Na'urorin na'urorin gano ƙwayoyin cuta na buɗaɗɗen tushe suna taimaka wa ƙungiyoyi su gano fakiti masu cutarwa, abubuwan da suka dogara da su, ƙofofin baya, trojans, da hare-haren sarkar samar da software kafin su isa ga yanayin samarwa. Yayin da hare-haren sarkar samar da software ke ci gaba da ƙaruwa, ƙungiyoyi suna buƙatar kayan aikin tsaro waɗanda za su iya gano halayen mugunta koda kuwa babu CVE.
Na'urorin daukar hoto na gargajiya suna duba abubuwan da suka dogara da su dangane da bayanan raunin da aka sani. Duk da cewa suna da tasiri ga kurakuran da aka lissafa, sau da yawa suna rasa sabbin fakitin cutarwa da aka buga da hare-haren sarkar samar da kayayyaki na tsawon kwanaki. Wannan jagorar ta kwatanta manyan na'urorin daukar hoto na malware na budewa na 2026, tana kimanta dabarun gano malware, software supply chain security iyawa, CI/CD haɗakarwa, da kuma yanayin amfani mai kyau.
Masu sharhi kan masana'antu suna ƙara fahimtar hakan software supply chain security Yana buƙatar fiye da kula da rauni kawai. Shirye-shiryen AppSec na zamani suna ƙara haɗa gano malware, nazarin abubuwan da ke cikin software (SCA), Application Security Posture Management (ASPM), Da kuma software supply chain security sarrafawa don gano raunin da aka sani da kuma abubuwan da aka yi wa mugunta da gangan.
Manyan Na'urorin Duba Malware guda 5 da aka Buɗe a 2026
Teburin Kwatantawa: Na'urorin Binciken Malware na Buɗewa
| kayan aiki | Tsarin Ganowa | SDLC Ɗaukar hoto | CI/CD hadewa | Mafi kyawun |
|---|---|---|---|---|
| Xygeni | Gano malware ta hanyar ML, nazarin ɗabi'a, Tsaron AI & AI-SPM | Lambar tushe, abubuwan da suka dogara da shi, CI/CD, IaC, kwantena, sarkar samar da software & ayyukan AI | Tacewar wuta ta malware ta asali, pipeline guardrails, da kuma aiwatar da manufofi | Ƙungiyoyi masu neman SDLC- kariya daga malware a duk faɗin duniya da kuma software supply chain security |
| ReversingLabs | Bincike mai zurfi na matakin binary tare da leken asiri na barazana | Bayan ginawa: binary, kwantena, kayan tarihi | Haɗakar ma'ajiyar kayan tarihi | Large enterpriseyana buƙatar tabbatar da binary kafin a sake shi |
| Socket | Binciken fakitin ɗabi'a a lokacin shigarwa | Abubuwan da suka dogara kawai: npm da PyPI na farko | Haɗin kai tsakanin GitHub PR | Ƙungiyoyin da masu haɓakawa suka mayar da hankali a kansu suna sa ido kan ɗabi'ar dogaro da tushen buɗewa |
| aikido | Nazarin tsaye na tsarin lambar fakitin da ke amfani da AI | Dogaro, kwantena, IaC; iyakance SDLC | plugins na IDE da CI/CD ƙõfõfi | Ƙungiyoyin masu haɓakawa suna son gano fakitin sifili na kwana ɗaya tare da babban AppSec |
| Vera code | Analysis mai tsauri da tsauri tare da SCA | Lambar aikace-aikacen da abubuwan da suka dogara da su | CI/CD pipeline hadewa | An tsara enterprisetare da shirye-shiryen AppSec waɗanda ke bin ƙa'ida |
1. Xygeni: Na'urar daukar hoton malware ta Buɗaɗɗen Tushe
Overview: Xygeni ita ce kawai kayan aiki a cikin wannan kwatancen da ke rufe gano malware a kowane mataki na zagayowar rayuwar haɓaka software a lokaci guda: lambar tushen aikace-aikace, dogaro da tushen buɗewa, CI/CD pipelines, IaC fayiloli, gina kayan tarihi, da kwantena. Inda wasu kayan aiki suka ƙware a mataki ɗaya, Xygeni yana kare duka pipeline daga dandali guda.
