koutou SAST i tohua e te matawai he 847 ngā take i tēnei tere tere. Tō SCA I tāpirihia e te taputapu he 312 atu. I kitea e tō matawai ngaro he 43 ngā whakaaturanga pea puta noa i ngā putunga e whā. Ā, kei roto i taua puranga o ngā kitenga 1,200+ he ngoikoretanga nui e whakamahia nuitia ana i te ngahere i tēnei wā tonu. Koinei te ngenge mataara AppSec. Ehara i te raruraru kimi.
Kāore he raruraru kimi i te nuinga o ngā tīma. He raruraru whakatau kaupapa matua tā rātou. Ki te kore he horopaki, he rite tonu te āhua o ia whakatūpato he mea nui, nō reira kāore tetahi o rātou e whakaaro he mea nui kia tere tonu te mahi.
Ko te āputa i waenganui i te kitenga me te whakatau kaupapa matua te wāhi e mawhiti ai ngā tūmomo mōrearea tūturu.
E whakamārama ana tēnei aratohu i te take e pā mai ai te ngenge mataara, te utu, me ngā tikanga tūturu hei whakaiti i te ngenge me te kore e whakaiti i te kapinga haumarutanga.
He aha te ngenge o te AppSec Alert (ā, he aha i kino haere ai)?
Ko te ngenge o te whakatūpato AppSec te āhua e tino taumaha ana ngā tīma haumarutanga me ngā tīma whakawhanake i te nui o ngā kitenga haumarutanga, ā, ka heke te kaha o tā rātou urupare pai. Ina tohua ngā mea katoa he "tino hira", kāore he mea e ahua tere ana. Ka hunaia ngā tūmomo mōrearea tūturu i raro i te haruru.
He nui te rahi o te raruraru. E ai ki te Pūrongo Āhua Haumarutanga Taupānga 2025 mai i Cypress Data Defense, 62% o ngā kaiārahi haumarutanga kua tuku tono ngoikore kia tutuki ai ngā wā kati, ehara i te mea nā te mea kāore rātou i te mōhio mō ngā ngoikoretanga, engari nā te mea kāore i taea e rātou te tirotiro tere kia taea ai te mahi. Ko te Pūrongo mō te Āhua o te Mākete AI SOC 2025 e 960 te rahinga whakatūpato toharite ia rā mō ngā whakahaere rahi-waenga, ka piki ki te 3,000+ i roto i enterpriseneke atu i te 20,000 ngā kaimahi.
E toru ngā āhuatanga hanganga e whakararuraru ana i te raruraru e AppSec:
Te horapa o ngā taputapu. Kāore he horopaki ōrite i waenganui i ngā tīma haumarutanga e whakahaere ana i ngā taputapu maha. He "tino nui" i roto i tō SCA taputapu me te "tino hira" i roto i tō IaC whenua matawai i roto i te rārangi mahi kotahi me te kore hononga. E ai ki Te pūrongo a Devo mō te tau 2025 "Te Whanaketanga ki te SOC Kore Mataara", 83% o ngā tohunga SOC e pōuri ana i te nui o ngā whakatūpato, ngā whakautu teka, me te kore o ngā horopaki whakatūpato, ā, 84% o ngā whakahaere e kī ana kei te tirotirohia e ngā kaitātari ngā aituā ōrite i ngā wā maha i te marama, kāore i te mōhiotia.
CVSS-te kaupapa matua tuatahi. Ko ngā kaute CVSS e ine ana i te kaha o te ngoikoretanga, ehara i te tūponotanga o te whakamahi kino. Ko te CVE e whakatauria ana he 9.8 (tino nui) tera pea he tata ki te kore te tūponotanga kia whaia i roto i ngā rā 30 e whai ake nei. Mā te whakatika i mua i te CVE e whakatauria ana he 6.5 kua whakamahia hei patu i te ngahere ka moumou taima hangarau, ā, ka puta he whakaaro teka mō te ahunga whakamua.
Kāore he horopaki wā-haere. He tino rerekē te mōrearea o te ngoikoretanga i roto i tētahi whakawhirinakitanga mēnā kei te anga atu taua whakawhirinakitanga ki te ipurangi, mēnā kei te whakahaerehia i roto i tētahi taputapu whakawhanake ā-roto, mēnā kua karangatia te mahi ngoikore, mēnā kua kawemai engari kāore i whakamahia, mēnā rānei kei roto kē ngā mana whakahaere utu i te taiao. Ahakoa pēhea, ka puta te whakatūpato "tino nui" ōrite i ngā taputapu kāore e whakauru ana i tēnei horopaki.
