://weworkremotely.com/categories/remote-programming-jobs → https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.806 s navigation; 2.850 s through DOM capture; 3.303 s total
Sampled process-tree PSS
277.756 MiB sampled peak; 33 samples
Capture
788,403 bytes; Complete serialized UTF-8 DOM
Checked text
11,227 characters; minimum 500
Required word groups
remote: matched remote
programming: matched programming
developer / engineer: matched developer, engineer
Listing patterns
\b(?:developer|engineer|programmer)\b: 26 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
One observed HTTP 302 reaches the canonical full-stack jobs route. Job text meets the same listing checks.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
4496656b808185b7e4a8c9a5403dc9b4d9bbeb1c1399bff8587cb2fb53a3d15e

Patchright

UTC start / finish
2026-09-29T19:40:32.821374+00:00 / 2026-09-29T19:40:36.825614+00:00
Original / final URL
https://weworkremotely.com/categories/remote-programming-jobs
https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Redirects
followed
HTTP 302: https://weworkremotely.com/categories/remote-programming-jobs → https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.995 s navigation; 3.085 s through DOM capture; 4.004 s total
Sampled process-tree PSS
753.792 MiB sampled peak; 31 samples
Capture
788,515 bytes; Complete serialized UTF-8 DOM
Checked text
9,661 characters; minimum 500
Required word groups
remote: matched remote
programming: matched programming
developer / engineer: matched developer, engineer
Listing patterns
\b(?:developer|engineer|programmer)\b: 26 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
One HTTP 302 follows to the canonical full-stack jobs route and the listing checks pass, matching the observed redirect in both earlier baselines.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 547278538d17ec281ab044e926b4326e8cab0e92816ca605a2f1a930764d13d4
Capture SHA-256
48bae465ba2d07de5151d2420d5fd1d74540284d24bc5768b0b8b42d0d5e9be9

Scrapling

UTC start / finish
2026-09-29T20:07:26.185478+00:00 / 2026-09-29T20:07:27.358838+00:00
Original / final URL
https://weworkremotely.com/categories/remote-programming-jobs
https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Redirects
followed
HTTP 302: https://weworkremotely.com/categories/remote-programming-jobs → https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.173 s body transfer and selector construction
Sampled process-tree PSS
37.899 MiB sampled peak; 15 samples
Capture
144,404 bytes; Complete client-decompressed HTTP body
Checked text
9,661 characters; minimum 500
Required word groups
remote: matched remote
programming: matched programming
developer / engineer: matched developer, engineer
Listing patterns
\b(?:developer|engineer|programmer)\b: 26 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Ordinary HTTP 302 to the canonical full-stack programming category followed successfully. Job-listing content passes; the canonical redirect is not counted as a failure.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
96d3caa100a3f6e180aaedfcd093a6cc2f889bfa08e46b34fce106a0c62c355d

wreq Python

UTC start / finish
2026-09-29T19:16:09.419954+00:00 / 2026-09-29T19:16:09.975331+00:00
Original / final URL
https://weworkremotely.com/categories/remote-programming-jobs
https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Redirects
followed
HTTP 302: https://weworkremotely.com/categories/remote-programming-jobs → https://weworkremotely.com/categories/remote-full-stack-programming-jobs
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.555 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
144,403 bytes; Original client-decompressed HTTP body
Checked text
9,661 characters; minimum 500
Required word groups
remote: matched remote
programming: matched programming
developer / engineer: matched developer, engineer
Listing patterns
\b(?:developer|engineer|programmer)\b: 26 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
A normal HTTP 302 reached the canonical full-stack programming category. The final HTTP 200 content meets the frozen job checks; the redirect is not a failure.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
d045dd649d1a36c896b6aa045ba00a2af37849d48df4cfeb823fff1ba976ac71
Link to this six-tool target record
17. WikipediacontentBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Web scraping article with substantive explanation. https://en.wikipedia.org/wiki/Web_scraping

Botasaurus

UTC start / finish
2026-09-29T21:07:01.495197+00:00 / 2026-09-29T21:07:05.076565+00:00
Original / final URL
https://en.wikipedia.org/wiki/Web_scraping
https://en.wikipedia.org/wiki/Web_scraping
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.653 s navigation; 2.994 s through DOM capture; 3.581 s total
Sampled process-tree PSS
592.038 MiB sampled peak; 30 samples
Capture
417,097 bytes; Complete serialized UTF-8 DOM
Checked text
31,055 characters; minimum 3000
Required word groups
web scraping: matched web scraping
web crawler / data extraction: matched web crawler, data extraction
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 2770af75b93e396869fb2112f922de43daf94ea3c22dd14b8a58fc68b1772e6e
Capture SHA-256
25425093b0ba88ce98cfe60b8098f4e5422dcf34f5cf50230c544e0bfa84f16f
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:56:00.826727+00:00 / 2026-09-29T19:56:06.955522+00:00
Original / final URL
https://en.wikipedia.org/wiki/Web_scraping
https://en.wikipedia.org/wiki/Web_scraping
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.998 s navigation; 3.019 s through DOM capture; 6.129 s total
Sampled process-tree PSS
954.427 MiB sampled peak; 55 samples
Capture
256,864 bytes; Complete serialized UTF-8 DOM
Checked text
30,790 characters; minimum 3000
Required word groups
web scraping: matched web scraping
web crawler / data extraction: matched web crawler, data extraction
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: a850fa89ace78797af758c1dae2e0893feee6651261222d299c7a7193a836d3a
Capture SHA-256
f116b1da475a9ddf9b97f0f0577c0a01d379d7f96f64bb961291bca03a3cd47b

Lightpanda

UTC start / finish
2026-09-29T19:26:34.651217+00:00 / 2026-09-29T19:26:37.389910+00:00
Original / final URL
https://en.wikipedia.org/wiki/Web_scraping
https://en.wikipedia.org/wiki/Web_scraping
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.249 s navigation; 2.272 s through DOM capture; 2.738 s total
Sampled process-tree PSS
196.371 MiB sampled peak; 28 samples
Capture
347,040 bytes; Complete serialized UTF-8 DOM
Checked text
31,033 characters; minimum 3000
Required word groups
web scraping: matched web scraping
web crawler / data extraction: matched web crawler, data extraction
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Web-scraping article body and required section text are present.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
339282e28d53ab19e0b43c48bd18aec8d1f76374a8be68dc0f107fdfd785516e

Patchright

UTC start / finish
2026-09-29T19:40:39.123662+00:00 / 2026-09-29T19:40:42.332270+00:00
Original / final URL
https://en.wikipedia.org/wiki/Web_scraping
https://en.wikipedia.org/wiki/Web_scraping
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.268 s navigation; 2.312 s through DOM capture; 3.208 s total
Sampled process-tree PSS
604.456 MiB sampled peak; 27 samples
Capture
417,093 bytes; Complete serialized UTF-8 DOM
Checked text
31,055 characters; minimum 3000
Required word groups
web scraping: matched web scraping
web crawler / data extraction: matched web crawler, data extraction
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Web-scraping article and required section text are present.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: c5413fe90a3c91ffc3502e37ab4fb012b042b412e0013ace7568a22e22230fd1
Capture SHA-256
7fa5afb29dfa4975d3fe4f1f4b04f76231848160b5bc2108e805f388118a830b

Scrapling

UTC start / finish
2026-09-29T20:07:29.721218+00:00 / 2026-09-29T20:07:29.987326+00:00
Original / final URL
https://en.wikipedia.org/wiki/Web_scraping
https://en.wikipedia.org/wiki/Web_scraping
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.265 s body transfer and selector construction
Sampled process-tree PSS
39.122 MiB sampled peak; 6 samples
Capture
235,975 bytes; Complete client-decompressed HTTP body
Checked text
30,790 characters; minimum 3000
Required word groups
web scraping: matched web scraping
web crawler / data extraction: matched web crawler, data extraction
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
e305b5ea4c4ca2a210ae297f17ad11f2ce4201fd8f5b6247adcfb98f41d017af

wreq Python

UTC start / finish
2026-09-29T19:16:11.989806+00:00 / 2026-09-29T19:16:12.185179+00:00
Original / final URL
https://en.wikipedia.org/wiki/Web_scraping
https://en.wikipedia.org/wiki/Web_scraping
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.195 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
235,975 bytes; Original client-decompressed HTTP body
Checked text
30,790 characters; minimum 3000
Required word groups
web scraping: matched web scraping
web crawler / data extraction: matched web crawler, data extraction
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
e305b5ea4c4ca2a210ae297f17ad11f2ce4201fd8f5b6247adcfb98f41d017af
Link to this six-tool target record
18. Hacker NewscontentBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: News story listing with points and comment links. https://news.ycombinator.com/

Botasaurus

UTC start / finish
2026-09-29T21:07:07.739898+00:00 / 2026-09-29T21:07:11.402172+00:00
Original / final URL
https://news.ycombinator.com/
https://news.ycombinator.com/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.01 s navigation; 3.084 s through DOM capture; 3.662 s total
Sampled process-tree PSS
544.605 MiB sampled peak; 31 samples
Capture
34,346 bytes; Complete serialized UTF-8 DOM
Checked text
3,807 characters; minimum 1000
Required word groups
hacker news: matched hacker news
points: matched points
comments: matched comments
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: fc863e43e932e590729cc9db795b2d46dc0f14efa0ae59e42e1bebecdc50ccf2
Capture SHA-256
06a0d0bfc8acb2012678b455d824fafa8aa64a2cb02c327b4afa60e5224eef11
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:56:09.814742+00:00 / 2026-09-29T19:56:15.745486+00:00
Original / final URL
https://news.ycombinator.com/
https://news.ycombinator.com/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.968 s navigation; 2.977 s through DOM capture; 5.931 s total
Sampled process-tree PSS
889.863 MiB sampled peak; 56 samples
Capture
34,727 bytes; Complete serialized UTF-8 DOM
Checked text
3,886 characters; minimum 1000
Required word groups
hacker news: matched hacker news
points: matched points
comments: matched comments
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 9c38adc782e7c2465658ad4e467559d4bc441dca29714e59279e274d29c9f483
Capture SHA-256
558f3adefe8e365089c4b04afea8148d828665d012576bbc3bac52a921ff9114

