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Many include AI features, and most go completely unnoticed. Push gives you full visibility into every extension used across your workforce, across major browsers, so you can uncover shadow IT, assess risky permissions, and block unsafe tools before they lead to compromise.\u003C/p>",[469,471,473],{"item":470},"Discover every browser extension in use",{"item":472},"Spot risky or unsanctioned behavior",{"item":474},"Make informed decisions on extension policy","https://cdn.builder.io/o/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2Fc538aad95d7f403aa3c3551af72f67c0?alt=media&token=1411fa6d-2eac-4e6c-94bf-ea117da12d67&apiKey=f3a1111ff5be48cdbb123cd9f5795a05",{"large":477},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"backgroundColor":342},{"@type":106,"@version":107,"id":479,"meta":480,"component":481,"responsiveStyles":483},"builder-fb89d128c64e47cf9cbb11d90fc24523",{"previousId":344},{"name":346,"options":482,"isRSC":118},{"AllPartners":41,"backgroundTransparent":6},{"large":484},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"backgroundColor":350},{"@type":106,"@version":107,"id":486,"meta":487,"component":488,"responsiveStyles":490},"builder-54388d35126c4d0096eeebaf8c4448cd",{"previousId":352},{"name":354,"options":489,"isRSC":118},{"darkMode":41},{"large":491},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"@type":106,"@version":107,"layerName":359,"id":493,"component":494,"responsiveStyles":499},"builder-3c8fa6785dd6466abf52a2470d66d85a",{"name":359,"tag":359,"options":495,"isRSC":118},{"darkMode":6,"maxWidth":363,"maxTextWidth":364,"title":496,"description":497,"image":498,"reverse":6},"\u003Ch2>Take control of browser extensions\u003C/h2>","\u003Cp>Attackers are increasingly using malicious browser extensions to gain access to data processed and stored in the browser. And the problem is, most security teams have no visibility into what extensions are being used. Push changes that. With browser-native telemetry, the Push extension continuously inventories browser extensions across your environment, flags the risky ones, and gives you intelligence to act. \u003C/p>\u003Cp>\u003Cbr>\u003C/p>\u003Cp>\u003Cbr>\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F0a004f16a6874f4c8fdf14344acc9fec",{"large":500},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"@type":106,"@version":107,"id":502,"meta":503,"component":504,"responsiveStyles":509},"builder-93738f98109a4009affb349afd7bb182",{"previousId":371},{"name":373,"options":505,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":376,"title":506,"description":507,"reverse":41,"image":508},"\u003Ch2>Discover every extension in use\u003C/h2>","\u003Cp>Push gives you structured, searchable data about every extension in your environment, so you’re not just seeing what’s there, but also understanding how it got there, what it can do, and who it affects. It’s the kind of granular insight that’s nearly impossible to get from traditional tools, and it lays the groundwork for better policy decisions and faster investigations.\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F0e5727ca99474f14b1b7916bf6bbb782",{"large":510},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"fontFamily":382,"paddingTop":383,"marginTop":384},{"@type":106,"@version":107,"id":512,"meta":513,"component":514,"responsiveStyles":519},"builder-83393acb12ee4fdd840839185b51edb4",{"previousId":386},{"name":373,"options":515,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":389,"title":516,"description":517,"reverse":6,"image":518},"\u003Ch2>Spot risky or malicious extensions\u003C/h2>","\u003Cp>Push highlights extensions with dangerous permissions, broad access, or poor reputations. This includes AI extensions that request access far beyond what their stated purpose requires. You can quickly detect sideloaded, manually installed, or development-mode extensions that bypass normal controls. And because Push shows you who’s using them and where, you can respond precisely and effectively.\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2Fa104d58c8da34fbb8901f738fb21453b",{"large":520},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"paddingTop":395},{"@type":106,"@version":107,"layerName":373,"id":522,"meta":523,"component":524,"responsiveStyles":529},"builder-da98e3de949646d89c53a0d1c2784664",{"previousId":397},{"name":373,"options":525,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":400,"title":526,"description":527,"reverse":41,"image":528},"\u003Ch2>Accelerate security reviews\u003C/h2>","\u003Cp>Most teams have extension policies, they just don’t have the data to enforce them. Push reveals how each extension entered your environment, whether it was installed manually, sideloaded, or deployed in dev mode. You’ll see which users are running what, and where, so you can surface violations, investigate quickly, and respond with confidence.