Ko te hua: tae atu ki te 53% o ngā matohi haumarutanga he hua teka, e ai ki te Pūrongo Mahi Devo SOC 2024. Ka ako ngā tīma hangarau ki te kore e aro ki te haruru, ā, ka mawhiti ngā tūmomo riri tūturu.
Te Utu Tuturu o te Ngenge Mataara
Ehara te ngenge mataara i te mea whakararuraru. He rārangi tika ki te takahi.
Ina taumaha rawa ngā kaitātari, ka whakawhanakehia e rātou ngā tikanga whakatau: te whakarōpū i runga i te kaha o ngā taputapu kaua ki te mōrearea tūturu, te whakaroa i ngā kitenga ki te wāhanga tere e whai ake nei mō ake tonu atu, te kati i ngā whakatūpato "e kore e whakatika" hei whakakore i ngā mahi kua mahue, te tū noa rānei ki te titiro ki te rārangi mahi. E whakaū ana te pūrongo Devo kotahi e 84% o ngā kaitātari o ngā whakahaere kei te tāruarua i ngā mahi rangahau, he hua tika tēnei o te wehewehenga o ngā taputapu me te kore he paparanga hononga.
Ngā hua o te hekenga:
- Ka kohia te nama haumarutanga. Ko ia kitenga kua whakaroahia he ngoikoretanga e noho tuwhera tonu ana i te wā e rapuhia ana e ngā kaiwhakaeke.
- Kāore ngā kaiwhakawhanake e whakawhirinaki ki ngā taputapuIna puta tonu mai ngā hua hē i ngā taputapu haumarutanga, ka mutu te whakaaro o ngā kaiwhakawhanake ki ngā kitenga he mea whai hua. Ka huri te "wuruhi e tangi ana i te haumarutanga" hei raruraru ahurea e uaua ana ki te whakakore.
- Ka piki ake te wā toharite mō te whakatikatika. Ta IBM Te Utu o te Pūrongo Pakaru Raraunga 2025 E ai ki te tatauranga, ko te utu toharite o te ao mō te pakaru raraunga he $4.4M, me te hekenga 9% i tērā tau i te tau kua hipa, nā te tere o te tautuhi me te aukati i akiakihia e te AI. Ko ngā tīma i puhoi ake nā te ngenge o te mataara ka wareware i taua painga.
- Te ngenge o te tīma. te Rangahau Kaimahi Haumarutanga Ipurangi ISC2 2025, i runga i te 16,029 ngā tohunga haumarutanga tukutuku puta noa i te ao, i kitea e 48% e ngenge ana i te ngana ki te noho hou ki ngā tūmomo riri me ngā hangarau hou, ā, e 47% e kī ana e taumaha ana i te nui o te mahi.
Ngā Huringa Ina Tāpirihia e Koe te Horopaki
Ka rahua te nuinga o ngā kaupapa AppSec i te wā kotahi: i waenganui i te kimi me te whakarite kaupapa matua. Ka kitea e ngā matawai ngā mea katoa. Kāore he mea e kī ana ki a koe he aha te mea hei whakatika tuatahi.
Koinei tonu te wāhi e arotahi ai a Xygeni ki tana hoahoa, ā, koinei te rerekētanga i waenga i tētahi tīma e toremi ana ki ngā whakatūpato me tētahi tīma e mahi ana i roto i tētahi rārangi e tika ana kia mahihia ia kitenga.
| Kāore he Horopaki | Me Xygeni | |
|---|---|---|
| Te rōrahi whakatūpato | Ngā mano i te wiki | Kua whakaitihia ki ngā mea ka taea te mahi |
| Whakaritea | Te kaha o te CVSS anake | EPSS + te taea te toro atu + te pānga pakihi |
| Hoko | Ā-ringa, mō ia taputapu | Aunoa, whakakotahi puta noa i ngā taputapu |
| Nga whakapae teka | Tae atu ki te 52% o ngā kitenga | I tātarihia i mua i te taenga atu ki te rārangi |
| Hua | Kāore e arohia ana e ngā kaihanga haruru | Ka mahi ngā miihini tohu i runga i |
Te Ngenge o te Whakatūpato AppSec PipelineTe Wāhi e Wehe ai ngā Tīma
Ka pakaru te nuinga o ngā tīma i te wā kotahi. Kāore i te wā e kitea ana, he nui ngā mea ka kitea e ā rātou taputapu. I te āputa i waenga i te kitenga me te wā e ngaro ai.ciste mea ka taea e te kaiwhakawhanake te mahi.
