Stats
222345 observations in window.
Traffic
Raw request volume vs visit-deduplicated collection. Requests exclude internal monitoring and operator traffic; observation totals here are preserved after raw observations age out of retention.
| HTTP requests | observations recorded | dedup-suppressed | collection rate % |
|---|---|---|---|
| 346139 | 222349 | 78876 | 64.24 |
By source
| source | count |
|---|---|
| passive | 197696 |
| probe | 24649 |
By transport
| transport | count |
|---|---|
| tcp | 221462 |
| quic | 883 |
By HTTP version
| http version | count |
|---|---|
| http2 | 128212 |
| http1.1 | 93250 |
| http3 | 883 |
Signal coverage
Share of observations carrying each signal. Absence is mostly structural — QUIC (HTTP/3) connections carry no TCP SYN or HTTP/2 frame signal, and HTTP/1.1 connections no HTTP/2 frames — occasionally operational, when a signal source was briefly unavailable or not yet deployed at capture time.
| signal | present | total | % |
|---|---|---|---|
| TLS ClientHello (JA4) | 222345 | 222345 | 100.00 |
| HTTP request (JA4H) | 222345 | 222345 | 100.00 |
| HTTP/2 frames (Akamai) | 128212 | 222345 | 57.66 |
| TCP SYN (p0f) | 221462 | 222345 | 99.60 |
| TCP SYN (JA4T) | 221462 | 222345 | 99.60 |
| QUIC transport params | 883 | 222345 | 0.40 |
| User-Agent | 222084 | 222345 | 99.88 |
| Country | 222345 | 222345 | 100.00 |
| Network (ASN) | 222332 | 222345 | 99.99 |
| TLS supported groups | 123286 | 222345 | 55.45 |
Distinct fingerprints
"New" counts fingerprints first seen inside the window; the link lists them ranked by volume.
| signal | all time | new in window |
|---|---|---|
| TLS ClientHello (JA4) | 2947 | 542 |
| HTTP request (JA4H) | 6845 | 1846 |
| HTTP/2 frames (Akamai) | 731 | 125 |
| TCP SYN (p0f) | 9441 | 2203 |
| TCP SYN (JA4T) | 1897 | 376 |
| QUIC transport params | 46 | 1 |
| User-Agent | 5765 | 829 |
| Country | 195 | 12 |
| Network (ASN) | 10439 | 2063 |
| TLS supported groups | 41 | 41 |
Distinct clients per day
Distinct IP-hashes per complete UTC day (chart spans the last 90 days, independent of the window above). A client seen over both transports counts in both columns, so tcp + quic can exceed the total.
| day | clients | tcp | quic |
|---|---|---|---|
| 2026-10-29 | 1950 | 1947 | 8 |
| 2026-10-28 | 3510 | 3508 | 11 |
| 2026-10-27 | 4277 | 4275 | 9 |
| 2026-10-26 | 1655 | 1650 | 13 |
| 2026-10-25 | 2457 | 2456 | 8 |
| 2026-10-24 | 3819 | 3816 | 8 |
| 2026-10-23 | 15085 | 15081 | 7 |
JA4 label coverage
Where the window's TLS and QUIC traffic (grouped by JA4, visit-deduplicated observations) gets its application labels. Measured fingerprints match this site's own controlled-capture catalog; JA4+ DB snapshot ones appear only in the static community-database export (frozen upstream — see about); unlabeled ones match neither. Traffic is classified against today's label sources, so growing the catalog moves history too. The highest-volume unlabeled fingerprints below are the capture wishlist: the clients most worth adding to the catalog next.