\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F229f355be6f243b180f410d237a75bb3",{"large":530},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"paddingTop":406},{"@type":106,"@version":107,"id":532,"meta":533,"component":534,"responsiveStyles":536},"builder-1a689287d1a1418997d57db578a71105",{"previousId":408},{"name":354,"options":535,"isRSC":118},{"darkMode":6},{"large":537},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"@type":106,"@version":107,"id":539,"component":540,"responsiveStyles":542},"builder-feb4e75029f84c10b6498ef1f8f79128",{"name":416,"tag":416,"options":541,"isRSC":118},{"sectionHeading":37,"customClass":418},{"large":543},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"id":545,"@type":106,"tagName":131,"properties":546,"responsiveStyles":547},"builder-pixel-0edn39avfcei",{"src":133,"aria-hidden":134,"alt":37,"role":135,"width":124,"height":124},{"large":548},{"height":124,"width":124,"display":138,"opacity":124,"overflow":139,"pointerEvents":140},{"deviceSize":142,"location":550},{"path":37,"query":551},{},{},1776275365038,1757000441666,"https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F8d496cf111644ee5afcc046b72d1ca5a",[],{"kind":438,"winningTest":118,"breakpoints":558,"lastPreviewUrl":559,"hasLinks":6,"originalContentId":259,"hasAutosaves":6},{"xsmall":57,"small":39,"medium":40},"https://pushsecurity.com/uc/browser-extension-security?builder.space=f3a1111ff5be48cdbb123cd9f5795a05&builder.user.permissions=read%2Ccreate%2Cpublish%2CeditDesigns%2CeditLayouts%2CeditLayers%2CeditContentPriority%2CeditFolders%2CcreateProjects%2CsendPullRequests&builder.user.role.name=Designer&builder.user.role.id=creator&builder.cachebust=true&builder.preview=use-case-page&builder.noCache=true&builder.allowTextEdit=true&__builder_editing__=true&builder.overrides.use-case-page=54f8256648f54d439303734b1e69221b&builder.overrides.54f8256648f54d439303734b1e69221b=54f8256648f54d439303734b1e69221b&builder.overrides.use-case-page:/uc/browser-extension-security=54f8256648f54d439303734b1e69221b&builder.options.locale=Default",{"createdDate":561,"id":562,"name":563,"modelId":261,"published":13,"query":564,"data":567,"variations":670,"lastUpdated":671,"firstPublished":672,"testRatio":33,"screenshot":673,"createdBy":34,"lastUpdatedBy":674,"folders":675,"meta":676,"rev":440},1744923509705,"94bebb7bb99d48629ad157e80cf4d81d","Account takeover detection",[565],{"@type":264,"property":265,"operator":266,"value":566},"/uc/account-takeover-detection",{"title":563,"customFonts":568,"jsCode":37,"seoTitle":563,"seoDescription":573,"fontAwesomeIcon":574,"tsCode":37,"blocks":575,"url":566,"state":667},[569],{"kind":273,"category":295,"variants":570,"menu":296,"files":571,"family":272,"subsets":572,"version":274,"lastModified":275},[301,302,303,304,305,306,128,307,308,309,310,311,312,313,314,315,316,317],{"100":277,"200":278,"300":279,"500":280,"600":281,"700":282,"800":283,"900":284,"300italic":293,"500italic":292,"800italic":285,"700italic":287,"italic":289,"900italic":286,"600italic":294,"200italic":291,"regular":290,"100italic":288},[298,299],"Stop ATO with stolen credential and compromised token detection.","faUserSecret",[576,662],{"@type":106,"@version":107,"tagName":323,"id":577,"meta":578,"children":579},"builder-e7913a774cae44c5a23d6081c5c30a52",{"previousId":324},[580,596,603,610,619,629,639,649,656],{"@type":106,"@version":107,"id":581,"meta":582,"component":583,"responsiveStyles":594},"builder-f1f1ab1601bc4c0f8c2a8aafd173675d",{"previousId":328},{"name":327,"options":584,"isRSC":118},{"title":563,"description":585,"points":586,"video":593},"\u003Cp>Attackers don’t need to phish, they just need a password that works. Push monitors for signs of credential-based attacks in real time, directly in the browser, catching account takeover attempts before the damage spreads. From ghost logins to credential stuffing, Push cuts off the paths attackers use to quietly slip in the back door.\u003C/p>\u003Cp>\u003Cbr>\u003C/p>",[587,589,591],{"item":588},"Identify credential-based ATO as it unfolds",{"item":590},"Surface hijacked sessions and token misuse",{"item":592},"Strengthen authentication where your IdP can’t","https://cdn.builder.io/o/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2Fb4dd9db24bc9495b8a686b1b4d492016%2Fcompressed?apiKey=f3a1111ff5be48cdbb123cd9f5795a05&token=b4dd9db24bc9495b8a686b1b4d492016&alt=media&optimized=true",{"large":595},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"backgroundColor":342},{"@type":106,"@version":107,"id":597,"meta":598,"component":599,"responsiveStyles":601},"builder-0bc0d1c78ece4994993c3a6427a4d533",{"previousId":344},{"name":346,"options":600,"isRSC":118},{"AllPartners":41,"backgroundTransparent":6},{"large":602},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"backgroundColor":350},{"@type":106,"@version":107,"id":604,"meta":605,"component":606,"responsiveStyles":608},"builder-e45de8f3768c4f16938dbf78e4e87524",{"previousId":352},{"name":354,"options":607,"isRSC":118},{"darkMode":41},{"large":609},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"@type":106,"@version":107,"id":611,"component":612,"responsiveStyles":617},"builder-c98e8bfd341146c1b67c02d5698ff093",{"name":359,"tag":359,"options":613,"isRSC":118},{"darkMode":6,"maxWidth":363,"maxTextWidth":364,"title":614,"description":615,"image":616,"reverse":6},"\u003Ch2>Assume less. See more.