Ba kamar na'urorin na'urorin gano ƙwayoyin cuta na buɗaɗɗen tushe ba waɗanda ke mai da hankali kan nazarin fakiti kawai, Xygeni ya haɗa da gano ƙwayoyin cuta, software supply chain security, Gudanar da Matsayin Tsaron AI (AI-SPM), CI/CD tsaro, da gwajin tsaron aikace-aikace a cikin dandamali guda ɗaya. Wannan yana bawa ƙungiyoyi damar gano fakitin ɓarna, ginin da aka lalata pipelines, haɗarin da suka shafi AI, da barazanar sarkar samar da software a duk faɗin SDLC.
Gano ƙwayoyin cuta ya wuce daidaita tsari da binciken CVE. Xygeni yana amfani da injin da ke da taimakon ML don gano ƙwayoyin cuta da ba a sani ba, gami da barazanar sifili waɗanda ba su da CVE na jama'a. Yana nazarin sabbin fakitin da aka buga a cikin npm, PyPI, Maven, da sauran rajista a ainihin lokaci, yana samar da tsarin Gargaɗi na Farko wanda ke nuna fakitin da ake zargi kuma yana sanya su a keɓe kafin su shiga. SDLCBinciken Mawallafi da Mahimmanci yana kimanta ingancin kunshin ta hanyar tarihin suna mai kula da masu kula da shi da kuma maki masu mahimmanci a dandamali daban-daban, yana gano haɗarin da nazarin ɗabi'a kaɗai zai iya rasa.
Ga lambar mallakar mallaka, Xygeni yana duba fayilolin tushe don ƙofofin baya, trojans, da barazanar ɓoye ciki har da tsarin CWE-506 (Lambar Maleriya da aka saka), yana tabbatar da cewa tushen lambar da kanta ya kasance abin dogaro tare da abubuwan da yake jawowa. Malware Dependence Firewall yana aiki azaman kariya mai aiki, yana toshe fakitin ɓarna daga isa ga aikace-aikace kafin ma masu haɓakawa su yi hulɗa da su. Kuna iya ƙarin koyo game da Gano malware ta hanyar amfani da AI a cikin sarkar samar da software da kuma yadda lambar mugunta za ta iya haifar da lalacewa don ƙarin mahallin.
Key Features:
- Injin da ke taimakawa ML wajen gano malware da ba a sani ba fiye da bayanan barazanar da ke tushen CVE
- Sa ido a ainihin lokaci na npm, PyPI, Maven, da sauran rajista, yana nazarin sabbin fakitin da aka buga da sabuntawa kowace rana
- Tsarin Gargaɗi da Farko tare da keɓewar fakiti, yana nuna abubuwan da ake zargi kafin su shiga ayyukan ci gaba
- Binciken Mawallafi da Mahimmanci yana kimanta suna, tarihi, da maki masu mahimmanci a dandamali daban-daban
- Malware Dependence Firewall yana toshe fakitin malware daga isa ga aikace-aikace.
- Gano ƙofofin baya, trojans, da barazanar ɓoye a cikin lambar tushen aikace-aikacen da aka daidaita zuwa CWE-506 da alamu masu alaƙa
- Pipeline da kuma CI/CD umarnin gano tsaro na baya, masu samar da ƙwayoyin cuta, da saukar da malware a cikin pipeline ma'anar da IaC files
- Ingantaccen bincike game da malware tare da commit cikakkun bayanai, bayanan masu haɓakawa, tambarin lokaci, da cikakkun hanyoyin binciken kuɗi
- Binciken Kunshin Tarihi wanda ke ba da damar shiga bayanan malware na fakitin tushen buɗewa, gami da waɗanda aka cire daga rajista, don magance lamarin da kuma shugabanci
- Ci gaba da sa ido kan barazanar a ainihin lokaci tare da faɗakarwa game da haɗarin da ke tasowa a cikin sarkar samar da software
- Native CI/CD haɗin kai tare da GitHub Actions, GitLab CI, Jenkins, Bitbucket Pipelines, da kuma Azure DevOps
- Wani ɓangare na haɗin gwiwar dandamali mai rufewa SAST, SCA, DAST, IaC Security, Gano Sirri, CI/CD Tsaro, ASPM, Build Security, da Gano Matsalolin da ke Faruwa
Mafi kyau ga: Ƙungiyoyin DevSecOps waɗanda ke buƙatar cikakken kariyar malware a kowane mataki na SDLC, ba wai kawai duba abubuwan dogaro ba, a matsayin wani ɓangare na dandamalin AppSec mai haɗin kai.