Kimihia → Honohono → Whakaritea te Kaupapa Matua → Whakatika → Aroturuki
Kei ia wāhanga kei te taha maui o te "Whakaritea te Kaupapa Matua" e tautokona ana e ngā taputapu o nāianei. Kei ia wāhanga kei te taha matau ngā kitenga ka huri hei whakatikatika, hei mahi rānei hei mahi tuturu. Kei waenganui tonu te arai: ko te hononga me te whakatau kaupapa matua me te kore horopaki he haruru whakarerekē noa iho.
E aro ana ngā tikanga e rima i raro nei ki ia wāhanga o taua pipeline tika.
E rima ngā Tikanga hei Whakaiti i te Ngenge o te AppSec Alert
1. Whakakapia te CVSS-Anake Prioritization ki te EPSS + Reachability
Mā te CVSS koe e whakamārama ki te kaha o te ngoikoretanga i roto i te ariā. Kāore e whakamārama mēnā kei te whakamahia e tetahi, mēnā rānei kei te kitea tō taupānga.
EPSS (Pūnaha Kaute Matapae Whakamahi), e puritia ana e FIRST, ka hoatu ki a koe he kaute tūponotanga o ia rā mō ia CVE, he aha te tūponotanga ka whakamahia tēnei ngoikoretanga i te ngahere i roto i ngā rā 30 e whai ake nei? Kei te wātea ngā raraunga ki te marea mā te API, ā, ka whakahoutia i ia rā i runga i ngā mōhiohio mōrearea o te ao tūturu.
He nui te pānga ki te nui o te whakatūpato. E ai ki Ngā raraunga tauira a FIRST, me whakapau kaha te rautaki whakaora CVSS 7+ ki te 57.4% o ngā CVE katoa kia hopukina ai te 82% o ngā ngoikoretanga kua whakamahia. Ka tutuki i te rautaki e hangai ana ki te EPSS (paepae 0.1) te 63% te kapinga me te 2.7% noa iho te whakapau kaha, nā te mea e arotahi ana ki ngā CVE e arohia ana e ngā kaiwhakaeke.
Mā te tātari āheinga tae atu ka nui ake te pānga. Mā te tātari mēnā kei te karangatia te mahi ngoikore i roto i tētahi whakawhirinakitanga i roto i te ara whakatinanatanga o tō waehere, ka taea e te tātari āheinga tae atu anake te whakaiti SCA ngā kitenga tae atu ki te 80% me te kore e heke iho i tētahi mōrearea tūturu.
Mā te whakakotahitanga o te EPSS me te reachability, ka puta ake i roto i tō rarangi te 1-2% o ngā kitenga e hiahia ana kia tere te mahi, kaua ko te 57% noa iho.
Xygeni SCA ka whakakotahi i te tātari taumata-mahi me te kaute EPSS ora hei tango aunoa i ngā kitenga kāore e taea te tae atu i roto i tō pūtake waehere, he tata kore rānei te tūponotanga whakamahi. Ko te Ngā Awa Whakatakotoranga Matua OSS whakamahia he tātari ahu whakamua, te kaha o te ngoikoretanga, te āheinga whakamahi, te āheinga tae atu, te pānga pakihi, kia kitea ai e tō tīma ngā kitenga anake e tika ana kia arotakehia e te tangataciskatote. Tirohia te āhua o tana mahi →
2. Whakakotahitia ngā Kitenga puta noa i ngā Utauta ki roto i te Tirohanga Mōrearea Kotahi
Ko te pakaru o ngā taputapu tetahi o ngā tino take o te ngenge o te mataaratanga AppSec. Ina SAST kei roto i te kotahi ngā kitenga dashboard, SCA i roto i tētahi atu, ā, IaC ngā whirihoranga hē i roto i te tuatoru, kāore he huarahi hei hono i aua mea, kāore he tauira kaha ōrite, ā, kāore he māramatanga kotahi mō te āhua o tō whakaaturanga tuturu.