Lightpanda

UTC start / finish
2026-09-29T19:26:39.621293+00:00 / 2026-09-29T19:26:42.891189+00:00
Original / final URL
https://news.ycombinator.com/
https://news.ycombinator.com/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.823 s navigation; 2.833 s through DOM capture; 3.27 s total
Sampled process-tree PSS
173.206 MiB sampled peak; 33 samples
Capture
34,700 bytes; Complete serialized UTF-8 DOM
Checked text
3,857 characters; minimum 1000
Required word groups
hacker news: matched hacker news
points: matched points
comments: matched comments
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Story listing, points and comments are present.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
88c8f024c32c0f814244764d0ce7c9b8588684bd78d2c51aab33df4a3fca07e2

Patchright

UTC start / finish
2026-09-29T19:40:44.661766+00:00 / 2026-09-29T19:40:48.398481+00:00
Original / final URL
https://news.ycombinator.com/
https://news.ycombinator.com/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.836 s navigation; 2.847 s through DOM capture; 3.737 s total
Sampled process-tree PSS
547.912 MiB sampled peak; 31 samples
Capture
34,741 bytes; Complete serialized UTF-8 DOM
Checked text
3,892 characters; minimum 1000
Required word groups
hacker news: matched hacker news
points: matched points
comments: matched comments
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Story listings, points and comments meet the required checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 53a8accafe492b99efc399827facd20349e7fc8c747eaba224050acbdb2fec88
Capture SHA-256
33a25682fd0f246da971c1c81ef3b2b24ad33ac8bbd63c490874842b82786f8f

Scrapling

UTC start / finish
2026-09-29T20:07:32.368696+00:00 / 2026-09-29T20:07:33.004050+00:00
Original / final URL
https://news.ycombinator.com/
https://news.ycombinator.com/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.635 s body transfer and selector construction
Sampled process-tree PSS
36.481 MiB sampled peak; 9 samples
Capture
34,805 bytes; Complete client-decompressed HTTP body
Checked text
3,948 characters; minimum 1000
Required word groups
hacker news: matched hacker news
points: matched points
comments: matched comments
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
23f96f5bdb9bde7c5681b5f21affe2845d7b5839fa771de14ea6441dd9f04143

wreq Python

UTC start / finish
2026-09-29T19:16:14.205913+00:00 / 2026-09-29T19:16:14.807252+00:00
Original / final URL
https://news.ycombinator.com/
https://news.ycombinator.com/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.601 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
34,693 bytes; Original client-decompressed HTTP body
Checked text
3,895 characters; minimum 1000
Required word groups
hacker news: matched hacker news
points: matched points
comments: matched comments
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
fbb3dea0aeb69f3fb69f1f96206328dbfcc1ee5b3ec2b6defc21eb573500fb37
Link to this six-tool target record
19. BBCcontentBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Public news headlines and topic navigation. https://www.bbc.com/news

Botasaurus

UTC start / finish
2026-09-29T21:07:13.995559+00:00 / 2026-09-29T21:07:17.687746+00:00
Original / final URL
https://www.bbc.com/news
https://www.bbc.com/news
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.863 s navigation; 3.084 s through DOM capture; 3.692 s total
Sampled process-tree PSS
698.033 MiB sampled peak; 29 samples
Capture
332,753 bytes; Complete serialized UTF-8 DOM
Checked text
9,736 characters; minimum 1000
Required word groups
bbc: matched bbc
news: matched news
world / business: matched world, business
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 853adc7ebb1d850fe9f6f9b333b8a5e18f5984a3f63e1f5378589d5e8ea19942
Capture SHA-256
7e709993d9a450b6ed6bcbb2feda7cad8cb88eb0d1bea798546cd8d647e575fb
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:56:18.473041+00:00 / 2026-09-29T19:56:29.756728+00:00
Original / final URL
https://www.bbc.com/news
https://www.bbc.com/news
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
3.103 s navigation; 6.113 s through DOM capture; 11.284 s total
Sampled process-tree PSS
1106.040 MiB sampled peak; 93 samples
Capture
335,585 bytes; Complete serialized UTF-8 DOM
Checked text
9,843 characters; minimum 1000
Required word groups
bbc: matched bbc
news: matched news
world / business: matched world, business
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 260e49f61f50fc52b612b3a737b51284acd698763e3f2bb7c5f118c9780fa144
Capture SHA-256
0d92f93dc9381370d82691c122b765eb7fc5a648ef53c3f8cff9010f9b7d579b

Lightpanda

UTC start / finish
2026-09-29T19:26:45.077197+00:00 / 2026-09-29T19:26:48.238658+00:00
Original / final URL
https://www.bbc.com/news
https://www.bbc.com/news
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.723 s navigation; 2.742 s through DOM capture; 3.161 s total
Sampled process-tree PSS
276.349 MiB sampled peak; 32 samples
Capture
329,370 bytes; Complete serialized UTF-8 DOM
Checked text
9,713 characters; minimum 1000
Required word groups
bbc: matched bbc
news: matched news
world / business: matched world, business
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
BBC news listing text meets the required checks.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
4f9fca9938a98a214721109ec4fcfc928c5aea0ddfed8172e7babe48caa277ec

Patchright

UTC start / finish
2026-09-29T19:40:50.670547+00:00 / 2026-09-29T19:40:54.477210+00:00
Original / final URL
https://www.bbc.com/news
https://www.bbc.com/news
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.772 s navigation; 2.817 s through DOM capture; 3.806 s total
Sampled process-tree PSS
728.920 MiB sampled peak; 30 samples
Capture
336,410 bytes; Complete serialized UTF-8 DOM
Checked text
9,845 characters; minimum 1000
Required word groups
bbc: matched bbc
news: matched news
world / business: matched world, business
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
BBC news listing content meets the frozen checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 6c0d2900098988d46b1b642b0e1431013d338257407b43a942b25594c16be4be
Capture SHA-256
a767db82a78fb2333c689f3a7dd8e6db8d3e3e8eda3b6acf9b771f511ce85b6b

Scrapling

UTC start / finish
2026-09-29T20:07:35.306851+00:00 / 2026-09-29T20:07:35.556464+00:00
Original / final URL
https://www.bbc.com/news
https://www.bbc.com/news
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.248 s body transfer and selector construction
Sampled process-tree PSS
38.813 MiB sampled peak; 6 samples
Capture
381,206 bytes; Complete client-decompressed HTTP body
Checked text
9,642 characters; minimum 1000
Required word groups
bbc: matched bbc
news: matched news
world / business: matched world, business
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
ed694ff76253f26a8b0b563dfee9c58046daefe2b4e6f334aceddd8df7fd6306

wreq Python

UTC start / finish
2026-09-29T19:16:16.824151+00:00 / 2026-09-29T19:16:17.131244+00:00
Original / final URL
https://www.bbc.com/news
https://www.bbc.com/news
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.307 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
381,002 bytes; Original client-decompressed HTTP body
Checked text
9,639 characters; minimum 1000
Required word groups
bbc: matched bbc
news: matched news
world / business: matched world, business
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
8117a71a84e08a190383621f802430df29903e92a7d469a95720d01713a32a96
Link to this six-tool target record
20. arXivcontentBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 403http access deniedPatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Recent Computer Science papers with subject metadata. https://arxiv.org/list/cs/recent

Botasaurus

UTC start / finish
2026-09-29T21:07:20.274611+00:00 / 2026-09-29T21:07:23.704847+00:00
Original / final URL
https://arxiv.org/list/cs/recent
https://arxiv.org/list/cs/recent
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.662 s navigation; 2.828 s through DOM capture; 3.43 s total
Sampled process-tree PSS
578.302 MiB sampled peak; 29 samples
Capture
108,267 bytes; Complete serialized UTF-8 DOM
Checked text
16,901 characters; minimum 1500
Required word groups
computer science: matched computer science
subjects:: matched subjects:
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 6635924274ea2579d305d5a29940dea77b742505fdaeff793f4dd31b4070aa69
Capture SHA-256
cb337084a529dccafef7bb538cd9bb01f47b397ed8245e001375fb4189e67943
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:56:32.589760+00:00 / 2026-09-29T19:56:38.724789+00:00
Original / final URL
https://arxiv.org/list/cs/recent
https://arxiv.org/list/cs/recent
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.894 s navigation; 2.905 s through DOM capture; 6.135 s total
Sampled process-tree PSS
875.290 MiB sampled peak; 58 samples
Capture
98,937 bytes; Complete serialized UTF-8 DOM
Checked text
16,898 characters; minimum 1500
Required word groups
computer science: matched computer science
subjects:: matched subjects:
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 7f6900c3b68af757369b4edf12649588659c8030f57ee71ae48bb26f9b5e8a8a
Capture SHA-256
9f9e451ed3e44ba3101b94ab31e609e9dfcde218f6909dd638f912149673d9fc