Farashin: Yana farawa daga $33/wata don cikakken dandamalin duka-cikin-ɗaya. Ya haɗa da gano malware a duk faɗin SCA, SAST, CI/CD Tsaro, Gano Sirri, IaC Security, da kuma Duba Kwantena. Ma'ajiyar ajiya mara iyaka da masu ba da gudummawa ba tare da farashin kowane kujera ba.
2. ReversingLabs: Na'urar daukar hoton malware ta Buɗaɗɗiya
Overview: ReversingLabs wani dandamali ne na musamman na nazarin malware wanda aka mayar da hankali kan bayan-build security don kayan tarihi na software da aka tattara. Babban samfurinsa, Spectra Assure, yana amfani da binciken binary mai amfani da AI tare da ɗaya daga cikin manyan bayanan martaba na fayiloli a duk duniya, wanda ya ƙunshi biliyoyin fayiloli. Wannan ya sa ya zama kyakkyawan layin kariya na ƙarshe kafin a saki software, musamman ga ƙungiyoyi waɗanda ke rarraba software da aka tattara ga abokan ciniki ko haɗa nau'ikan binary na ɓangare na uku waɗanda ba za su iya duba su a matakin tushe ba.
ReversingLabs ba ya yin scanning da wuri SDLC matakai. Yana mai da hankali ne kawai kan abin da aka riga aka gina, wanda hakan ya mai da shi kayan aiki mai dacewa maimakon babban na'urar daukar hoto ta malware ga ƙungiyoyi waɗanda ke buƙatar kariyar motsi-hagu. Darajarsa ta fi girma a cikin masana'antu da masu siyar da software inda tabbatar da binary kafin fitarwa ya zama buƙatar bin ƙa'ida. Don mahallin akan build security da kuma sahihancin kayan tarihi, wannan hanyar haɗin yanar gizon ta ƙunshi ra'ayoyi masu alaƙa.
Key Features:
- Na'urar daukar hoto ta matakin binary ta amfani da na'urar cire bayanai ta musamman da kuma nazarin bayanai a kan kayayyakin tarihi da aka tattara
- Bayanan sirrin barazana da ke rufe biliyoyin fayiloli don gano abubuwan da ke cikin ƙwayoyin cuta cikin sauri
- Haɗawa da wuraren adana kayan tarihi, gami da JFrog Artifactory da Sonatype Nexus
- Keɓe kayan tarihi da aka lalata ko aka lalata don hana barazanar kafin a sake su
- Tabbatar da software na ɓangare na uku ba tare da buƙatar samun damar lambar tushe ba
fursunoni:
- Ba ya duba lambar tushe, dogaro da tushen buɗewa, IaC fayiloli, ko pipeline hali; rufewa ta takaita ga kayan tarihi bayan ginawa
- Babu fasalulluka da masu haɓakawa suka mayar da hankali a kansu kamar haɗakar IDE ko ra'ayoyin PR na ainihin lokaci
- Saitin hadaddun abubuwa da enterprise-matakin farashi wanda ke buƙatar haɗin gwiwar tallace-tallace; ya fi dacewa da manyan ƙungiyoyin SOC fiye da yanayin DevOps mai agile
Farashin: Enterprise farashin ya dogara ne akan yawan kayan tarihi da kuma wasu fasaloli da aka zaɓa. Babu shirye-shiryen jama'a da ake da su; tuntuɓi tallace-tallace don neman farashi.
3. Soket: Buɗaɗɗen Tushen Na'urar Na'urar Bincike ta Malware
Overview: Socket kayan aiki ne na gano ƙwayoyin cuta wanda masu haɓakawa ke mayar da hankali a kai wanda ke nazarin halayen fakitin buɗe tushen maimakon duba bayanan CVE. Maimakon jira a tsara wani rauni, Socket yana duba abin da fakitin yake yi a zahiri: ko yana shiga hanyar sadarwa ba zato ba tsammani, karanta masu canjin yanayi, gyara tsarin fayil, ko amfani da alamu da ke da alaƙa da satar bayanai da fitar da bayanai. Wannan hanyar ɗabi'a tana kama hare-haren sarkar samar da kayayyaki ba tare da CVE ba, wanda shine nau'in barazanar da na'urorin binciken gargajiya ke rasa. Don mahallin hare-haren sarkar samar da kayayyaki ta zahiri ta amfani da wannan nau'in vector, duba Binciken harin sarkar samar da kayayyaki na Shai-Hulud npm.