\u003C/h2>","\u003Cp>Most account takeovers don’t start with a breach, they start with a login. Whether it’s a reused password, a local account, or an outdated login flow, Push shows you how accounts are actually accessed day to day, not just how policies say they should be. That means no more blind spots around ghost logins, bypassed SSO, or stale access paths that quietly persist.\u003C/p>\u003Cp>\u003Cbr>\u003C/p>\u003Cp>\u003Cbr>\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F18630ad2746d4eb7b7fcc0428b11a8f0",{"large":618},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"@type":106,"@version":107,"id":620,"meta":621,"component":622,"responsiveStyles":627},"builder-55c1fc38ddc04fd1a0d6a8e2fb819e00",{"previousId":371},{"name":373,"options":623,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":376,"title":624,"description":625,"reverse":41,"image":626},"\u003Ch2>Catch stolen credential use in real time\u003C/h2>","\u003Cp>Push monitors login activity directly in the browser to detect signs of credential-based attacks like leaked password use or suspicious login flows. By analyzing attacker TTPs instead of relying on known indicators, Push spots credential stuffing and account takeover attempts the moment they begin, not after they’ve succeeded.\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F52b0123cac2c4dfdb1dc0af6adf9d603",{"large":628},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"fontFamily":382,"paddingTop":384,"marginTop":384},{"@type":106,"@version":107,"id":630,"meta":631,"component":632,"responsiveStyles":637},"builder-dfb31737b30948c6b95323655d571a50",{"previousId":386},{"name":373,"options":633,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":389,"title":634,"description":635,"reverse":6,"image":636},"\u003Ch2>Detect session hijacks and stealth access\u003C/h2>","\u003Cp>Attackers don’t always need a login screen, they often sidestep it entirely using stolen session tokens. 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It’s faster, more effective, and actually gets results.\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2Fee8b75d13e45488aba55434a8b49ebb0",{"large":767},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"paddingTop":406},{"@type":106,"@version":107,"id":769,"meta":770,"component":771,"responsiveStyles":773},"builder-976bc222cd7647ff905f1e01cfedc453",{"previousId":650},{"name":354,"options":772,"isRSC":118},{"darkMode":6},{"large":774},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"@type":106,"@version":107,"id":776,"component":777,"responsiveStyles":779},"builder-8c47ec2fd0f74382bb3e6c870555632c",{"name":416,"tag":416,"options":778,"isRSC":118},{"sectionHeading":37,"customClass":418},{"large":780},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"id":782,"@type":106,"tagName":131,"properties":783,"responsiveStyles":784},"builder-pixel-7akm7dayau8",{"src":133,"aria-hidden":134,"alt":37,"role":135,"width":124,"height":124},{"large":785},{"height":124,"width":124,"display":138,"opacity":124,"overflow":139,"pointerEvents":140},{"deviceSize":142,"location":787},{"path":37,"query":788},{},{},1770892844854,1745499166112,"https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F6ca12bf728a045f1a31d40c0beb3bfe5",[],{"kind":438,"lastPreviewUrl":795,"breakpoints":796,"hasLinks":6,"originalContentId":562,"winningTest":118,"hasAutosaves":6},"https://pushsecurity.com/uc/attack-path-hardening?builder.space=f3a1111ff5be48cdbb123cd9f5795a05&builder.user.permissions=read%2Ccreate%2Cpublish%2CeditCode%2CeditDesigns%2CeditLayouts%2CeditLayers%2CeditContentPriority%2CeditFolders%2CeditProjects%2CmodifyMcpServers%2CmodifyWorkflowIntegrations%2CmodifyProjectSettings%2CconnectCodeRepository%2CcreateProjects%2CindexDesignSystems%2CsendPullRequests&builder.user.role.name=Developer&builder.user.role.id=developer&builder.cachebust=true&builder.preview=use-case-page&builder.noCache=true&builder.allowTextEdit=true&__builder_editing__=true&builder.overrides.use-case-page=23eb48fb56d3451cab77cb6ed140ee6d&builder.overrides.23eb48fb56d3451cab77cb6ed140ee6d=23eb48fb56d3451cab77cb6ed140ee6d&builder.overrides.use-case-page:/uc/attack-path-hardening=23eb48fb56d3451cab77cb6ed140ee6d&builder.options.includeRefs=true&builder.options.enrich=true&builder.options.locale=Default",{"xsmall":57,"small":39,"medium":40},{"createdDate":798,"id":799,"name":800,"modelId":261,"published":13,"query":801,"data":804,"variations":909,"lastUpdated":910,"firstPublished":911,"testRatio":33,"screenshot":912,"createdBy":34,"lastUpdatedBy":674,"folders":913,"meta":914,"rev":440},1761675020232,"ea4f309d2ffe46c5aa97ebf0fda4e2e3","ClickFix