| label source | observations | share % | distinct JA4s |
|---|---|---|---|
| measured — controlled captures | 108044 | 48.59 | 54 |
| JA4+ DB snapshot | 775 | 0.35 | 7 |
| unlabeled | 113526 | 51.06 | 924 |
Top unlabeled JA4s
| ja4 | observations | share % |
|---|---|---|
t13d311000_8ae6a2f5ac15_5ac7197df9d2 | 35492 | 15.96 |
t13d3111h2_e8f1e7e78f70_5ac7197df9d2 | 21853 | 9.83 |
t13d4312h1_c7886603b240_b26ce05bbdd6 | 21482 | 9.66 |
t13d3013h2_1d37bd780c83_8537cf56674e | 13821 | 6.22 |
t13d131100_f57a46bbacb6_e5728521abd4 | 2778 | 1.25 |
t13d9912h1_ee3966d44962_c50a3655fff1 | 2709 | 1.22 |
t13d1518h2_8daaf6152771_4980c97edce0 | 2687 | 1.21 |
t13d1515h1_8daaf6152771_de4a06bb82e3 | 2214 | 1.00 |
t13d1515h1_8daaf6152771_0a20fe35d3a5 | 1870 | 0.84 |
t12i130500_2d7513195f68_e51b7354d87f | 632 | 0.28 |
Bot operator claims
Self-declared bot User-Agents — checked at ingest against the verification channels each operator publishes: its crawler IP ranges, and where the operator documents one, forward-confirmed reverse DNS. Observations is visit-deduplicated volume — roughly one per source and client stack per 10-minute window. A source is a distinct client (keyed IP hash) that claimed the operator in the selected window; verified sources were confirmed by an operator-published channel, unverified sources by none. Unverified rate is unverified ÷ all sources — it counts actors, not traffic. Top verified JA4 is the fingerprint the operator's own confirmed traffic most often presented. Counts reflect the selected window (windowed history begins when bot-claim tracking was deployed; all is true all-time; source and fingerprint windows are day-granular). Every supported claim identity is listed; a zero row means no claim was adjudicated in this window, not necessarily that its User-Agent was never seen. Operators that publish only their network rather than crawler ranges (e.g. Meta) are confirmed by network membership; their unverified column merges soft outside-network misses with any claims from inside a different operator's published crawler range. flagged claims →
| operator | observations | sources | verified | unverified | unverified rate | top verified ja4 |
|---|---|---|---|---|---|---|
| AhrefsBot | 18612 | 5472 | 5471 | 1 | 0.0% | t13d3112h2_e8f1e7e78f70_b26ce05bbdd6 Match?Exact match in Thumbprint's published controlled catalog captures: curl 8.5.0, php-curl 7.88.1.The fingerprint page shows the full measured match list. More on the catalog. |
| AmazonAdBot | 0 | 0 | 0 | 0 | – | – |
| Amazonbot | 2409 | 432 | 429 | 3 | 0.7% | t13d450900_d524c25c267f_9da38b6fd1bc Match?Exact match in Thumbprint's published controlled catalog captures: java-urlconnection 1.8.0_492.The fingerprint page shows the full measured match list. More on the catalog. |
| Amzn-SearchBot | 0 | 0 | 0 | 0 | – | – |
| Amzn-User | 0 | 0 | 0 | 0 | – | – |
| ClaudeBot | 69 | 7 | 5 | 2 | 28.6% | t13d1011h2_61a7ad8aa9b6_3fcd1a44f3e3 Match?Exact match in Thumbprint's published controlled catalog captures: rust-reqwest 0.12.28.The fingerprint page shows the full measured match list. More on the catalog. |
| Applebot | 2719 | 1999 | 1994 | 5 | 0.3% | t13d9912h1_ee3966d44962_c50a3655fff1 |
| Barkrowler | 362 | 13 | 13 | 0 | 0.0% | t13d491200_bd868743f55c_7c76daad20ec Match?Exact match in Thumbprint's published controlled catalog captures: java-urlconnection 17.0.12.The fingerprint page shows the full measured match list. More on the catalog. |
| Bingbot | 167 | 54 | 48 | 6 | 11.1% | t13d2013h2_2b729b4bf6f3_e24568c0d440 Match?Exact match in Thumbprint's published controlled catalog captures: winhttp 10.0.20348.1.The fingerprint page shows the full measured match list. More on the catalog. |
| CCBot | 19 | 3 | 0 | 3 | 100.0% | – |