Lightpanda

UTC start / finish
2026-09-29T19:26:50.465507+00:00 / 2026-09-29T19:26:53.010991+00:00
Original / final URL
https://arxiv.org/list/cs/recent
https://arxiv.org/list/cs/recent
Redirects
none
Status / content outcome
HTTP 403; http access denied. Nonempty checked text.
Latency basis
0.116 s navigation; 2.121 s through DOM capture; 2.545 s total
Sampled process-tree PSS
169.268 MiB sampled peak; 26 samples
Capture
380 bytes; Complete serialized UTF-8 DOM
Checked text
119 characters; minimum 1500
Required word groups
computer science: missing
subjects:: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 403 Forbidden response; no search results.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
b5f5e50590c8d71010cafbe1ac32be86d499fd3e7ee5c85e72071c2c2559775d

Patchright

UTC start / finish
2026-09-29T19:40:56.799977+00:00 / 2026-09-29T19:41:00.041296+00:00
Original / final URL
https://arxiv.org/list/cs/recent
https://arxiv.org/list/cs/recent
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.368 s navigation; 2.386 s through DOM capture; 3.241 s total
Sampled process-tree PSS
582.452 MiB sampled peak; 27 samples
Capture
108,267 bytes; Complete serialized UTF-8 DOM
Checked text
16,901 characters; minimum 1500
Required word groups
computer science: matched computer science
subjects:: matched subjects:
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 with computer-science submission titles and subject labels; private screenshot confirms the listing. Earlier Lightpanda returned 403, while corrected wreq passed.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 5f65d62d28fcf837389ed392ff6be0ff56ac72358452d139cad96828be727a73
Capture SHA-256
cb337084a529dccafef7bb538cd9bb01f47b397ed8245e001375fb4189e67943

Scrapling

UTC start / finish
2026-09-29T20:07:37.935649+00:00 / 2026-09-29T20:07:38.108696+00:00
Original / final URL
https://arxiv.org/list/cs/recent
https://arxiv.org/list/cs/recent
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.172 s body transfer and selector construction
Sampled process-tree PSS
37.628 MiB sampled peak; 5 samples
Capture
97,480 bytes; Complete client-decompressed HTTP body
Checked text
16,898 characters; minimum 1500
Required word groups
computer science: matched computer science
subjects:: matched subjects:
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
b1de1feefecddc4ea113b631684531e8e98358cc55f85f080167f7d0fe78a275

wreq Python

UTC start / finish
2026-09-29T19:16:19.149774+00:00 / 2026-09-29T19:16:19.380645+00:00
Original / final URL
https://arxiv.org/list/cs/recent
https://arxiv.org/list/cs/recent
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.231 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
97,480 bytes; Original client-decompressed HTTP body
Checked text
16,898 characters; minimum 1500
Required word groups
computer science: matched computer science
subjects:: matched subjects:
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
b1de1feefecddc4ea113b631684531e8e98358cc55f85f080167f7d0fe78a275
Link to this six-tool target record
21. Project GutenbergcontentBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Pride and Prejudice book description with author. https://www.gutenberg.org/ebooks/1342

Botasaurus

UTC start / finish
2026-09-29T21:07:26.274871+00:00 / 2026-09-29T21:07:29.957735+00:00
Original / final URL
https://www.gutenberg.org/ebooks/1342
https://www.gutenberg.org/ebooks/1342
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.044 s navigation; 3.079 s through DOM capture; 3.683 s total
Sampled process-tree PSS
550.810 MiB sampled peak; 30 samples
Capture
24,897 bytes; Complete serialized UTF-8 DOM
Checked text
2,588 characters; minimum 500
Required word groups
pride and prejudice: matched pride and prejudice
jane austen: matched jane austen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: fcc3c24db8d165421a6faba56c1fd910e89df4ba4923ea5000262dd1d91722f3
Capture SHA-256
cee43d5099b3044eab1304e01c6080f388e2c38d59d7b0495aeb1ea191eab9c0
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:56:41.479377+00:00 / 2026-09-29T19:56:54.478496+00:00
Original / final URL
https://www.gutenberg.org/ebooks/1342
https://www.gutenberg.org/ebooks/1342
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
3.882 s navigation; 6.123 s through DOM capture; 12.999 s total
Sampled process-tree PSS
912.214 MiB sampled peak; 109 samples
Capture
24,691 bytes; Complete serialized UTF-8 DOM
Checked text
2,588 characters; minimum 500
Required word groups
pride and prejudice: matched pride and prejudice
jane austen: matched jane austen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 8a4b79f3f805bd030fdc285ddc4a9f7fc06f7954339b45d566f822fee9b5046a
Capture SHA-256
42bf0523bb0f28e682f8b754bc1a14d3bd4dc1594cfc9a42750f8fe1cd133774

Lightpanda

UTC start / finish
2026-09-29T19:26:55.189541+00:00 / 2026-09-29T19:26:58.165469+00:00
Original / final URL
https://www.gutenberg.org/ebooks/1342
https://www.gutenberg.org/ebooks/1342
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.549 s navigation; 2.556 s through DOM capture; 2.976 s total
Sampled process-tree PSS
170.442 MiB sampled peak; 30 samples
Capture
24,691 bytes; Complete serialized UTF-8 DOM
Checked text
2,588 characters; minimum 500
Required word groups
pride and prejudice: matched pride and prejudice
jane austen: matched jane austen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Pride and Prejudice title, Jane Austen and book/download-page content are present.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
42bf0523bb0f28e682f8b754bc1a14d3bd4dc1594cfc9a42750f8fe1cd133774

Patchright

UTC start / finish
2026-09-29T19:41:02.246395+00:00 / 2026-09-29T19:41:06.023342+00:00
Original / final URL
https://www.gutenberg.org/ebooks/1342
https://www.gutenberg.org/ebooks/1342
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.906 s navigation; 2.917 s through DOM capture; 3.777 s total
Sampled process-tree PSS
563.308 MiB sampled peak; 31 samples
Capture
24,691 bytes; Complete serialized UTF-8 DOM
Checked text
2,588 characters; minimum 500
Required word groups
pride and prejudice: matched pride and prejudice
jane austen: matched jane austen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Pride and Prejudice, Jane Austen and the book/download-page content meet the preset checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 51395a0c0fbe6149fac4a90d5485667bd311289d315352a53fc8ade33d74a6b5
Capture SHA-256
42bf0523bb0f28e682f8b754bc1a14d3bd4dc1594cfc9a42750f8fe1cd133774

Scrapling

UTC start / finish
2026-09-29T20:07:40.454371+00:00 / 2026-09-29T20:07:40.993241+00:00
Original / final URL
https://www.gutenberg.org/ebooks/1342
https://www.gutenberg.org/ebooks/1342
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.538 s body transfer and selector construction
Sampled process-tree PSS
36.290 MiB sampled peak; 8 samples
Capture
24,862 bytes; Complete client-decompressed HTTP body
Checked text
2,588 characters; minimum 500
Required word groups
pride and prejudice: matched pride and prejudice
jane austen: matched jane austen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
764ca589880f2890c381cb1146e7f663a3d2f3c9731bce9fe662e67e0ab31f36

wreq Python

UTC start / finish
2026-09-29T19:16:21.398459+00:00 / 2026-09-29T19:16:22.021726+00:00
Original / final URL
https://www.gutenberg.org/ebooks/1342
https://www.gutenberg.org/ebooks/1342
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.623 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
24,862 bytes; Original client-decompressed HTTP body
Checked text
2,588 characters; minimum 500
Required word groups
pride and prejudice: matched pride and prejudice
jane austen: matched jane austen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
94b755665adca2f5f4b060287f9fecb33d596f61d6bd41457db899c6347b7923
Link to this six-tool target record
22. GOV.UKcontentBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: UK bank holiday dates for England and Wales. https://www.gov.uk/bank-holidays

Botasaurus

UTC start / finish
2026-09-29T21:07:32.495350+00:00 / 2026-09-29T21:07:36.009926+00:00
Original / final URL
https://www.gov.uk/bank-holidays
https://www.gov.uk/bank-holidays
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.583 s navigation; 2.892 s through DOM capture; 3.515 s total
Sampled process-tree PSS
582.051 MiB sampled peak; 29 samples
Capture
187,194 bytes; Complete serialized UTF-8 DOM
Checked text
17,766 characters; minimum 500
Required word groups
uk bank holidays: matched uk bank holidays
england and wales: matched england and wales
christmas day: matched christmas day
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 231276ac721a300654cc08be0aa5ddb026755ce242b55e115a00f752487c0b33
Capture SHA-256
049a5ac3e06077b7e7d0c24aac94746b5c5be7f4c6ce05c4f51b054c08031b39
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:56:57.235717+00:00 / 2026-09-29T19:57:03.238183+00:00
Original / final URL
https://www.gov.uk/bank-holidays
https://www.gov.uk/bank-holidays
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.741 s navigation; 2.758 s through DOM capture; 6.002 s total
Sampled process-tree PSS
897.437 MiB sampled peak; 56 samples
Capture
187,194 bytes; Complete serialized UTF-8 DOM
Checked text
17,766 characters; minimum 500
Required word groups
uk bank holidays: matched uk bank holidays
england and wales: matched england and wales
christmas day: matched christmas day
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 0fc7406a5eea4a8dbbb677f2f608834abaa22a5d1d3742b8aa16bde028c855f5
Capture SHA-256
7756e9ed51196c99c8901706f3baf81796b0af412878a0e242334ecad464197d