Application Security Posture Management (ASPM) ka aro atu ki tēnei mā te mahi hei paparanga whanaungatanga me te kaupapa matua puta noa i ō taputapu haumarutanga katoa. ASPM ka tango i ngā kitenga mai i āu SAST, SCA, ngā matawai ngaro, IaC ngā taputapu, me te DAST, kātahi ka tangohia ngā kitenga tāruarua i tukuna mai e ngā taputapu maha mō te take matua kotahi, ka hono i ngā kitenga puta noa i ngā taputapu hei tautuhi i ngā mōrearea whakahiato (he whakawhirinakitanga ngoikore me te mea ngaro kua whakakitea i roto i te ratonga kotahi), ā, ka whakamahia he horopaki pakihi kotahi, ko tēhea ratonga e anga ana ki te ipurangi, e whakahaere ana i ngā raraunga tairongo, he aha kei te hangaia me te whakaaturanga.
Te whakatau kaupapa matua ā-horopaki mā te ASPM ka whakaiti i te haruru koretake tae atu ki te 90%, ka waiho ngā tīma me tētahi rarangi mahi matua, hei utu mō tētahi rārangi.
Xygeni ASPM ka horomia hoki ngā kitenga mai i ngā taputapu tuatoru. Mena kua whiwhi koe i ngā hua mai i OWASP ZAP, Acunetix, TruffleHog, Trivy rānei, ka whakataurite a Xygeni i aua hua ki te tirohanga mōrearea kotahi me ōna ake hua matawai. Kāore koe e hiahia ki te whakakapi i tō mekameka taputapu o nāianei kia whiwhi ai i te tirohanga kotahi, ka tīmata koe ki te whiwhi uara hononga i te rā tuatahi. Ko te rārangi katoa o kua tuhia ngā matawai o waho e tautokona ana ki konei.
3. Tāpirihia he Horopaki Pakihi ki ia Kimihanga
Kāore te ngoikoretanga nui i roto i te taiao whakarite ā-roto me te ngoikoretanga nui i roto i te ratonga utu e anga ana ki te ipurangi e rite ana te mōrearea. Kāore a CVSS e mōhio ki te rerekētanga. Me mōhio tō miihini whakatau kaupapa matua.
Ngā āhuatanga o te horopaki pakihi hei whakamōhio i te kaupapa matua o ia kitenga:
- Te pānga ki te ipurangiKa taea te toro atu ki te ratonga e pāngia ana mai i te ipurangi tūmatanui? He nui ake te whānuitanga o te pahūtanga o tētahi ngoikoretanga e anga atu ana ki te ipurangi.
- Te tairongo raraungaKa whakahaerehia e tēnei ratonga te PII, ngā raraunga pūtea, ngā tohu tuakiri rānei? Ka piki ake te utu o te takahi raraunga nā te nui ake o te aro ki ngā raraunga.
- Te whakaputanga me te kore whakaputangaKo ngā ngoikoretanga i roto i ngā pūnaha whakaputa me tere ake te whakatika i ngā SLA i ērā i roto i te whakawhanaketanga, i te whakaaturanga rānei.
- Te hiranga o ngā rawaHe ratonga utu matua tēnei, he taputapu ā-roto rānei? Ka huri te horopaki uara pakihi i te wā e hiahiatia ana.
- Ngā mana whakahaere utuKua whakaitihia kētia e ngā mana whakahaere o nāianei (ngā ture WAF, te wehewehenga whatunga, ngā here urunga) te whakamahinga o tēnei kitenga i roto i te mahi?
Ina whakauruhia ēnei āhuatanga ki roto i tō tauira whakatau kaupapa matua, ka mutu te kupu "tino nui" arā, "i hoatu e tēnei matawai he 9.8" ā, ka tīmata te kupu "ka taea te whakamahi, te toro atu, te anga atu ki te ipurangi, kei te hangaia, me te whakahaere i ngā raraunga kiritaki."
4. Nekehia te Urupare ki Mauī: Hoatu ngā Kitenga ki ngā Kaiwhakawhanake i te Wā Tika
Ko te wāhanga nui o te ngenge o te whakatūpato appsec i puta mai i te whakawhiti horopaki. Kua ngaro i te kaiwhakawhanake i tuku waehere i ngā wiki e toru kua pahure ake nei, ā, inaianei kua whiwhi ia i tētahi kitenga haumarutanga i roto i tētahi tīkiti, te horopaki hinengaro mō taua waehere. Ka roa ake te whakarōpūtanga, ka piki ake ngā reiti whakapae teka, ā, he iti ake te kounga o ngā whakatikatika.