Protection",[802],{"@type":264,"property":265,"operator":266,"value":803},"/uc/clickfix-protection",{"seoDescription":805,"fontAwesomeIcon":806,"customFonts":807,"seoTitle":812,"jsCode":37,"tsCode":37,"title":812,"blocks":813,"url":803,"state":906},"Block attacks that trick users into running malicious code.","faLaptopCode",[808],{"files":809,"subsets":810,"menu":296,"version":274,"kind":273,"family":272,"lastModified":275,"variants":811,"category":295},{"100":277,"200":278,"300":279,"500":280,"600":281,"700":282,"800":283,"900":284,"200italic":291,"800italic":285,"700italic":287,"600italic":294,"100italic":288,"italic":289,"regular":290,"300italic":293,"500italic":292,"900italic":286},[298,299],[301,302,303,304,305,306,128,307,308,309,310,311,312,313,314,315,316,317],"ClickFix protection",[814,901],{"@type":106,"@version":107,"tagName":323,"id":815,"meta":816,"children":817},"builder-d7eefdde0f2a4b2b9de3dcb2978fd6cb",{"previousId":696},[818,834,841,848,858,868,878,888,895],{"@type":106,"@version":107,"id":819,"meta":820,"component":821,"responsiveStyles":832},"builder-56e2c54bcce040a4af8b92ae03706c12",{"previousId":700},{"name":327,"options":822,"isRSC":118},{"title":812,"description":823,"points":824,"image":831},"\u003Cp>ClickFix attacks are one of the fastest-growing threats, tricking users into copying malicious code from a webpage and running it locally. 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EDR only sees the payload after it runs, and network tools see only part of the picture.\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F98b2f7e08dec4eafaf8e24937605b8cf",{"large":857},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"@type":106,"@version":107,"id":859,"meta":860,"component":861,"responsiveStyles":866},"builder-7d21b8aab8064c40b1e5dd23c4749309",{"previousId":739},{"name":373,"options":862,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":376,"title":863,"description":864,"reverse":41,"image":865},"\u003Ch2>Discover lures at the source\u003C/h2>","\u003Cp>Push inspects page behavior to identify ClickFix attacks as they happen. By inspecting the page, its structure, and how the user interacts with it, Push can detect and block these in-browser threats in real time. This deep, TTP-based inspection spots the trap even on novel pages that are built to bypass traditional web filters and blocklists.\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F665bf47e01544c75bf9ddafd3917927b",{"large":867},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"fontFamily":382,"paddingTop":383,"marginTop":384},{"@type":106,"@version":107,"id":869,"meta":870,"component":871,"responsiveStyles":876},"builder-fb91943adf6149259ed9e1e6566c9afe",{"previousId":749},{"name":373,"options":872,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":389,"title":873,"description":874,"reverse":6,"image":875},"\u003Ch2>Block the malicious action\u003C/h2>","\u003Cp>When Push detects a malicious script, it intercepts the user's action and blocks the code from being copied to the clipboard. The user is protected, the attack is stopped, and no malicious code ever reaches the endpoint. 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",[1168],{"variants":1169,"category":295,"files":1170,"subsets":1171,"family":272,"kind":273,"menu":296,"lastModified":275,"version":274},[301,302,303,304,305,306,128,307,308,309,310,311,312,313,314,315,316,317],{"100":277,"200":278,"300":279,"500":280,"600":281,"700":282,"800":283,"900":284,"800italic":285,"regular":290,"700italic":287,"200italic":291,"italic":289,"500italic":292,"600italic":294,"300italic":293,"100italic":288,"900italic":286},[298,299],"Secure shadow AI","See and control shadow AI apps in the browser.",[1175,1260],{"@type":106,"@version":107,"tagName":323,"id":1176,"meta":1177,"children":1178},"builder-a6e5717a2c914d5695058e4ee201a05d",{"previousId":1056},[1179,1195,1202,1209,1219,1228,1237,1247,1254],{"@type":106,"@version":107,"id":1180,"meta":1181,"component":1182,"responsiveStyles":1193},"builder-3e0ed678683f4a0eb7aa00253cf263b2",{"previousId":1060},{"name":327,"options":1183,"isRSC":118},{"title":1172,"description":1184,"points":1185,"image":1192},"\u003Cp>Your employees are adopting AI faster than you can track it. From native features in corporate apps to unapproved shadow tools, it’s all happening in the browser. 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From text generators to meeting assistants and design copilots, employees test, adopt, and connect new tools constantly. Push shows you those tools and which users are accessing them, without relying on network scans or API integrations.