Soket yana mai da hankali ne akan npm da PyPI, tare da tallafin ɓangare na wasu halittu da ke tasowa. Ba ya bincika lambar mallakar mallaka, CI/CD pipelines, kwantena, ko IaC fayiloli, don haka ƙungiyoyi suna buƙatar ƙara shi da faɗaɗawa SDLC kayan aikin tsaro don cikakken ɗaukar hoto.
Key Features:
- Binciken fakitin ɗabi'a yana gano ayyukan da ake zargi a lokacin shigarwa, ba tare da la'akari da bayanan CVE ba
- Gano shigarwa hooks, amfani da API na musamman, kiran hanyar sadarwa, da alamun fitar da bayanai a cikin fakitin tushen buɗewa
- Haɗin GitHub tare da duba PR na ainihin lokaci da toshe fakiti masu haɗari kafin haɗuwa
- Ciyarwar malware kai tsaye tana ba da sabuntawa akai-akai kan barazanar da ke tasowa a cikin rajistar tushen buɗewa
- Enterprise Dependent Firewall tare da manufofin toshewa na musamman don kariyar ƙungiya gaba ɗaya
- Haɗin kai mai sauƙin amfani da mai haɓakawa tare da CLI, yanar gizo dashboardda sanarwar Slack
fursunoni:
- Rufewa ya iyakance ga dogaro ga wasu kamfanoni; baya duba lambar mallakar kamfani, CI/CD pipelines, kwantena, ko IaC files
- Babban tallafin yanayin halittu don JavaScript da Python; Java, Ruby, da sauransu an tallafa musu ko kuma ana ci gaba da haɓakawa kaɗan
- Tsarin toshewa ta atomatik da kuma kula da ƙungiyoyi suna buƙatar tsare-tsaren da aka biya
- Ba cikakken dandamalin AppSec ba ne; yana buƙatar ƙarin kayan aiki don SDLC- kariya daga malware a duk faɗin
Farashin: Akwai matakin kyauta don ayyukan bude tushen. Tsarin ƙungiya da ƙungiya da aka biya ana samun su akan buƙata tare da farashin kowane mai amfani.
4. Aikido: Na'urar daukar hoton malware ta Buɗaɗɗen Tushe
Overview: Aikido Security wani dandamali ne na tsaro na aikace-aikace wanda ya haɗa da na'urar daukar hoto ta malware ta buɗe wacce ke mai da hankali kan rajistar npm da PyPI. Maimakon dogaro kawai da raunin da aka sani, nazarinsa mai ƙarfi na AI yana gano fakitin mugunta da wuri ta hanyar nuna lambar da aka ɓoye, rubutun shigarwa da ake zargi, da alamu da ke da alaƙa da satar bayanai da fitar da bayanai. Yana faɗaɗa bincike fiye da fakiti zuwa hotunan kwantena da IaC fayiloli, yana mai faɗaɗa shi a cikin SDLC ɗaukar hoto fiye da Socket yayin da yake da iyaka fiye da dandamali masu cikakken tsari.
Aikido yana haɗuwa cikin ayyukan haɓaka masu haɓakawa ta hanyar plugins na IDE da CI/CD pipeline ƙofofi, suna ba da ra'ayi kan lokaci kan shigo da fakiti masu haɗari ba tare da buƙatar manyan canje-canje na aiki ba. Ga ƙungiyoyin da ke neman dandamalin AppSec mai mai da hankali kan masu haɓakawa wanda ya haɗa gano malware tare da faɗaɗa rauni da kuma bincika sirri, yana ba da wurin shiga mai amfani.