Mā te neke i te urupare haumarutanga ki maui, ki roto i te IDE me te arotake PR, ka arohia tēnei i te pūtake. Ka kite ngā kaiwhakawhanake i ngā kitenga i a rātou e mau tonu ana te waehere i roto i ō rātou mahara mahi. Ka heke ngā reiti teka-pai nā te mea ka taea e ngā kaiwhakawhanake te aromatawai tonu mēnā he raru te tauira kua tohua i roto i tā rātou waehere. Ka pai ake te kounga o te whakatika nā te mea ka mārama te kaiwhakawhanake ki te horopaki. Ka heke te wā toharite ki te whakatika nā te mea kāore he tuku ki tētahi rarangi haumarutanga motuhake.
Te whakatinanatanga whaihua: Ngā monomai IDE e puta ake ana SAST ngā kitenga i te wā e tuhia ana te waehere, ka tirohia e te PR te hanumi o te kuaha i ngā kitenga hou, ā, pipeline ngā kaupapa here e aukati ana i te whakatinanatanga o ngā mea ngaro, ngā whakawhirinakitanga ngoikore rānei i mua i te taenga ki te whakaputanga.
Xygeni DevAI ka whakaatuhia tika ngā kitenga haumarutanga i roto i te IDE a te kaiwhakawhanake, me ngā whakaaro whakatika i hangaia e te AI kua whakamanahia ki ngā kaupapa here a tō whakahaere, kia whakatikahia ai e ngā kaiwhakawhanake ngā take i mua i te pānga ki te pipeline, kāore i muri i te tīmatanga o te mahi hanga. Ako atu →
5. Whakaaunoa te Tātaritanga mō ngā Kitenga Mōrearea-Iti
Ehara i te mea me arotake e te tangata ngā kitenga katoa. He ngoikoretanga i roto i tētahi whakawhirinakitanga whakamātautau kāore anō kia whakatinanahia ki te whakaputa, he mea ngaro i roto i tētahi putunga i hurihia i ngā marama e ono ki muri, he whirihoranga hē i roto i tētahi taiao whanaketanga kāore he urunga o waho, koinei ngā kitenga e pau ana te wā tātaritanga me te kore e whakaputa i te whakaiti i te mōrearea.
Tautuhia ngā ture tātari-aunoa mārama: pehi aunoa i ngā kitenga i roto i ngā taiao whakamātautau/whakawhanake i raro i te paepae kaha ka taea te whirihora, kati aunoa i ngā mea ngaro kua whakakorea, kua hurihia rānei, tangohia te kaupapa matua (kaua e warewarehia) ngā kitenga i roto i ngā whakawhirinakitanga ina whakaū te tātari taea te toro atu kāore i karangatia te ara waehere ngoikore, me te pehi i ngā hua teka e mōhiotia ana me te whakaaro kua tuhia.
Ko te kaupapa matua: me arotakehia ngā ture tātaritanga-aunoa, ā, me arotakehia i ia wā. E whakaaetia ana te "I pehia e mātou" mēnā ka taea e koe te whakaatu i tāu i pehia, te take, me te wā i pehia ai.cisi arotakehia whakamutunga a ion. Ko te pehi whānui hei whakakore i te rarangi te huarahi e ngaro ai ngā ngoikoretanga tūturu.
Te Ine i te Ngenge o te Whakatūpato AppSec: E Toru ngā Inenga e Tika ana kia Aroturukihia
Kāore e taea te whakaiti i te mea kāore e inehia e koe. Mā ēnei inenga e toru ka hoatu he tūāpapa me te huarahi hei aroturuki i te whakapainga:
Ko te paahuru tohu-tangi-tangi: e hia ōrau o ō matohi ka taea te mahi (ka puta he whakatika) me te kati hei hua teka, kāore e taea te whakatika, ka tārua rānei? E whai ana te kaupapa AppSec hauora i te 40%+ ka taea te mahi. Mēnā kei raro iho koe i te 20%, he nui ake te haruru e puta mai ana i ō taputapu i te tohu.
Te wā toharite ki te whakarōpū (MTTT)Kia pēhea te roa mai i te whakaputanga o tētahi kitenga tae noa ki te whakatakoto a te tangata i tētahi whakaritengacision? Ko te MTTT roa e tohu ana i te nui rawa o te oro, i te kore rānei o te horopaki i roto i te matohi tonu.