\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2F30b43bda6f1644c19478fb1efa20050c",{"large":1218},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"@type":106,"@version":107,"id":1220,"meta":1221,"component":1222,"responsiveStyles":1226},"builder-90ee9cb9afc44e7f885523715bf51a53",{"previousId":1099},{"name":373,"options":1223,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":376,"title":1224,"description":1225,"reverse":41,"image":1115},"\u003Ch2>Discover every AI tool users touch\u003C/h2>","\u003Cp>Push captures live telemetry from the browser, identifying every AI-native and AI-enhanced application users access. You’ll know which corporate identities are connected, how data flows, and what new AI apps appear across your environment. \u003C/p>",{"large":1227},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"fontFamily":382,"paddingTop":384,"marginTop":384},{"@type":106,"@version":107,"id":1229,"meta":1230,"component":1231,"responsiveStyles":1235},"builder-9e44539fa53c4d8e87406036c921fc46",{"previousId":1109},{"name":373,"options":1232,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":389,"title":1233,"description":1234,"reverse":6,"image":1125},"\u003Ch2>Classify and manage AI risk\u003C/h2>","\u003Cp>For apps you choose to allow, Push lets you apply custom in-browser banners. You can bulk-select categories of AI tools and require users to read and acknowledge your acceptable use policy before they proceed. This creates an auditable trail and moves policy from an easy to forget document to an active, in-workflow control.\u003C/p>",{"large":1236},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"paddingTop":395},{"@type":106,"@version":107,"layerName":373,"id":1238,"meta":1239,"component":1240,"responsiveStyles":1245},"builder-44c1a891926f4bdeaaa37e90721fe6ac",{"previousId":1119},{"name":373,"options":1241,"isRSC":118},{"darkMode":6,"maxWidth":363,"imageMaxWidth":375,"textPaddingTop":400,"title":1242,"description":1243,"reverse":41,"image":1244},"\u003Ch2>Enforce your AI policy in the browser\u003C/h2>","\u003Cp>When an AI tool is deemed non-compliant or too risky, Push blocks it at the source. The block happens directly in the browser, preventing the user from accessing the site or submitting data. This gives you an immediate, powerful lever to stop data exfiltration and enforce a hard line on unacceptable risk.\u003C/p>","https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2Fa359ac1805af4e15a8a7f84632b9bb55",{"large":1246},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125,"paddingTop":406},{"@type":106,"@version":107,"id":1248,"meta":1249,"component":1250,"responsiveStyles":1252},"builder-dcc906f9cbe54dc68b3c672668e7a38f",{"previousId":1129},{"name":354,"options":1251,"isRSC":118},{"darkMode":6},{"large":1253},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"@type":106,"@version":107,"id":1255,"component":1256,"responsiveStyles":1258},"builder-d2d64780c31b4349bc75805b23a07e38",{"name":416,"tag":416,"options":1257,"isRSC":118},{"sectionHeading":37,"customClass":418},{"large":1259},{"display":121,"flexDirection":122,"position":123,"flexShrink":124,"boxSizing":125},{"id":1261,"@type":106,"tagName":131,"properties":1262,"responsiveStyles":1263},"builder-pixel-wxx9tk70r9p",{"src":133,"aria-hidden":134,"alt":37,"role":135,"width":124,"height":124},{"large":1264},{"height":124,"width":124,"display":138,"opacity":124,"overflow":139,"pointerEvents":140},{"deviceSize":142,"location":1266},{"path":37,"query":1267},{},{},1770892957225,1764950077593,"https://cdn.builder.io/api/v1/image/assets%2Ff3a1111ff5be48cdbb123cd9f5795a05%2Fe558b8b069884037a8e6904f7ecc029c",[],{"winningTest":118,"breakpoints":1274,"originalContentId":1039,"kind":438,"lastPreviewUrl":1275,"hasLinks":6,"hasAutosaves":41},{"xsmall":57,"small":39,"medium":40},"https://pushsecurity.com/uc/shadow-ai?builder.space=f3a1111ff5be48cdbb123cd9f5795a05&builder.user.permissions=read%2Ccreate%2Cpublish%2CeditCode%2CeditDesigns%2CeditLayouts%2CeditLayers%2CeditContentPriority%2CeditFolders%2CeditProjects%2CmodifyMcpServers%2CmodifyWorkflowIntegrations%2CmodifyProjectSettings%2CconnectCodeRepository%2CcreateProjects%2CindexDesignSystems%2CsendPullRequests&builder.user.role.name=Developer&builder.user.role.id=developer&builder.cachebust=true&builder.preview=use-case-page&builder.noCache=true&builder.allowTextEdit=true&__builder_editing__=true&builder.overrides.use-case-page=b62629ce2f3741158d961cd10fe74b31&builder.overrides.b62629ce2f3741158d961cd10fe74b31=b62629ce2f3741158d961cd10fe74b31&builder.overrides.use-case-page:/uc/shadow-ai=b62629ce2f3741158d961cd10fe74b31&builder.options.includeRefs=true&builder.options.enrich=true&builder.options.locale=Default",{"_path":1277,"_dir":1278,"_draft":6,"_partial":6,"_locale":37,"sys":1279,"ogImage":118,"summary":1282,"title":1303,"subtitle":118,"metaTitle":1304,"synopsis":1305,"hashTags":118,"publishedDate":1306,"slug":1307,"tagsCollection":1308,"relatedBlogPostsCollection":1318,"authorsCollection":3167,"content":3175,"_id":3962,"_type":3963,"_source":3964,"_file":3965,"_stem":3966,"_extension":3963},"/blog/how-aitm-phishing-kits-evade-detection-p2","blog",{"id":1280,"publishedAt":1281},"6XHbplcolYfUeAB6x3olYQ","2024-11-18T14:40:05.446Z",{"json":1283},{"data":1284,"content":1285,"nodeType":1302},{},[1286,1295],{"data":1287,"content":1288,"nodeType":1294},{},[1289],{"data":1290,"marks":1291,"value":1292,"nodeType":1293},{},[],"In