Key Features:
- Na'urar daukar hoton malware ta Zero-day tana nazarin sabbin fakitin da aka buga akan npm da PyPI a ainihin lokaci, kafin a sanya CVEs
- Binciken da ke amfani da fasahar AI wanda ke gano lambar ɓoyewa, rubutun shigarwa mara kyau, da kuma tsarin tace bayanai
- plugin ɗin IDE da haɗin gwiwar PR suna toshe fakitin da ake zargi a matsayin wani ɓangare na aikin ci gaba na yau da kullun
- Hoton kwantena da IaC Na'urar daukar hoto ta Layer wadda ke fadada ɗaukar hoto fiye da dogaro da fakiti
- Ciyar da bayanan sirri na malware kai tsaye don ci gaba da sa ido kan barazanar rajista
fursunoni:
- An fi mai da hankali kan fakitin buɗe tushen; baya bincika lambar tushe ta musamman ko CI/CD pipeline tsarin aiki don malware
- Babu mashin fifiko ta atomatik; faɗakarwa tana buƙatar tantancewa da hannu, wanda zai iya rage jinkirin amsawar abin da ya faru
- Tallafin tsarin muhalli bayan JavaScript da Python har yanzu yana girma
- Ana samun ci gaba ta atomatik da sarrafawa a duk faɗin ƙungiya kawai a cikin tsare-tsaren da aka biya
Farashin: Yana farawa daga kimanin $300/wata ga masu amfani 10 a ƙarƙashin Tsarin Asali. Farashin kowane mai amfani yana ƙaruwa tare da girman ƙungiyar. enterprise shirye-shiryen da ake da su don manyan ayyuka.
5. Lambar Veracode: Na'urar daukar hoton malware ta Buɗaɗɗen Tushe
Overview: Vera code sigar enterprise Dandalin tsaron aikace-aikace wanda ya haɗu da nazarin tsaye, gwajin tsauri, da nazarin abubuwan da suka shafi software. Duk da cewa ba a sanya shi a matsayin na'urar daukar hoton malware ba, SCA ikon gano abubuwan da ke haifar da ɓarna ko ɓarna a cikin tushen buɗewa tare da raunin da aka sani, wanda hakan ya sa ya dace da ƙungiyoyi waɗanda ke buƙatar shirin AppSec wanda ke bin ƙa'ida wanda ya haɗa da kula da haɗarin sarkar samar da kayayyaki. Ƙarfinsa yana cikin masana'antu masu tsari inda binciken kuɗi ke tafiya, aiwatar da manufofi, da haɗa kai da enterprise Tsarin gudanar da mulki ba buƙatu bane da za a iya tattaunawa a kai.
Gano ƙwayoyin cuta na Veracode yana da iyaka idan aka kwatanta da na'urorin duba halaye kamar Socket ko Xygeni. Yana mai da hankali kan barazanar da aka sani da aka jera a cikin bayanan barazanar maimakon nazarin halayen aiki na ainihin lokaci na ayyukan fakiti. Ga ƙungiyoyi waɗanda babban shirin tsaro ya gina akan babban dandamalin Veracode, yana da SCA Layer yana samar da tushe mai ma'ana don gudanar da haɗarin buɗaɗɗen tushe a cikin wannan yanayin. mafi kyawun ayyukan gwajin tsaron aikace-aikace, wannan hanyar haɗin yanar gizon ta ƙunshi faffadan yanayin gwaji.
Key Features:
- SCA na'urar daukar hoto da ke gano rauni da haɗarin lasisi a cikin abubuwan da ke buɗe tushen tushe
- Nazarin tsaye (SAST) don gano raunin lambar mallakar mallaka
- Nazarin tsauri (DAST) don gwajin raunin lokacin aiki na aikace-aikacen da aka tura
- Rahoton aiwatar da manufofi da bin ƙa'idodi sun yi daidai da PCI-DSS, HIPAA, da NIST standards
- Haɗuwa tare da CI/CD pipelines kuma enterprise kayan aikin ci gaba
fursunoni:
- Babu gano ƙwayoyin cuta na ɗabi'a a ainihin lokaci; ya dogara ne akan bayanan barazanar da aka sani maimakon nazarin ɗabi'u na sifili
- Babu tsarin keɓewa na fakitin gaggawa ko tsarin gargaɗi da wuri ga sabbin fakitin cutarwa da aka buga
- Tsarin da aka mayar da hankali kan dandamali zai iya iyakance sassaucin haɗin kai a wajen tsarin Veracode
- Babban farashi tare da matsakaicin ƙimar kwangila kusan $18,633/shekara; babu farashi mai bayyananne na kai
Farashin: Matsakaicin darajar kwangila kusan $18,633/shekara bisa ga bayanan siyan abokin ciniki. Babu farashi mai bayyananne da ake samu don amfanin kai; ana buƙatar ƙididdige farashi na musamman.