Lightpanda

UTC start / finish
2026-09-29T19:27:00.321373+00:00 / 2026-09-29T19:27:02.981970+00:00
Original / final URL
https://www.gov.uk/bank-holidays
https://www.gov.uk/bank-holidays
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.204 s navigation; 2.218 s through DOM capture; 2.66 s total
Sampled process-tree PSS
188.884 MiB sampled peak; 28 samples
Capture
186,548 bytes; Complete serialized UTF-8 DOM
Checked text
17,766 characters; minimum 500
Required word groups
uk bank holidays: matched uk bank holidays
england and wales: matched england and wales
christmas day: matched christmas day
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Passport guidance text is present alongside the cookie banner.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
549cb3f533e3649fcd056dbded17ad926e37ae9106e2e163b2f6f9489ef86c27

Patchright

UTC start / finish
2026-09-29T19:41:08.259869+00:00 / 2026-09-29T19:41:11.443543+00:00
Original / final URL
https://www.gov.uk/bank-holidays
https://www.gov.uk/bank-holidays
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.265 s navigation; 2.296 s through DOM capture; 3.183 s total
Sampled process-tree PSS
573.858 MiB sampled peak; 26 samples
Capture
187,194 bytes; Complete serialized UTF-8 DOM
Checked text
17,766 characters; minimum 500
Required word groups
uk bank holidays: matched uk bank holidays
england and wales: matched england and wales
christmas day: matched christmas day
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Passport guidance text meets the required checks alongside cookie-banner text.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 9a7e93c5b91a05c6e748f5826c877a45543ed285b36fabe8799b38b3dd60c930
Capture SHA-256
e6685edb0d252466ef036446baebca1200239a8fcd90004bada052d5e44640de

Scrapling

UTC start / finish
2026-09-29T20:07:43.276087+00:00 / 2026-09-29T20:07:43.432946+00:00
Original / final URL
https://www.gov.uk/bank-holidays
https://www.gov.uk/bank-holidays
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.156 s body transfer and selector construction
Sampled process-tree PSS
36.384 MiB sampled peak; 4 samples
Capture
175,904 bytes; Complete client-decompressed HTTP body
Checked text
17,613 characters; minimum 500
Required word groups
uk bank holidays: matched uk bank holidays
england and wales: matched england and wales
christmas day: matched christmas day
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
ecef2d2dee39942eac84b14b13157fcd88c81f99f97842b08c991365db6bd04d

wreq Python

UTC start / finish
2026-09-29T19:16:24.027781+00:00 / 2026-09-29T19:16:24.395209+00:00
Original / final URL
https://www.gov.uk/bank-holidays
https://www.gov.uk/bank-holidays
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.367 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
175,904 bytes; Original client-decompressed HTTP body
Checked text
17,613 characters; minimum 500
Required word groups
uk bank holidays: matched uk bank holidays
england and wales: matched england and wales
christmas day: matched christmas day
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
9f0211a543241b66b58cfa7a431db8c6bb93f2e7a1b309990fdd0c3a8c2bc98d
Link to this six-tool target record
23. Python documentationcontentBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: urllib.request documentation with API explanation. https://docs.python.org/3/library/urllib.request.html

Botasaurus

UTC start / finish
2026-09-29T21:07:38.602305+00:00 / 2026-09-29T21:07:42.239927+00:00
Original / final URL
https://docs.python.org/3/library/urllib.request.html
https://docs.python.org/3/library/urllib.request.html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.55 s navigation; 3.042 s through DOM capture; 3.638 s total
Sampled process-tree PSS
595.692 MiB sampled peak; 30 samples
Capture
223,068 bytes; Complete serialized UTF-8 DOM
Checked text
55,139 characters; minimum 3000
Required word groups
urllib.request: matched urllib.request
urlopen: matched urlopen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 4b0b0c50aacc788a2ee417951ffe8e7925dab4aaab7edb3f64ef8472cc001310
Capture SHA-256
6484b837d37c15e41d432033c8cb5c516b92b9717d5d3578ee1c19e0dbdf7eef
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:57:06.003480+00:00 / 2026-09-29T19:57:16.175359+00:00
Original / final URL
https://docs.python.org/3/library/urllib.request.html
https://docs.python.org/3/library/urllib.request.html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
3.976 s navigation; 6.081 s through DOM capture; 10.172 s total
Sampled process-tree PSS
946.722 MiB sampled peak; 87 samples
Capture
223,068 bytes; Complete serialized UTF-8 DOM
Checked text
55,139 characters; minimum 3000
Required word groups
urllib.request: matched urllib.request
urlopen: matched urlopen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 7808bbbe86f154a43ed34482079a9754760593977dfc7cf09426925401725c86
Capture SHA-256
6484b837d37c15e41d432033c8cb5c516b92b9717d5d3578ee1c19e0dbdf7eef

Lightpanda

UTC start / finish
2026-09-29T19:27:05.272557+00:00 / 2026-09-29T19:27:07.999361+00:00
Original / final URL
https://docs.python.org/3/library/urllib.request.html
https://docs.python.org/3/library/urllib.request.html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.294 s navigation; 2.310 s through DOM capture; 2.727 s total
Sampled process-tree PSS
183.078 MiB sampled peak; 28 samples
Capture
223,056 bytes; Complete serialized UTF-8 DOM
Checked text
55,139 characters; minimum 3000
Required word groups
urllib.request: matched urllib.request
urlopen: matched urlopen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Python tutorial content and the required heading text are present.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
93157bdd8432b83a01e59a080060f2c513461975aa6b2846b354483ea60ae08d

Patchright

UTC start / finish
2026-09-29T19:41:13.653436+00:00 / 2026-09-29T19:41:17.119912+00:00
Original / final URL
https://docs.python.org/3/library/urllib.request.html
https://docs.python.org/3/library/urllib.request.html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.534 s navigation; 2.565 s through DOM capture; 3.466 s total
Sampled process-tree PSS
576.965 MiB sampled peak; 29 samples
Capture
223,068 bytes; Complete serialized UTF-8 DOM
Checked text
55,139 characters; minimum 3000
Required word groups
urllib.request: matched urllib.request
urlopen: matched urlopen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Python tutorial and required heading content meet the frozen checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: b245b56ea344869ede78eb24854404ec4c3d57d05532718ed3dffe2759ded38f
Capture SHA-256
6484b837d37c15e41d432033c8cb5c516b92b9717d5d3578ee1c19e0dbdf7eef

Scrapling

UTC start / finish
2026-09-29T20:07:45.719734+00:00 / 2026-09-29T20:07:45.969996+00:00
Original / final URL
https://docs.python.org/3/library/urllib.request.html
https://docs.python.org/3/library/urllib.request.html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.249 s body transfer and selector construction
Sampled process-tree PSS
39.860 MiB sampled peak; 6 samples
Capture
216,525 bytes; Complete client-decompressed HTTP body
Checked text
53,833 characters; minimum 3000
Required word groups
urllib.request: matched urllib.request
urlopen: matched urlopen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
7690190ba74d1d6c2e247423f3fe194a5101667392c9de03bbe53296bd7a45b7

wreq Python

UTC start / finish
2026-09-29T19:16:26.420089+00:00 / 2026-09-29T19:16:26.585639+00:00
Original / final URL
https://docs.python.org/3/library/urllib.request.html
https://docs.python.org/3/library/urllib.request.html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.165 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
216,525 bytes; Original client-decompressed HTTP body
Checked text
53,833 characters; minimum 3000
Required word groups
urllib.request: matched urllib.request
urlopen: matched urlopen
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
7690190ba74d1d6c2e247423f3fe194a5101667392c9de03bbe53296bd7a45b7
Link to this six-tool target record
24. Quotes to ScrapejavascriptBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200missing required contentwreq Python · HTTP 200missing required content

Required: Quote text and author after JavaScript rendering. https://quotes.toscrape.com/js/

Botasaurus

UTC start / finish
2026-09-29T21:07:44.801380+00:00 / 2026-09-29T21:07:49.642290+00:00
Original / final URL
https://quotes.toscrape.com/js/
https://quotes.toscrape.com/js/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
2.246 s navigation; 4.262 s through DOM capture; 4.841 s total
Sampled process-tree PSS
544.785 MiB sampled peak; 38 samples
Capture
8,985 bytes; Complete serialized UTF-8 DOM
Checked text
1,495 characters; minimum 300
Required word groups
the world as we have created it: matched the world as we have created it
albert einstein: matched albert einstein
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: f68f66ccb2bb1214c8e7d87583832ea3bbf4cd4cdbef7dfd5fe269051461401e
Capture SHA-256
b6d656f508cbbb0df37ec664f4363c41aa4fb497395e206ed24c497cd75ad110
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:57:19.046808+00:00 / 2026-09-29T19:57:30.311261+00:00
Original / final URL
https://quotes.toscrape.com/js/
https://quotes.toscrape.com/js/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
3.875 s navigation; 5.922 s through DOM capture; 11.264 s total
Sampled process-tree PSS
884.390 MiB sampled peak; 96 samples
Capture
8,985 bytes; Complete serialized UTF-8 DOM
Checked text
1,495 characters; minimum 300
Required word groups
the world as we have created it: matched the world as we have created it
albert einstein: matched albert einstein
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 52a74337c1f2fdafab6b2021789a884182df43785c0be8a646cb766cca402488
Capture SHA-256
b6d656f508cbbb0df37ec664f4363c41aa4fb497395e206ed24c497cd75ad110