our previous blog post, we looked at a range of techniques used by phishing kits to evade detection, implemented by a then-recent instance of the NakedPages AiTM phishing kit. Here, we’ll take a closer look at some of the more interesting techniques used by current phishing kits to break common login page detection signatures. ","text","paragraph",{"data":1296,"content":1297,"nodeType":1294},{},[1298],{"data":1299,"marks":1300,"value":1301,"nodeType":1293},{},[],"\n","document","How AitM phishing kits evade detection: Part 2","How attackers defeat detections based on page signatures","How attackers are breaking detection signatures designed to identify phishing sites impersonating real login pages.","2024-11-12T00:00:00.000Z","how-aitm-phishing-kits-evade-detection-p2",{"items":1309},[1310,1314],{"sys":1311,"name":1313},{"id":1312},"4ksQNCFeBf8H4QIORqpRLw","Detection & response",{"sys":1315,"name":1317},{"id":1316},"6A5RXS31ZQx3PwryGb1IMy","Browser-based attacks",{"items":1319},[1320,1672,2348],{"__typename":1321,"sys":1322,"content":1324,"title":1654,"synopsis":1655,"hashTags":118,"publishedDate":1656,"slug":1657,"tagsCollection":1658,"authorsCollection":1664},"BlogPosts",{"id":1323},"4bYO5rVy9n2OO3vtMVQeda",{"json":1325},{"nodeType":1302,"data":1326,"content":1327},{},[1328,1336,1358,1374,1381,1388,1392,1400,1407,1462,1469,1478,1481,1488,1495,1502,1509,1516,1534,1540,1547,1554,1571,1577,1584,1591,1598,1605,1612,1615,1622,1642,1648],{"nodeType":1329,"data":1330,"content":1331},"heading-1",{},[1332],{"nodeType":1293,"value":1333,"marks":1334,"data":1335},"All phishing eventually leads to the browser",[],{},{"nodeType":1294,"data":1337,"content":1338},{},[1339,1343,1354],{"nodeType":1293,"value":1340,"marks":1341,"data":1342},"The best attack detection methods are those that focus on ",[],{},{"nodeType":1344,"data":1345,"content":1347},"hyperlink",{"uri":1346},"https://pushsecurity.com/blog/our-design-philosophy-detecting-what-matters/",[1348],{"nodeType":1293,"value":1349,"marks":1350,"data":1353},"detecting indicators that are difficult for attackers to change or obfuscate",[1351],{"type":1352},"underline",{},{"nodeType":1293,"value":1355,"marks":1356,"data":1357},". ",[],{},{"nodeType":1294,"data":1359,"content":1360},{},[1361,1365,1370],{"nodeType":1293,"value":1362,"marks":1363,"data":1364},"For a credential phishing attack to succeed, the victim ",[],{},{"nodeType":1293,"value":1366,"marks":1367,"data":1369},"has",[1368],{"type":1352},{},{"nodeType":1293,"value":1371,"marks":1372,"data":1373}," to enter their password into a webpage. There’s no two-ways about it, attackers cannot change this. ",[],{},{"nodeType":1294,"data":1375,"content":1376},{},[1377],{"nodeType":1293,"value":1378,"marks":1379,"data":1380},"So it stands to reason that, if you can detect this user behavior, and block them from entering their password, then you can stop phishing. ",[],{},{"nodeType":1294,"data":1382,"content":1383},{},[1384],{"nodeType":1293,"value":1385,"marks":1386,"data":1387},"This is exactly what Push does.",[],{},{"nodeType":1389,"data":1390,"content":1391},"hr",{},[],{"nodeType":1393,"data":1394,"content":1395},"heading-2",{},[1396],{"nodeType":1293,"value":1397,"marks":1398,"data":1399},"Most anti-phishing tools are easily bypassed",[],{},{"nodeType":1294,"data":1401,"content":1402},{},[1403],{"nodeType":1293,"value":1404,"marks":1405,"data":1406},"Other anti-phishing tools rely on detecting elements of the attack that attackers can change and hide, such as domains or the webpage contents. Attackers use tricks to evade these detection, like:",[],{},{"nodeType":1408,"data":1409,"content":1410},"unordered-list",{},[1411,1422,1432,1442,1452],{"nodeType":1412,"data":1413,"content":1414},"list-item",{},[1415],{"nodeType":1294,"data":1416,"content":1417},{},[1418],{"nodeType":1293,"value":1419,"marks":1420,"data":1421},"Using Cloudflare Workers to block automatic analysis of their phishing site",[],{},{"nodeType":1412,"data":1423,"content":1424},{},[1425],{"nodeType":1294,"data":1426,"content":1427},{},[1428],{"nodeType":1293,"value":1429,"marks":1430,"data":1431},"Hacking a Wordpress blog to get a reputable domain that passes domain checks ",[],{},{"nodeType":1412,"data":1433,"content":1434},{},[1435],{"nodeType":1294,"data":1436,"content":1437},{},[1438],{"nodeType":1293,"value":1439,"marks":1440,"data":1441},"Using