Duba mu Shirin Tattaunawar SafeDev mara ƙofa kan Juyin Juya Halin Hare-haren Malware don ƙarin sani game da su da kuma buƙatar dabarun kariya don kare hanyoyin samar da software ɗinku!
Muhimman Abubuwan da Za a Nemi a cikin Masu Duba Malware na Buɗaɗɗen Tushe
Idan aka kwatanta da kayan aikin, waɗannan su ne sharuɗɗan da suka fi muhimmanci don zaɓar ingantaccen ɗaukar hoto na malware:
Gano ɗabi'u fiye da CVEs. Bayanan bayanai na CVE suna rufe raunin da aka sani ne kawai a cikin fakitin da aka tsara. Hare-haren sarkar samar da kayayyaki mafi haɗari suna amfani da fakiti waɗanda ke da lahani tun daga lokacin da aka buga su, ba tare da an sanya CVE ba. Na'urorin daukar hoto waɗanda ke duba bayanan CVE kawai ba za su iya gano waɗannan barazanar ba. Binciken ɗabi'a, bincika abin da fakitin yake yi a lokacin shigarwa, shine kawai hanyar da ke kama hare-haren sarkar samar da kayayyaki na kwana ɗaya.
Kula da rajista tare da gargaɗin farko. Lokacin da aka fi fuskantar matsala tsakanin wani fakitin da aka buga da kuma gano shi shine lokacin da ya fi hatsari. Kayan aikin da ke ci gaba da sa ido kan rajista da kuma nuna fakitin da ake zargi kafin su bayyana a cikin jerin CVE suna ba da kariya mai ma'ana fiye da waɗanda ke jiran sabunta bayanai.
SDLC zurfin ɗaukar hoto. Akwai bambanci mai amfani tsakanin kayan aiki da ke duba abubuwan da suka dogara da shi da kuma kayan aiki da ke duba lambar mallakarsa, pipeline definitions, IaC fayiloli, da gina kayan tarihi. Malware na iya ɓoyewa a cikin kowane ɗayan waɗannan layukan. Fahimtar matakan da kowanne kayan aiki ya rufe yana hana amincewa ta ƙarya game da ɓoyewar wani ɓangare. Duba alamun sassauci a cikin CI/CD pipelines don mahallin akan pipeline-barazanar takamaiman.
Binciken suna da mai bugawa da mai kula da shi. Kunshin da ke da bayanin ɗabi'a mai tsabta har yanzu yana iya fitowa daga asusun mai kula da ɗabi'a mai lalacewa ko mai cutarwa. Kayan aikin da ke tantance suna na mai wallafa, tarihin mai kula, da maki masu mahimmanci na dandamali daban-daban suna ba da ƙarin layin sigina wanda nazarin ɗabi'a kaɗai ba zai iya bayarwa ba.
Binciken kayan tarihi. Sau da yawa ana cire fakitin da ba su da kyau daga rajista da sauri bayan an gano su, amma ƙungiyoyi na iya riga sun jawo su cikin gininsu. Kayan aikin da ke adana bayanan tarihi na malware da aka gano, gami da fakitin da aka cire, suna ba da damar mayar da martani ga abin da ya faru da kuma duba abubuwan da suka faru a baya.
CI/CD ikon aiwatarwa. Ganowa ba tare da tilastawa ba yana nufin gano malware bayan ya riga ya shiga pipelineKayan aiki da za su iya toshe fakitin da ba su da amfani, killace abubuwan da ake zargi, ko kuma su gaza pipeline yana ginawa lokacin da aka gano barazanar, yana canza ganowa zuwa ƙofar tsaro ta gaske.
Yadda Ake Zaɓar Na'urar Binciken Malware Mai Buɗewa Mai Kyau
Idan kana buƙatar cikakken bayani SDLC rufe malware a cikin dandamali guda ɗaya: Xygeni shine kawai kayan aiki a nan wanda ke rufe lambar tushe, abubuwan da suka dogara da shi, pipelines, IaC, da kayan tarihi a lokaci guda, tare da injin ML na mallakar malware wanda ba a san shi ba, tsarin Gargaɗi na Farko, da kuma Wutar Lantarki ta Dependency ta Malware a matsayin kariya mai ƙarfi.