Lightpanda

UTC start / finish
2026-09-29T19:27:10.248852+00:00 / 2026-09-29T19:27:13.545546+00:00
Original / final URL
https://quotes.toscrape.com/js/
https://quotes.toscrape.com/js/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.875 s navigation; 2.881 s through DOM capture; 3.297 s total
Sampled process-tree PSS
176.467 MiB sampled peak; 33 samples
Capture
8,985 bytes; Complete serialized UTF-8 DOM
Checked text
1,495 characters; minimum 300
Required word groups
the world as we have created it: matched the world as we have created it
albert einstein: matched albert einstein
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Quote text and author names appear after JavaScript execution and meet the frozen checks.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
b6d656f508cbbb0df37ec664f4363c41aa4fb497395e206ed24c497cd75ad110

Patchright

UTC start / finish
2026-09-29T19:41:19.410823+00:00 / 2026-09-29T19:41:23.808111+00:00
Original / final URL
https://quotes.toscrape.com/js/
https://quotes.toscrape.com/js/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.541 s navigation; 3.549 s through DOM capture; 4.397 s total
Sampled process-tree PSS
553.311 MiB sampled peak; 35 samples
Capture
8,985 bytes; Complete serialized UTF-8 DOM
Checked text
1,495 characters; minimum 300
Required word groups
the world as we have created it: matched the world as we have created it
albert einstein: matched albert einstein
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
JavaScript-rendered quote text and author labels meet the unchanged checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 4f73e188d56100620fe2ffefd6eac31360388a208b0cd60fb539ab37dbd2af87
Capture SHA-256
b6d656f508cbbb0df37ec664f4363c41aa4fb497395e206ed24c497cd75ad110

Scrapling

UTC start / finish
2026-09-29T20:07:48.361832+00:00 / 2026-09-29T20:07:48.854468+00:00
Original / final URL
https://quotes.toscrape.com/js/
https://quotes.toscrape.com/js/
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.492 s body transfer and selector construction
Sampled process-tree PSS
36.998 MiB sampled peak; 8 samples
Capture
5,808 bytes; Complete client-decompressed HTTP body
Checked text
74 characters; minimum 300
Required word groups
the world as we have created it: missing
albert einstein: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 source is a JavaScript-dependent shell without quote/author content. The fixed required-content checks fail; no browser fallback.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
a9067d4438044d45a1a895ed6939df4fa4d0487e17b82053dd694ad425466074

wreq Python

UTC start / finish
2026-09-29T19:16:28.618918+00:00 / 2026-09-29T19:16:29.418595+00:00
Original / final URL
https://quotes.toscrape.com/js/
https://quotes.toscrape.com/js/
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.800 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
5,808 bytes; Original client-decompressed HTTP body
Checked text
74 characters; minimum 300
Required word groups
the world as we have created it: missing
albert einstein: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Navigation shell; required quote and author absent outside scripts.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
a9067d4438044d45a1a895ed6939df4fa4d0487e17b82053dd694ad425466074
Link to this six-tool target record
25. ScrapingCoursejavascriptBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200missing required contentwreq Python · HTTP 200missing required content

Required: JavaScript product listing with named products and prices. https://www.scrapingcourse.com/javascript-rendering

Botasaurus

UTC start / finish
2026-09-29T21:07:52.194893+00:00 / 2026-09-29T21:07:56.458918+00:00
Original / final URL
https://www.scrapingcourse.com/javascript-rendering
https://www.scrapingcourse.com/javascript-rendering
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.628 s navigation; 3.649 s through DOM capture; 4.264 s total
Sampled process-tree PSS
624.388 MiB sampled peak; 34 samples
Capture
27,714 bytes; Complete serialized UTF-8 DOM
Checked text
381 characters; minimum 300
Required word groups
chaz kangeroo hoodie / teton pullover hoodie: matched chaz kangeroo hoodie, teton pullover hoodie
Listing patterns
[$£€]\s?\d[\d,.]*: 12 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 0e08afa826654a6e5198c4dc172d625d5cbe8b9f800a7a8e0de736dd1980e790
Capture SHA-256
218877327eca54f4694993d3011daf1e55b471f177e01cfbf11ee3cb2ebafc48
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:57:33.100360+00:00 / 2026-09-29T19:57:41.692682+00:00
Original / final URL
https://www.scrapingcourse.com/javascript-rendering
https://www.scrapingcourse.com/javascript-rendering
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
3.36 s navigation; 5.371 s through DOM capture; 8.592 s total
Sampled process-tree PSS
1071.860 MiB sampled peak; 75 samples
Capture
27,714 bytes; Complete serialized UTF-8 DOM
Checked text
381 characters; minimum 300
Required word groups
chaz kangeroo hoodie / teton pullover hoodie: matched chaz kangeroo hoodie, teton pullover hoodie
Listing patterns
[$£€]\s?\d[\d,.]*: 12 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 14617a3069f5401232fa86a65c94a306d63b41f9243f15a4330dbcf3c4b5701a
Capture SHA-256
218877327eca54f4694993d3011daf1e55b471f177e01cfbf11ee3cb2ebafc48

Lightpanda

UTC start / finish
2026-09-29T19:27:15.694856+00:00 / 2026-09-29T19:27:19.609606+00:00
Original / final URL
https://www.scrapingcourse.com/javascript-rendering
https://www.scrapingcourse.com/javascript-rendering
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.492 s navigation; 3.500 s through DOM capture; 3.915 s total
Sampled process-tree PSS
195.919 MiB sampled peak; 39 samples
Capture
27,705 bytes; Complete serialized UTF-8 DOM
Checked text
381 characters; minimum 300
Required word groups
chaz kangeroo hoodie / teton pullover hoodie: matched chaz kangeroo hoodie, teton pullover hoodie
Listing patterns
[$£€]\s?\d[\d,.]*: 12 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
The JavaScript challenge contains rendered product names and prices. A static enable-JavaScript instruction also remains in the DOM.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
d925bc7d518a14e762ab70b04d3d6d2b6866a13d05a578a7d98f851753d3b975

Patchright

UTC start / finish
2026-09-29T19:41:26.011231+00:00 / 2026-09-29T19:41:30.485403+00:00
Original / final URL
https://www.scrapingcourse.com/javascript-rendering
https://www.scrapingcourse.com/javascript-rendering
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.623 s navigation; 3.631 s through DOM capture; 4.474 s total
Sampled process-tree PSS
688.363 MiB sampled peak; 36 samples
Capture
27,714 bytes; Complete serialized UTF-8 DOM
Checked text
381 characters; minimum 300
Required word groups
chaz kangeroo hoodie / teton pullover hoodie: matched chaz kangeroo hoodie, teton pullover hoodie
Listing patterns
[$£€]\s?\d[\d,.]*: 12 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Rendered product names and twelve prices meet the JavaScript challenge checks; the static enable-JavaScript instruction remains in the DOM.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: eb1aa4bd8664a070c30f849669bb3510f081929cf2e7cc962215683646b081b1
Capture SHA-256
218877327eca54f4694993d3011daf1e55b471f177e01cfbf11ee3cb2ebafc48

Scrapling

UTC start / finish
2026-09-29T20:07:51.173520+00:00 / 2026-09-29T20:07:52.041082+00:00
Original / final URL
https://www.scrapingcourse.com/javascript-rendering
https://www.scrapingcourse.com/javascript-rendering
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.867 s body transfer and selector construction
Sampled process-tree PSS
36.512 MiB sampled peak; 11 samples
Capture
29,640 bytes; Complete client-decompressed HTTP body
Checked text
72 characters; minimum 300
Required word groups
chaz kangeroo hoodie / teton pullover hoodie: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 source contains the JavaScript challenge instruction but no product/price listing. The unchanged checks fail; no browser fallback.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
b9daac7e24122000dbc457ed0e4ed24b43b89593db88eac038e98499db93292a

wreq Python

UTC start / finish
2026-09-29T19:16:31.421916+00:00 / 2026-09-29T19:16:32.556653+00:00
Original / final URL
https://www.scrapingcourse.com/javascript-rendering
https://www.scrapingcourse.com/javascript-rendering
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
1.135 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
29,640 bytes; Original client-decompressed HTTP body
Checked text
72 characters; minimum 300
Required word groups
chaz kangeroo hoodie / teton pullover hoodie: missing
Listing patterns
[$£€]\s?\d[\d,.]*: 0 matches; needs 3
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTML requests JavaScript; no required product text or prices.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
b9daac7e24122000dbc457ed0e4ed24b43b89593db88eac038e98499db93292a
Link to this six-tool target record
26. Web Scraping DevjavascriptBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200missing required contentwreq Python · HTTP 200missing required content

Required: Review text loaded by the JavaScript review interface. https://web-scraping.dev/reviews