redirects and rotating the URLs delivered to the victim to bypass link analysis",[],{},{"nodeType":1412,"data":1443,"content":1444},{},[1445],{"nodeType":1294,"data":1446,"content":1447},{},[1448],{"nodeType":1293,"value":1449,"marks":1450,"data":1451},"Randomizing the HTML title for the web page to bypass blocklists ",[],{},{"nodeType":1412,"data":1453,"content":1454},{},[1455],{"nodeType":1294,"data":1456,"content":1457},{},[1458],{"nodeType":1293,"value":1459,"marks":1460,"data":1461},"One-time phishing links that only work the first time they are clicked",[],{},{"nodeType":1294,"data":1463,"content":1464},{},[1465],{"nodeType":1293,"value":1466,"marks":1467,"data":1468},"Push is putting an end to this game of cat and mouse, by keeping it really simple; you can’t phish someone who can’t put their password into a phishing page. ",[],{},{"nodeType":1470,"data":1471,"content":1477},"embedded-entry-block",{"target":1472},{"sys":1473},{"id":1474,"type":1475,"linkType":1476},"6AwOZSpqaChmeksnj4SyWE","Link","Entry",[],{"nodeType":1389,"data":1479,"content":1480},{},[],{"nodeType":1393,"data":1482,"content":1483},{},[1484],{"nodeType":1293,"value":1485,"marks":1486,"data":1487},"Domain-binding passwords",[],{},{"nodeType":1294,"data":1489,"content":1490},{},[1491],{"nodeType":1293,"value":1492,"marks":1493,"data":1494},"If you’re familiar with how passkeys are domain-bound, then think of what Push does as domain-binding passwords. We pin the password to its legitimate domain(s) and then don’t allow it to be entered into any webpage on any other domain. ",[],{},{"nodeType":1294,"data":1496,"content":1497},{},[1498],{"nodeType":1293,"value":1499,"marks":1500,"data":1501},"But just because you’ve stopped your users from being phished doesn’t mean you don’t want to know when attackers are attempting to phish your users and how. ",[],{},{"nodeType":1294,"data":1503,"content":1504},{},[1505],{"nodeType":1293,"value":1506,"marks":1507,"data":1508},"Push still inspects webpages to see if attackers are rendering cloned app login pages in the browser or if known AitM and BitM toolkits are being used. This way you don’t lose visibility of the unsuccessful attacks that are targeting your users. Think of it as a handy second and third layer of defense.",[],{},{"nodeType":1294,"data":1510,"content":1511},{},[1512],{"nodeType":1293,"value":1513,"marks":1514,"data":1515},"Lets run through a quick before and after example:",[],{},{"nodeType":1393,"data":1517,"content":1518},{},[1519,1523,1530],{"nodeType":1293,"value":1520,"marks":1521,"data":1522},"Scenario 1: An attacker attempts to phish an employee that ",[],{},{"nodeType":1293,"value":1524,"marks":1525,"data":1529},"doesn’t",[1526,1527],{"type":1352},{"type":1528},"bold",{},{"nodeType":1293,"value":1531,"marks":1532,"data":1533}," have Push deployed to their browser.",[],{},{"nodeType":1470,"data":1535,"content":1539},{"target":1536},{"sys":1537},{"id":1538,"type":1475,"linkType":1476},"2CbGMUSJsP1mNeHkmpLl6N",[],{"nodeType":1294,"data":1541,"content":1542},{},[1543],{"nodeType":1293,"value":1544,"marks":1545,"data":1546},"Here, an attacker hacks a Wordpress blog to get a reputable domain and then runs a phishing toolkit on the webpage. They email one of your employees a link to it. Your SWG / email scanning solution inspects it in a sandbox but the phish kit detects this and redirects to a benign site so that it passes the inspection. ",[],{},{"nodeType":1294,"data":1548,"content":1549},{},[1550],{"nodeType":1293,"value":1551,"marks":1552,"data":1553},"Your user gets the email with the link and is now free to interact with the phishing page. They enter their credentials plus MFA code into the page and voila! The attacker steals them and is able to compromise the user’s account.  ",[],{},{"nodeType":1393,"data":1555,"content":1556},{},[1557,1561,1567],{"nodeType":1293,"value":1558,"marks":1559,"data":1560},"Scenario 2: An attacker attempts to phish an employee that ",[],{},{"nodeType":1293,"value":1562,"marks":1563,"data":1566},"does",[1564,1565],{"type":1352},{"type":1528},{},{"nodeType":1293,"value":1568,"marks":1569,"data":1570}," have Push deployed to their browser. ",[],{},{"nodeType":1470,"data":1572,"content":1576},{"target":1573},{"sys":1574},{"id":1575,"type":1475,"linkType":1476},"77smnID1woCfFJrJPyTvKY",[],{"nodeType":1294,"data":1578,"content":1579},{},[1580],{"nodeType":1293,"value":1581,"marks":1582,"data":1583},"This time, the attacker uses the same phishing toolkit and domain from the first example. But in reality, they don’t have to send it to your employee using email, instead, they could use LinkedIn messenger, Slack, Teams, or any application that allows employees to communicate with each other. ",[],{},{"nodeType":1294,"data":1585,"content":1586},{},[1587],{"nodeType":1293,"value":1588,"marks":1589,"data":1590},"Like