Idan babban buƙatarku ita ce tabbatar da binary kafin a sake shi: ReversingLabs ita ce mafi ƙarfi zaɓi ga ƙungiyoyi waɗanda ke buƙatar tabbatar da kayan tarihi da aka tattara kafin a rarraba su, musamman lokacin da lambar tushe ba ta samuwa ga kayan aikin ɓangare na uku ba.
Idan kuna son nazarin halayyar masu haɓakawa na fakitin npm da PyPI na farko: Socket yana ba da na'urar daukar hoto mafi sauƙin samu don tsarin JavaScript da Python, tare da haɗin gwiwar GitHub mai kyau don ayyukan haɓaka masu haɓakawa.
Idan kuna son wani dandamali mai faɗi na AppSec tare da gano fakitin sifili: Aikido ya haɗa da na'urar daukar hoton malware tare da sarrafa rauni, gano sirri, da tsaron kwantena a cikin dandamali mai dacewa da masu haɓakawa, kodayake rufewar malware ɗinsa ya fi Xygeni ƙanƙanta dangane da SDLC zurfin.
Idan shirin ku yana kan bin ƙa'ida kuma an gina shi a kusa enterprise mulki: Veracode tana ba da hanyoyin binciken kuɗi, aiwatar da manufofi, da kuma rahoton bin ƙa'idodi da ake buƙata a cikin masana'antu masu tsari, tare da SCA ɗaukar hoto a matsayin wani ɓangare na babban dandamalin AppSec.
Final Zamantakewa
Binciken malware na buɗe tushen tsari ne daban-daban daga tsarin kula da rauni wanda ya dogara da CVE. Yawancin keta doka ta hanyar hare-haren sarkar wadata suna amfani da fakitin da ba su da CVE a lokacin harin. Zaɓin na'urar daukar hoto wacce ke duba bayanan rauni da aka sani kawai tana barin mafi haɗarin ajin hari gaba ɗaya ba tare da an gano ta ba.
Kayan aiki guda biyar da aka yi bita a nan suna ba da hanyoyi daban-daban masu ma'ana. Ga ƙungiyoyin da ke buƙatar cikakken bayani, haɗa nazarin ɗabi'a, gano malware da ba a sani ba wanda aka gina a ML, sa ido kan rajista a ainihin lokaci, da SDLC- kariya ta duniya baki ɗaya a cikin dandamali ɗaya, Xygeni yana ba da mafi kyawun hanyar da za a bi a 2026.
Ga ƙungiyoyin da ke neman cikakken bayani software supply chain security, gano ƙwayoyin cuta kawai bai isa ba. Mafi kyawun dandamali sun haɗa da gano ƙwayoyin cuta, nazarin dogaro, CI/CD tsaro, Tsaron AI, kariyar sarkar samar da software, da kuma fifita haɗari. Xygeni ya haɗa waɗannan damar a cikin dandamali ɗaya, yana taimaka wa ƙungiyoyi su gano, toshe, fifita, da kuma gyara barazanar a duk tsawon zagayowar haɓaka software.
FAQ
Menene na'urar daukar hoton malware ta bude-source?
Na'urar daukar hoton malware ta bude tushen tana nazarin fakitin tushen bude tushen, abubuwan da suka dogara da su, da lambar don halayen mugunta, barazanar ɓoye, da hare-haren sarkar samar da kayayyaki. Ba kamar na'urorin daukar hoton rauni na gargajiya waɗanda ke bincika bayanan CVE ba, na'urorin daukar hoton malware suna amfani da nazarin halaye, dubawa a tsaye, da kuma bayanan barazanar don gano barazanar da ba ta da CVE na jama'a, wanda shine yadda yawancin hare-haren sarkar samar da kayayyaki ke aiki.
Menene bambanci tsakanin na'urar daukar hoton malware da na'urar daukar hoton rauni?
Na'urar daukar hoton rauni tana duba abubuwan da ke cikin manhajar kwamfuta da kuma bayanan CVE da aka sani don gano kurakuran tsaro da aka bayyana a bainar jama'a. Na'urar daukar hoton malware tana nazarin yanayin lambar da fakiti don gano mugun nufi, gami da ƙofofin baya, trojans, dabarun ɓoye bayanai, da kuma tsarin hare-haren sarkar samar da kayayyaki waɗanda ƙila ba su da CVE. Hanyoyi biyun suna da alaƙa: na'urar daukar hoton rauni tana rufe kurakuran da aka sani, na'urar daukar hoton malware tana rufe barazanar da aka yi niyya.