Botasaurus

UTC start / finish
2026-09-29T21:07:59.005401+00:00 / 2026-09-29T21:08:04.140103+00:00
Original / final URL
https://web-scraping.dev/reviews
https://web-scraping.dev/reviews
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
2.5 s navigation; 4.546 s through DOM capture; 5.135 s total
Sampled process-tree PSS
556.545 MiB sampled peak; 41 samples
Capture
38,246 bytes; Complete serialized UTF-8 DOM
Checked text
2,008 characters; minimum 300
Required word groups
unique flavor and great energy boost / excellent energy drink for gamers: matched unique flavor and great energy boost, excellent energy drink for gamers
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: de4809f6c132669aa97f4e2fe1e1adab47b8f309c557ee9752796584b6c60fc5
Capture SHA-256
463b9848988fe202d3a884d431bb47ce221a6aac0dc805508da98762f88477ad
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:57:44.506272+00:00 / 2026-09-29T19:57:53.667794+00:00
Original / final URL
https://web-scraping.dev/reviews
https://web-scraping.dev/reviews
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
4.126 s navigation; 6.136 s through DOM capture; 9.161 s total
Sampled process-tree PSS
886.935 MiB sampled peak; 81 samples
Capture
38,246 bytes; Complete serialized UTF-8 DOM
Checked text
2,008 characters; minimum 300
Required word groups
unique flavor and great energy boost / excellent energy drink for gamers: matched unique flavor and great energy boost, excellent energy drink for gamers
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: f2a70752235f20524902e8d8c5ec1df6b3577775ad165f9e626ddbbf94bc6468
Capture SHA-256
463b9848988fe202d3a884d431bb47ce221a6aac0dc805508da98762f88477ad

Lightpanda

UTC start / finish
2026-09-29T19:27:21.779737+00:00 / 2026-09-29T19:27:25.925648+00:00
Original / final URL
https://web-scraping.dev/reviews
https://web-scraping.dev/reviews
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.72 s navigation; 3.728 s through DOM capture; 4.146 s total
Sampled process-tree PSS
190.668 MiB sampled peak; 41 samples
Capture
38,246 bytes; Complete serialized UTF-8 DOM
Checked text
2,008 characters; minimum 300
Required word groups
unique flavor and great energy boost / excellent energy drink for gamers: matched unique flavor and great energy boost, excellent energy drink for gamers
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Product-review text appears in the captured DOM and meets the review checks.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
463b9848988fe202d3a884d431bb47ce221a6aac0dc805508da98762f88477ad

Patchright

UTC start / finish
2026-09-29T19:41:32.762014+00:00 / 2026-09-29T19:41:37.657142+00:00
Original / final URL
https://web-scraping.dev/reviews
https://web-scraping.dev/reviews
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
2.079 s navigation; 4.089 s through DOM capture; 4.895 s total
Sampled process-tree PSS
573.422 MiB sampled peak; 39 samples
Capture
38,246 bytes; Complete serialized UTF-8 DOM
Checked text
2,008 characters; minimum 300
Required word groups
unique flavor and great energy boost / excellent energy drink for gamers: matched unique flavor and great energy boost, excellent energy drink for gamers
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Product-review text in the DOM meets the preset review checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: aa5980222ab09614c1603b45703a5a4483c9e631bc699a8421ae058b5b32c864
Capture SHA-256
463b9848988fe202d3a884d431bb47ce221a6aac0dc805508da98762f88477ad

Scrapling

UTC start / finish
2026-09-29T20:07:54.307134+00:00 / 2026-09-29T20:07:55.087536+00:00
Original / final URL
https://web-scraping.dev/reviews
https://web-scraping.dev/reviews
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.780 s body transfer and selector construction
Sampled process-tree PSS
36.957 MiB sampled peak; 11 samples
Capture
14,727 bytes; Complete client-decompressed HTTP body
Checked text
244 characters; minimum 300
Required word groups
unique flavor and great energy boost / excellent energy drink for gamers: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 source contains review navigation and load-more shell but no required review content. No JavaScript execution; browser captures earlier passed.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
77a5e13ddd2d8d9d65ba531340293d16870224866f7d52bbf7377f113b514665

wreq Python

UTC start / finish
2026-09-29T19:16:34.561906+00:00 / 2026-09-29T19:16:35.392612+00:00
Original / final URL
https://web-scraping.dev/reviews
https://web-scraping.dev/reviews
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.831 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
14,727 bytes; Original client-decompressed HTTP body
Checked text
244 characters; minimum 300
Required word groups
unique flavor and great energy boost / excellent energy drink for gamers: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Review interface shell; required review text absent outside scripts.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
77a5e13ddd2d8d9d65ba531340293d16870224866f7d52bbf7377f113b514665
Link to this six-tool target record
27. Example DomaincontrolBotasaurus · HTTP 200missing required contentCamoufox · HTTP 200missing required contentLightpanda · HTTP 200missing required contentPatchright · HTTP 200missing required contentScrapling · HTTP 200missing required contentwreq Python · HTTP 200missing required content

Required: Example Domain heading and documentation explanation. https://example.com/

Botasaurus

UTC start / finish
2026-09-29T21:08:06.678258+00:00 / 2026-09-29T21:08:09.752929+00:00
Original / final URL
https://example.com/
https://example.com/
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.443 s navigation; 2.508 s through DOM capture; 3.075 s total
Sampled process-tree PSS
531.634 MiB sampled peak; 27 samples
Capture
12,747 bytes; Complete serialized UTF-8 DOM
Checked text
1,460 characters; minimum 100
Required word groups
example domain: missing
documentation examples: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved DOM was rechecked against frozen content rules; missing required content. Private viewport showed documentation-example text. The saved DOM used individual letter spans and an SVG icon; frozen source-text checks did not match the required phrases. No parser or phrase rule was changed.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 5e49f45bcbc6b34e9d1db0ef2c5f3eb1a8f198888b380b641c717fc278e0d084
Capture SHA-256
2bada5fdd4fc441dbad75bf20dc7fa4b389d24af5e071cd6d5195a5c4f6373b1
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:57:56.432355+00:00 / 2026-09-29T19:58:03.638220+00:00
Original / final URL
https://example.com/
https://example.com/
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.232 s navigation; 2.329 s through DOM capture; 7.206 s total
Sampled process-tree PSS
802.572 MiB sampled peak; 65 samples
Capture
12,747 bytes; Complete serialized UTF-8 DOM
Checked text
1,460 characters; minimum 100
Required word groups
example domain: missing
documentation examples: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 contains character-split DOM text. The unchanged parser inserts spaces between nodes, so strict required phrases fail, as in Patchright and Lightpanda. This is a validator sensitivity, not a claimed access block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 005824cf18b88cb7c7d647e64178e713673d512bb54d94b1957761203004076d
Capture SHA-256
2bada5fdd4fc441dbad75bf20dc7fa4b389d24af5e071cd6d5195a5c4f6373b1

Lightpanda

UTC start / finish
2026-09-29T19:27:28.158433+00:00 / 2026-09-29T19:27:30.662923+00:00
Original / final URL
https://example.com/
https://example.com/
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.046 s navigation; 2.053 s through DOM capture; 2.504 s total
Sampled process-tree PSS
171.936 MiB sampled peak; 26 samples
Capture
12,747 bytes; Complete serialized UTF-8 DOM
Checked text
1,460 characters; minimum 100
Required word groups
example domain: missing
documentation examples: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Documentation-domain text is present, but the DOM breaks some words into separate text nodes. The unchanged source-text checker inserts spaces, so the exact required text fails. Kept as a strict-check failure.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
2bada5fdd4fc441dbad75bf20dc7fa4b389d24af5e071cd6d5195a5c4f6373b1

Patchright

UTC start / finish
2026-09-29T19:41:39.879966+00:00 / 2026-09-29T19:41:42.775560+00:00
Original / final URL
https://example.com/
https://example.com/
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.151 s navigation; 2.161 s through DOM capture; 2.895 s total
Sampled process-tree PSS
553.682 MiB sampled peak; 25 samples
Capture
12,747 bytes; Complete serialized UTF-8 DOM
Checked text
1,460 characters; minimum 100
Required word groups
example domain: missing
documentation examples: missing
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Documentation-domain content is present but some words are split into separate text nodes. The unchanged checker inserts spaces and misses the exact required text, as in Lightpanda. Kept as a strict-check failure.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: d67afc9796a7d8f8f821e2744a7bedead5e71122135ff2319c5011299a16add7
Capture SHA-256
2bada5fdd4fc441dbad75bf20dc7fa4b389d24af5e071cd6d5195a5c4f6373b1

Scrapling

UTC start / finish
2026-09-29T20:07:57.450980+00:00 / 2026-09-29T20:07:57.570062+00:00
Original / final URL
https://example.com/
https://example.com/
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.119 s body transfer and selector construction
Sampled process-tree PSS
36.106 MiB sampled peak; 4 samples
Capture
713 bytes; Complete client-decompressed HTTP body
Checked text
167 characters; minimum 100
Required word groups
example domain: missing
documentation examples: matched documentation examples
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
HTTP 200 explanatory text is present, but the required Example Domain heading is absent from checked body text. This is a strict content failure, not a claimed access block; no validator change.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
7d3e61f8f627c8cc640c209ba0777db95f198a64e766f47484c321d5eb5e0962

wreq Python

UTC start / finish
2026-09-29T19:16:37.396784+00:00 / 2026-09-29T19:16:37.429164+00:00
Original / final URL
https://example.com/
https://example.com/
Redirects
none
Status / content outcome
HTTP 200; missing required content. Nonempty checked text.
Latency basis
0.032 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
713 bytes; Original client-decompressed HTTP body
Checked text
167 characters; minimum 100
Required word groups
example domain: missing
documentation examples: matched documentation examples
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Documentation explanation present, but expected heading absent from body text. Target-content mismatch, not evidence of an anti-bot block.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
7d3e61f8f627c8cc640c209ba0777db95f198a64e766f47484c321d5eb5e0962
Link to this six-tool target record
28. HTTPBingocontrolBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Moby-Dick HTML sample. https://httpbingo.org/html