| ChatGPT-User | 212 | 185 | 178 | 7 | 3.8% | t13d1712h2_5b57614c22b0_ef7df7f74e48 |
| Claude-SearchBot | 3 | 2 | 0 | 2 | 100.0% | – |
| Claude-User | 6 | 6 | 3 | 3 | 50.0% | t13d1713h1_ab0a1bf427ad_ecd0401ec68b Match?Exact match in Thumbprint's published controlled catalog captures: python-httpx 0.28.1.The fingerprint page shows the full measured match list. More on the catalog. |
| DataForSeoBot | 1 | 1 | 1 | 0 | 0.0% | t13d1212h1_a538d02d76d5_f6eeaf393d2e |
| Discordbot | 1 | 1 | 1 | 0 | 0.0% | t13d1011h2_61a7ad8aa9b6_3fcd1a44f3e3 Match?Exact match in Thumbprint's published controlled catalog captures: rust-reqwest 0.12.28.The fingerprint page shows the full measured match list. More on the catalog. |
| DuckAssistBot | 23 | 9 | 6 | 3 | 33.3% | t13d131100_f57a46bbacb6_ab7e3b40a677 Match?Exact match in Thumbprint's published controlled catalog captures: go-net/http 1.26.6, go-net/http 1.26.5, go-net/http 1.26.4.The fingerprint page shows the full measured match list. More on the catalog. |
| DuckDuckBot | 10 | 6 | 6 | 0 | 0.0% | t13d131100_f57a46bbacb6_ab7e3b40a677 Match?Exact match in Thumbprint's published controlled catalog captures: go-net/http 1.26.6, go-net/http 1.26.5, go-net/http 1.26.4.The fingerprint page shows the full measured match list. More on the catalog. |
| Googlebot | 479 | 29 | 14 | 15 | 51.7% | t13d181300_e8a523a41297_43ade6aba3df |
| GPTBot | 126 | 30 | 26 | 4 | 13.3% | t13d1011h2_61a7ad8aa9b6_3fcd1a44f3e3 Match?Exact match in Thumbprint's published controlled catalog captures: rust-reqwest 0.12.28.The fingerprint page shows the full measured match list. More on the catalog. |
| Meta | 21857 | 1327 | 1323 | 4 | 0.3% | t13d3111h2_e8f1e7e78f70_5ac7197df9d2 |
| MistralAI-Index | 0 | 0 | 0 | 0 | – | – |
| MistralAI-User | 0 | 0 | 0 | 0 | – | – |
| MojeekBot | 0 | 0 | 0 | 0 | – | – |
| OAI-AdsBot | 22 | 4 | 0 | 4 | 100.0% | – |
| OAI-SearchBot | 776 | 121 | 116 | 5 | 4.1% | t13d1011h2_61a7ad8aa9b6_3fcd1a44f3e3 Match?Exact match in Thumbprint's published controlled catalog captures: rust-reqwest 0.12.28.The fingerprint page shows the full measured match list. More on the catalog. |
| Perplexity-User | 21 | 3 | 0 | 3 | 100.0% | – |
| PerplexityBot | 33 | 11 | 8 | 3 | 27.3% | t13d101000_61a7ad8aa9b6_f9531d972513 |
| Qwantbot | 6 | 6 | 6 | 0 | 0.0% | t13d1011h2_61a7ad8aa9b6_0d308c48d2a3 Match?Exact match in Thumbprint's published controlled catalog captures: rust-reqwest 0.13.5, rust-hyper 1.11.1, rust-hyper 1.12.0.The fingerprint page shows the full measured match list. More on the catalog. |
| Reflectionbot | 17753 | 106 | 106 | 0 | 0.0% | t13d1011h2_61a7ad8aa9b6_3fcd1a44f3e3 Match?Exact match in Thumbprint's published controlled catalog captures: rust-reqwest 0.12.28.The fingerprint page shows the full measured match list. More on the catalog. |
| SERankingBacklinksBot | 0 | 0 | 0 | 0 | – | – |
| SeznamBot | 214 | 62 | 62 | 0 | 0.0% | t13d3112h1_1d947a95fc68_b72e173852fa Match?Exact match in Thumbprint's published controlled catalog captures: java-urlconnection 11.0.31.The fingerprint page shows the full measured match list. More on the catalog. |
| ShapBot | 45 | 7 | 7 | 0 | 0.0% | t13d1711h2_5b57614c22b0_5894756fee65 |
| TelegramBot | 1 | 1 | 1 | 0 | 0.0% | t13d3113h2_e8f1e7e78f70_ce5650b735ce |
| YandexBot | 27 | 26 | 26 | 0 | 0.0% | t13d3112h2_e8f1e7e78f70_8d633dac7124 Match?Exact match in Thumbprint's published controlled catalog captures: curl 7.88.1.The fingerprint page shows the full measured match list. More on the catalog. |
| Yeti | 0 | 0 | 0 | 0 | – | – |
| YouBot | 7213 | 116 | 110 | 6 | 5.2% | t13d1713h1_ab0a1bf427ad_ecd0401ec68b Match?Exact match in Thumbprint's published controlled catalog captures: python-httpx 0.28.1.The fingerprint page shows the full measured match list. More on the catalog. |