Menene bambanci tsakanin nazarin abubuwan da ke cikin software (SCA) da kuma binciken malware?
Binciken Tsarin Software (SCA) yana gano raunin da aka sani, haɗarin lasisi, da matsalolin bin ƙa'ida a cikin dogaro da tushen buɗewa ta hanyar kwatanta abubuwan da ke cikin bayanai da raunin bayanai kamar NVD. Binciken malware yana mai da hankali kan gano lambar mugunta da gangan, gami da ƙofofin baya, trojans, masu satar bayanai, rubutun ɓoye, da hare-haren sarkar samar da software waɗanda ƙila ba su da CVE da aka keɓe.
Hanyoyi biyu suna magance matsaloli daban-daban. SCA yana taimaka wa ƙungiyoyi su sarrafa raunin da aka sani, yayin da bincika malware yana taimakawa wajen gano fakitin ɓarna kafin a sanya su cikin rumbun adana bayanai na jama'a. software supply chain security shirye-shirye yawanci suna amfani da fasahohin biyu tare don kare kansu daga lahani da aka sani da barazanar da ke tasowa.
Me yasa yawancin hare-haren sarkar samar da kayayyaki ke ketare na'urorin daukar hoto na CVE?
Hare-haren sarkar samar da kayayyaki yawanci suna amfani da sabbin fakitin cutarwa da aka buga, asusun masu kula da su da aka lalata, ko dabarun rubuta rubutu don saka lambar cutarwa cikin shahararrun rajista. Waɗannan fakitin suna da cutarwa tun lokacin da aka buga su kuma ba su da CVE da aka keɓe saboda ba a sanya su cikin kowace rumbun bayanai na jama'a ba tukuna. Na'urorin daukar hoto na CVE ba su da wata sigina da za su yi daidai da su, don haka suna wuce fakitin a matsayin mai tsabta. Na'urorin daukar hoto na hali suna nazarin abin da fakitin yake yi a zahiri, suna gano ayyukan cutarwa ba tare da la'akari da matsayin CVE ba.
Wanne na'urar daukar hoton malware ta bude take ta fi yawan amfani da ita SDLC matakai?
Xygeni ya ƙunshi mafi yawan nau'ikan SDLC matakai a cikin dandamali guda ɗaya: lambar tushen aikace-aikace, dogaro da tushen buɗewa, CI/CD pipeline definitions, IaC fayiloli, kayan tarihi na ginawa, da kwantena. Yana amfani da injin ML mai taimako don gano malware wanda ba a sani ba, tare da sa ido kan rajista na ainihin lokaci da kuma Malware Dependency Firewall don toshewa mai aiki. Sauran kayan aikin a cikin wannan kwatancen sun shafi matakai ɗaya ko biyu amma ba cikakken ba pipeline.
Shin na'urorin duba malware na budewa za su iya gano barazanar sifili?
Haka ne, amma kayan aiki ne kawai da ke amfani da nazarin ɗabi'a ko injunan gano abubuwa ta hanyar ML za su iya yin hakan. Na'urorin daukar hoto na CVE ba za su iya gano barazanar da ba ta wuce kwana ɗaya ba saboda ba a buga CVE don kunshin ɓarna ba tukuna. Injin taimakon ML na Xygeni, nazarin ɗabi'un Socket, da kuma nazarin AI na Aikido duk za su iya gano ɗabi'un ɓarna a cikin fakiti kafin wanzuwar CVE, wanda shine tagar mahimmanci lokacin da yawancin hare-haren sarkar samar da kayayyaki ke aiki.
Ta yaya na'urorin binciken malware na bude-tushen suke gano fakitin cutarwa?
Na'urorin na'urorin gano ƙwayoyin cuta na buɗaɗɗen tushe suna amfani da nazarin ɗabi'a, duba lambar da ba ta canzawa, koyon injin, leƙen asiri kan barazanar, da kuma nazarin suna don gano ƙwayoyin cuta masu cutarwa. Ba kamar kayan aikin da ke tushen CVE ba, suna nazarin abin da software ke yi maimakon dogara kawai akan raunin da aka sani.