Botasaurus

UTC start / finish
2026-09-29T21:08:12.305135+00:00 / 2026-09-29T21:08:15.636492+00:00
Original / final URL
https://httpbingo.org/html
https://httpbingo.org/html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.721 s navigation; 2.730 s through DOM capture; 3.331 s total
Sampled process-tree PSS
529.898 MiB sampled peak; 28 samples
Capture
3,738 bytes; Complete serialized UTF-8 DOM
Checked text
3,594 characters; minimum 300
Required word groups
herman melville: matched herman melville
moby-dick: matched moby-dick
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 2a907e0e1b3bad7b46943f7415b64006303584b1a2d37bb7a6097d3f0d8b60f3
Capture SHA-256
132cc77c9ba04c295faf21d5b13ed90b5d85c9630b194c06ba4d96fbc2421556
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:58:06.359653+00:00 / 2026-09-29T19:58:11.981221+00:00
Original / final URL
https://httpbingo.org/html
https://httpbingo.org/html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.508 s navigation; 2.516 s through DOM capture; 5.621 s total
Sampled process-tree PSS
869.052 MiB sampled peak; 53 samples
Capture
3,738 bytes; Complete serialized UTF-8 DOM
Checked text
3,594 characters; minimum 300
Required word groups
herman melville: matched herman melville
moby-dick: matched moby-dick
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: fb611fc7dd1fa6fbef539586a97d157c1f516a2cdd5c29e4a187ef80b9ae486e
Capture SHA-256
132cc77c9ba04c295faf21d5b13ed90b5d85c9630b194c06ba4d96fbc2421556

Lightpanda

UTC start / finish
2026-09-29T19:27:32.878622+00:00 / 2026-09-29T19:27:35.536220+00:00
Original / final URL
https://httpbingo.org/html
https://httpbingo.org/html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.233 s navigation; 2.238 s through DOM capture; 2.657 s total
Sampled process-tree PSS
169.480 MiB sampled peak; 27 samples
Capture
3,738 bytes; Complete serialized UTF-8 DOM
Checked text
3,594 characters; minimum 300
Required word groups
herman melville: matched herman melville
moby-dick: matched moby-dick
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Moby-Dick text meets the control checks.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
132cc77c9ba04c295faf21d5b13ed90b5d85c9630b194c06ba4d96fbc2421556

Patchright

UTC start / finish
2026-09-29T19:41:45.014973+00:00 / 2026-09-29T19:41:48.297374+00:00
Original / final URL
https://httpbingo.org/html
https://httpbingo.org/html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.501 s navigation; 2.510 s through DOM capture; 3.282 s total
Sampled process-tree PSS
537.282 MiB sampled peak; 27 samples
Capture
3,738 bytes; Complete serialized UTF-8 DOM
Checked text
3,594 characters; minimum 300
Required word groups
herman melville: matched herman melville
moby-dick: matched moby-dick
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Moby-Dick text meets the control checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 458ad51f3d636ff30c365b35a43227cc4292e9b01ae433cba3764e0decc810ef
Capture SHA-256
132cc77c9ba04c295faf21d5b13ed90b5d85c9630b194c06ba4d96fbc2421556

Scrapling

UTC start / finish
2026-09-29T20:07:59.847921+00:00 / 2026-09-29T20:08:00.139778+00:00
Original / final URL
https://httpbingo.org/html
https://httpbingo.org/html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.291 s body transfer and selector construction
Sampled process-tree PSS
36.926 MiB sampled peak; 6 samples
Capture
3,742 bytes; Complete client-decompressed HTTP body
Checked text
3,594 characters; minimum 300
Required word groups
herman melville: matched herman melville
moby-dick: matched moby-dick
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
e250a7975d53801ed8c35271780a15a1da36a8a5383327cb706dea252b340d48

wreq Python

UTC start / finish
2026-09-29T19:16:39.432392+00:00 / 2026-09-29T19:16:39.695831+00:00
Original / final URL
https://httpbingo.org/html
https://httpbingo.org/html
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.263 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
3,742 bytes; Original client-decompressed HTTP body
Checked text
3,594 characters; minimum 300
Required word groups
herman melville: matched herman melville
moby-dick: matched moby-dick
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
e250a7975d53801ed8c35271780a15a1da36a8a5383327cb706dea252b340d48
Link to this six-tool target record
29. Scrape This SitecontrolBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Country records including Andorra and population. https://www.scrapethissite.com/pages/simple/

Botasaurus

UTC start / finish
2026-09-29T21:08:18.220052+00:00 / 2026-09-29T21:08:22.498028+00:00
Original / final URL
https://www.scrapethissite.com/pages/simple/
https://www.scrapethissite.com/pages/simple/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.275 s navigation; 3.637 s through DOM capture; 4.278 s total
Sampled process-tree PSS
603.280 MiB sampled peak; 34 samples
Capture
205,599 bytes; Complete serialized UTF-8 DOM
Checked text
18,132 characters; minimum 1000
Required word groups
countries of the world: matched countries of the world
andorra: matched andorra
population: matched population
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 8ec84037eb2340814948ea71eefaa717bab0ccf6a45246bb4c87f14eccb25996
Capture SHA-256
ebd75f837bc391d92ecfdf3413453ed8e6586467eb5adc11e56443d455056ae5
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:58:14.784472+00:00 / 2026-09-29T19:58:27.117045+00:00
Original / final URL
https://www.scrapethissite.com/pages/simple/
https://www.scrapethissite.com/pages/simple/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
7.231 s navigation; 9.246 s through DOM capture; 12.332 s total
Sampled process-tree PSS
933.860 MiB sampled peak; 100 samples
Capture
203,498 bytes; Complete serialized UTF-8 DOM
Checked text
18,132 characters; minimum 1000
Required word groups
countries of the world: matched countries of the world
andorra: matched andorra
population: matched population
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: b7caa7d541763e9b1c0385ff133e15bfcb6a95920aa636ddd95633547de8c505
Capture SHA-256
e77419f3606ff5e9397d4de3b1722b33903ebb9e28e1eca6b981e160c34a0991

Lightpanda

UTC start / finish
2026-09-29T19:27:37.698568+00:00 / 2026-09-29T19:27:41.580466+00:00
Original / final URL
https://www.scrapethissite.com/pages/simple/
https://www.scrapethissite.com/pages/simple/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.451 s navigation; 3.467 s through DOM capture; 3.882 s total
Sampled process-tree PSS
210.880 MiB sampled peak; 39 samples
Capture
205,582 bytes; Complete serialized UTF-8 DOM
Checked text
18,132 characters; minimum 1000
Required word groups
countries of the world: matched countries of the world
andorra: matched andorra
population: matched population
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Country names and listing content meet the control checks.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
ee2362de6f22670bc87149848f5be558b9de84a523a7ead9588ddd92cfc363e2

Patchright

UTC start / finish
2026-09-29T19:41:50.484644+00:00 / 2026-09-29T19:41:54.629357+00:00
Original / final URL
https://www.scrapethissite.com/pages/simple/
https://www.scrapethissite.com/pages/simple/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.279 s navigation; 3.304 s through DOM capture; 4.145 s total
Sampled process-tree PSS
608.852 MiB sampled peak; 34 samples
Capture
205,600 bytes; Complete serialized UTF-8 DOM
Checked text
18,132 characters; minimum 1000
Required word groups
countries of the world: matched countries of the world
andorra: matched andorra
population: matched population
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Country names and country-listing content meet the control checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 274f484841fe4ec4e9fa1a50a7a4754e737eec859a409964dd1a85008dae783f
Capture SHA-256
d286526fe3382982ad2c3a39cbade8a939eb0bda5923ba21c1d4e225f0840255

Scrapling

UTC start / finish
2026-09-29T20:08:02.458672+00:00 / 2026-09-29T20:08:03.418040+00:00
Original / final URL
https://www.scrapethissite.com/pages/simple/
https://www.scrapethissite.com/pages/simple/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.959 s body transfer and selector construction
Sampled process-tree PSS
39.240 MiB sampled peak; 13 samples
Capture
203,361 bytes; Complete client-decompressed HTTP body
Checked text
18,132 characters; minimum 1000
Required word groups
countries of the world: matched countries of the world
andorra: matched andorra
population: matched population
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
4c68c2a54000607a0fa51ea5a57a20bbe4324dee74c442559185a1da364bd87b

wreq Python

UTC start / finish
2026-09-29T19:16:41.698773+00:00 / 2026-09-29T19:16:42.918809+00:00
Original / final URL
https://www.scrapethissite.com/pages/simple/
https://www.scrapethissite.com/pages/simple/
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
1.220 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
203,361 bytes; Original client-decompressed HTTP body
Checked text
18,132 characters; minimum 1000
Required word groups
countries of the world: matched countries of the world
andorra: matched andorra
population: matched population
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
4c68c2a54000607a0fa51ea5a57a20bbe4324dee74c442559185a1da364bd87b
Link to this six-tool target record
30. IANAcontrolBotasaurus · HTTP 200usableCamoufox · HTTP 200usableLightpanda · HTTP 200usablePatchright · HTTP 200usableScrapling · HTTP 200usablewreq Python · HTTP 200usable

Required: Reserved-domain reference and example domains. https://www.iana.org/domains/reserved