Te wā toharite ki te whakatikatika (MTTR) mō ngā kitenga whakahirahiraMō ngā kitenga e whakaaetia ana e tō rōpū he mea nui, kia pēhea te roa mai i te kitenga ki te whakatika? Koinei te ine e hono tika ana ki te mōrearea o te takahi ture.
Te Āhua o te Whakatutukitanga a Xygeni i te Ngenge o te Whakatūpato AppSec Mai i te Mutunga ki te Mutunga
Koinei tonu te wāhi e kore ai e angitu te nuinga o ngā kaupapa AppSec. Ā, koinei anō te wāhi e arotahi ai a Xygeni ki tana hoahoa.
He raruraru tūāpapa te AppSec Alert Fatigue. Ka puta te haruru i ngā taputapu pūwāhi nā te mea kāore i a rātou he horopaki. Me whai hononga ā-roto i ngā taputapu, ngā tohu wā-oma, ngā raraunga pānga pakihi, me te mātauranga whakamahi, ā, me whai tūāpapa kotahi tēnei.
| He raruraru | Te Pūkenga o Xygeni | pānga |
|---|---|---|
| Te whakanui rawa i ngā mea e peia ana e te CVSS | SCA me te kaute EPSS + te taea te toro atu | Whakaitihia SCA te rarangi tae atu ki te 80% |
| Ngā kitenga wehewehe puta noa i ngā taputapu | ASPM me te hononga whakawhiti-paparanga | Te whakaiti haruru tae atu ki te 90% |
| Kāore he horopaki pakihi | Te rarangi taonga + te mahere hiranga | Ngā kitenga i whakarōpūtia e te pānga pakihi tūturu |
| Whakawhiti horopaki a te kaiwhakawhanake | Whakaurunga IDE DevAI | Ngā whakatikatika i te wā tuhi, ehara i te wā tikiti |
| Te whakarōpū ā-ringa o ngā kitenga iti te mōrearea | Ngā kaupapa here aunoa + ngā ture tātaritanga aunoa | Ko ngā miihini anake e aro ana ki tecisngā iona whai tikanga |
| Ngā hua teka mai i SAST | Ai-mana SAST me te 16.7% FPR | Tohu ārahi-a-umangaciskatote |
Xygeni's SAST i whakatauritea ki te Paearu OWASP ā, i tutuki i te 100% te reiti pono pai puta noa i ngā wāhanga ngoikore nui katoa me te reiti teka pai 16.7%. Ko te iti o ngā teka pai i te pūtake ko te tikanga he iti ake te haruru puta noa i te katoa pipeline.
Thoughts Final
Ehara te ngenge mataara i te tohu e hinga ana tō tīma. He tohu ia kei te nui ake te haruru e puta mai ana i ō taputapu i te tohu, he raruraru ka taea te whakatau.
Ko ngā tīma e puta mai ana i tēnei āhuatanga, kāore e mahi mā te whakamātau kaha ake. Ka mahi rātou mā te whakapai ake i tā rātou tauira whakatau kaupapa matua: te tāpiri i te EPSS me te taea te toro atu ki SCA, te whakakotahi i ngā kitenga mā te ASPM, te whakauru i te horopaki ki roto i ia whakatūpato, me te neke i te urupare ki maui kia whakatikahia ai ngā take e ngā kaiwhakawhanake i mua i te kohikohi ki roto i ngā rarangi mahi kua whakaroa.
Ehara i te whakaiti i ngā whakatūpato te whāinga. He rārangi e tohu ana i te mōrearea tūturu e tika ana kia mahia e te tangata ia whakatūpato e ora tonu ana.ciskatote.
???? Tīmatahia tō whakamātautau kore utu, ā, arotahi noa ki ngā mōrearea nui, ka puta ngā hua matawai i roto i ngā meneti, kāore he hiahia mō tētahi kāri nama.
???? Tukuna he demo ka kite pehea ASPM mahere ki tō puranga taputapu me te hanganga tīma.
Mō te Kaituhi
Kai-whakarewa me te CTO
Fatima Said he tohunga ki ngā ihirangi a te kaiwhakawhanake mō AppSec, DevSecOps, me software supply chain securityKa hurihia e ia ngā tohu haumarutanga uaua hei aratohu mārama, whai hua hoki, hei āwhina i ngā tīma ki te whakarite i ngā kaupapa matua kia tere ake, ki te whakaiti i te haruru, me te tuku waehere haumaru ake.