Botasaurus

UTC start / finish
2026-09-29T21:08:25.098545+00:00 / 2026-09-29T21:08:28.100735+00:00
Original / final URL
https://www.iana.org/domains/reserved
https://www.iana.org/domains/reserved
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.431 s navigation; 2.453 s through DOM capture; 3.002 s total
Sampled process-tree PSS
547.816 MiB sampled peak; 26 samples
Capture
10,344 bytes; Complete serialized UTF-8 DOM
Checked text
2,727 characters; minimum 500
Required word groups
iana-managed reserved domains: matched iana-managed reserved domains
example.com: matched example.com
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Complete saved DOM met all unchanged required word groups, listing patterns and minimum text; not verified field extraction.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 53943a48cb93799c6523f396b58c0dfdd9eee783648c5c6fa5cb50dd779af479
Capture SHA-256
ebc9ecd0aeaa06137ccf61984a0eba4f14d354513efa3bd289ae83bfa1674585
Exact browser flags, observed fingerprint and main-document responses

Camoufox

UTC start / finish
2026-09-29T19:58:29.926619+00:00 / 2026-09-29T19:58:37.046282+00:00
Original / final URL
https://www.iana.org/domains/reserved
https://www.iana.org/domains/reserved
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.567 s navigation; 2.575 s through DOM capture; 7.119 s total
Sampled process-tree PSS
898.759 MiB sampled peak; 64 samples
Capture
10,344 bytes; Complete serialized UTF-8 DOM
Checked text
2,727 characters; minimum 500
Required word groups
iana-managed reserved domains: matched iana-managed reserved domains
example.com: matched example.com
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private DOM inspected: the target-specific required groups and patterns are present with no checked soft block.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: acc8e1a810a76eb5aef591999e7831e7ada03c14184726b4cf111428582b770e
Capture SHA-256
ebc9ecd0aeaa06137ccf61984a0eba4f14d354513efa3bd289ae83bfa1674585

Lightpanda

UTC start / finish
2026-09-29T19:27:43.814450+00:00 / 2026-09-29T19:27:46.334387+00:00
Original / final URL
https://www.iana.org/domains/reserved
https://www.iana.org/domains/reserved
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.092 s navigation; 2.100 s through DOM capture; 2.52 s total
Sampled process-tree PSS
181.190 MiB sampled peak; 26 samples
Capture
10,338 bytes; Complete serialized UTF-8 DOM
Checked text
2,727 characters; minimum 500
Required word groups
iana-managed reserved domains: matched iana-managed reserved domains
example.com: matched example.com
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Reserved/example domain guidance meets the required checks.
Errors
No navigation, capture or process error
Screenshot
No saved screenshot
Capture SHA-256
6173175ebc1ca1c89191d3b64cbbe49b7b956af70afa81ab88fb0dea35d8e31c

Patchright

UTC start / finish
2026-09-29T19:41:56.910206+00:00 / 2026-09-29T19:42:00.053563+00:00
Original / final URL
https://www.iana.org/domains/reserved
https://www.iana.org/domains/reserved
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.248 s navigation; 2.257 s through DOM capture; 3.143 s total
Sampled process-tree PSS
569.603 MiB sampled peak; 26 samples
Capture
10,344 bytes; Complete serialized UTF-8 DOM
Checked text
2,727 characters; minimum 500
Required word groups
iana-managed reserved domains: matched iana-managed reserved domains
example.com: matched example.com
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Reserved/example-domain guidance meets the required checks.
Errors
No navigation, capture or process error
Screenshot
Private viewport PNG SHA-256: 84a52b6c5357f772041279e6d66f7eb130ff07f449d1d2e2c1b24d04a9d0cb15
Capture SHA-256
ebc9ecd0aeaa06137ccf61984a0eba4f14d354513efa3bd289ae83bfa1674585

Scrapling

UTC start / finish
2026-09-29T20:08:05.825455+00:00 / 2026-09-29T20:08:05.906170+00:00
Original / final URL
https://www.iana.org/domains/reserved
https://www.iana.org/domains/reserved
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.080 s body transfer and selector construction
Sampled process-tree PSS
37.031 MiB sampled peak; 4 samples
Capture
10,499 bytes; Complete client-decompressed HTTP body
Checked text
2,727 characters; minimum 500
Required word groups
iana-managed reserved domains: matched iana-managed reserved domains
example.com: matched example.com
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Private source body inspected: target-specific groups and listing patterns are present, with no checked soft block. Source-text checks do not establish full extraction or interaction.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
720e5cce9016212d2d28777356d2844fb0ca9e19a32636eb232f8653360dc450

wreq Python

UTC start / finish
2026-09-29T19:16:44.948906+00:00 / 2026-09-29T19:16:44.982758+00:00
Original / final URL
https://www.iana.org/domains/reserved
https://www.iana.org/domains/reserved
Redirects
none
Status / content outcome
HTTP 200; all content checks met. Nonempty checked text.
Latency basis
0.034 s HTTP body transfer
Sampled process-tree PSS
Not measured
Capture
10,499 bytes; Original client-decompressed HTTP body
Checked text
2,727 characters; minimum 500
Required word groups
iana-managed reserved domains: matched iana-managed reserved domains
example.com: matched example.com
Listing patterns
No additional pattern
Soft-block / gate phrases
No checked soft-block phrase / No checked gate phrase
Private capture inspection
Saved HTML inspection confirmed required content and matching checks.
Errors
No navigation, capture or process error
Screenshot
HTTP mode; no screenshot
Capture SHA-256
720e5cce9016212d2d28777356d2844fb0ca9e19a32636eb232f8653360dc450
Link to this six-tool target record

The exact Botasaurus browser method

Botasaurus 4.0.97, botasaurus-driver 4.0.101, Google Chrome for Testing 153.0.8010.12, Python 3.12.3. The documented @browser / driver.get workflow uses normal page JavaScript and resources, with a fresh isolated Python process and temporary Chrome profile per URL. Profile, tiny_profile and reuse_driver are disabled. Ordinary session cookies can be set, then discarded on teardown. Downloads are denied through CDP.

Proxy environment variables are removed case-insensitively; Chrome receives --no-proxy-server. No login, Google-referrer navigation, proxy, paid service, human cursor or CAPTCHA/Cloudflare bypass. cache=False, output=None and max_retry=0 disable framework response caching, output and target retries. The installed driver can retry browser startup up to three total launches on startup errors; this is separate from target navigation. Exact per-attempt flags and observed user agent, webdriver, viewport, language and timezone are in metadata.

The driver’s default headless policy removes “Headless” from the user agent. user_agent, window_size and lang are unset; no custom fingerprint, locale/timezone override or pre-document JS is added. Driver browser flags remain in place. Sandboxing is enabled. Using the same Chrome binary as Patchright does not make the launch/control policies identical or identify the cause of different outcomes.

driver.get has a 20-second deadline and waits for document.readyState to become interactive or complete, then a fixed two-second settle. This is not an exact DOMContentLoaded-event wait. Capture time includes navigation, settling, final-URL read and DOM serialization; startup, screenshot and teardown are outside that number. DOM capture is capped at 5 MiB, with a five-second stage deadline. No per-network-response byte cap is applied. Main-frame CDP document events supply status and ordinary HTTP redirect history; other final-URL changes are labelled separately. Chromium’s native redirect cap is 20.

A 40-second whole-worker watchdog, 3 GiB minimum available host RAM and 4 GiB sampled worker-tree PSS cap bound each attempt. The 1260-second slice check runs before each target. Targets are sequential with a two-second gap. PSS counts private memory plus each process’s share of shared pages. Samples every 100 ms include Python, driver and browser children from spawn through startup, capture, screenshot and teardown; the batch parent is excluded. Brief peaks or changing processes may be missed. These are sampled totals, not exact peaks or pure browser memory.

Run UTC: 2026-09-29T21:05:10.963199+00:00 → 2026-09-29T21:08:28.347202+00:00. Host preflight: 13638 MiB available of 32050 MiB. Full HTML, screenshots and driver logs stay private. Cleanup signals only recorded child PID/start-time identities. Each worker’s short private TMPDIR also keeps the driver’s profile garbage collection inside owned directories; Docker’s global zombie-cleanup mode is refused.

Before this batch, a long private TMPDIR made Chrome abort with “Socket path too long” before any navigation. A short owned directory fixed startup while retaining sandboxing. A local blank check and one successful frozen Web Scraping Dev canary followed. That extra canary is excluded from the 30-site count; this safe retry sent 31 public target navigations in total, plus ordinary redirects and page resources. Inspect the diagnosis and separate canary.

Code, dependency pins and inspection files

Use the pinned dependencies and exact existing Chrome binary. The runner refuses a changed binary hash, unsafe preflight or existing output directory. A rerun sends 30 new navigations; it does not install Chrome. This pass tests one browser workflow, not Botasaurus’s request mode, crawling or extraction helpers.

/tmp/scrapingevals-botasaurus-20260929/bin/python public/evidence/botasaurus-public-30-20260929/run.py --binary /tmp/scrapingevals-patchright-amazon-20260929/browsers/chromium-1243/chrome-linux64/chrome --manifest runner/corpora/public-30-v1.json --output runner/data/botasaurus-public-30-20260930-retry
Code SHA-256
fb5be15d4e6a21f960a4e479cc7ffe89f4adaa888ffc9b020d60656c9637412c
Chrome SHA-256
8c599d43aec53f2460a31ae2f4af6bd863f8258b34ff519564bc5d4726bfaa1e
Frozen manifest SHA-256
6ce519c4f7df3c32f5dfda379a8d3b280b7723bdeb48ddf64a1ae10ce6a7914c

The official Botasaurus repository and focused fetch-mode DeepWiki question guided the workflow. Installed APIs matched the official 4.0.97 release source and driver 4.0.101 release source byte for byte. Current repository summaries are not release-specific behavior; inspected driver source establishes the headless user-agent override. Read the general method.