before, the user receives the link, opens it and starts to enter their credentials into the webpage. This time though, the Push browser extension inspects the webpage running in the user's browser. Push observes that the webpage is a login page and the user is entering their password into the page.",[],{},{"nodeType":1294,"data":1592,"content":1593},{},[1594],{"nodeType":1293,"value":1595,"marks":1596,"data":1597},"The first detection Push makes is checking that the password the user is entering matches the domain that password is pinned to. Since it doesn't match, based on this detection alone the user is automatically redirected to a blocking page. An important point to make here is that the password never leaves the user’s browser and the check is made using a shortened salted hash of the password.   ",[],{},{"nodeType":1294,"data":1599,"content":1600},{},[1601],{"nodeType":1293,"value":1602,"marks":1603,"data":1604},"The second detection Push makes is that the rendered web app is using a cloned app login page. The third detection is that a phishing toolkit is running in the web app code. ",[],{},{"nodeType":1294,"data":1606,"content":1607},{},[1608],{"nodeType":1293,"value":1609,"marks":1610,"data":1611},"In this particular scenario these second and third detections serve as useful context for understanding the nature of the phishing attack. But both will still redirect to a blocking page if they are triggered in isolation of the other phishing detections. ",[],{},{"nodeType":1389,"data":1613,"content":1614},{},[],{"nodeType":1329,"data":1616,"content":1617},{},[1618],{"nodeType":1293,"value":1619,"marks":1620,"data":1621},"We don’t just stop phishing attacks",[],{},{"nodeType":1294,"data":1623,"content":1624},{},[1625,1629,1638],{"nodeType":1293,"value":1626,"marks":1627,"data":1628},"We also detect other identity-related attack techniques used to compromise user accounts. That includes credential stuffing, password spraying and session hijacking using stolen session tokens. If you want to learn more about how Push helps you to detect and defeat common identity attack techniques, ",[],{},{"nodeType":1344,"data":1630,"content":1632},{"uri":1631},"https://pushsecurity.com/demo/",[1633],{"nodeType":1293,"value":1634,"marks":1635,"data":1637},"book some time with one of our team",[1636],{"type":1352},{},{"nodeType":1293,"value":1639,"marks":1640,"data":1641},".  ",[],{},{"nodeType":1470,"data":1643,"content":1647},{"target":1644},{"sys":1645},{"id":1646,"type":1475,"linkType":1476},"2JSmYDaiAciOx7Z1MRuJlA",[],{"nodeType":1294,"data":1649,"content":1650},{},[1651],{"nodeType":1293,"value":37,"marks":1652,"data":1653},[],{},"Detecting and blocking phishing attacks in the browser","How Push detects and blocks phishing attempts in the browser – explained in less than two minutes. ","2024-10-23T00:00:00.000Z","detecting-and-blocking-phishing-attacks-in-the-browser",{"items":1659},[1660,1662],{"sys":1661,"name":1317},{"id":1316},{"sys":1663,"name":1313},{"id":1312},{"items":1665},[1666],{"fullName":1667,"firstName":1668,"jobTitle":1669,"profilePicture":1670},"Alex Henshall","Alex","Product Team",{"url":1671},"https://images.ctfassets.net/y1cdw1ablpvd/2rz3Pre3b1MexPIQ4hzPUe/0ef8a092b7e7df00fbce3f7d1ccb96d1/Alex_Henshall.jpeg",{"__typename":1321,"sys":1673,"content":1675,"title":2330,"synopsis":2331,"hashTags":118,"publishedDate":2332,"slug":2333,"tagsCollection":2334,"authorsCollection":2340},{"id":1674},"1qegIy4rMdm5XZXnIEoKpE",{"json":1676},{"nodeType":1302,"data":1677,"content":1678},{},[1679,1686,1693,1718,1724,1731,1738,1741,1748,1768,1774,1781,1824,1831,1838,1845,1852,1859,1866,1885,1893,1896,1903,1910,1917,1924,1931,1938,1945,1993,2000,2007,2014,2034,2041,2048,2055,2062,2069,2076,2083,2102,2120,2163,2170,2177,2242,2249,2252,2259,2275,2294,2301,2307,2313,2316,2323],{"nodeType":1294,"data":1680,"content":1681},{},[1682],{"nodeType":1293,"value":1683,"marks":1684,"data":1685},"The field of threat detection and security monitoring has changed significantly over the last decade. Security tools and product categories have been added and replaced, specialist disciplines established, and methodologies created. ",[],{},{"nodeType":1294,"data":1687,"content":1688},{},[1689],{"nodeType":1293,"value":1690,"marks":1691,"data":1692},"Naturally, defenders have had to mature their approach because of the changing nature of the threat facing organizations. Attackers have always looked for new ways to target their victims, and naturally, defenders have had to adapt, forcing attackers to change things up… it’s a cat and mouse game. ",[],{},{"nodeType":1294,"data":1694,"content":1695},{},[1696,1700,1709,1713],{"nodeType":1293,"value":1697,"marks":1698,"data":1699},"Blue teamers have used the concept of the ",[],{},{"nodeType":1344,"data":1701,"content":1703},{"uri":1702},"https://detect-respond.blogspot.com/2013/03/the-pyramid-of-pain.html",[1704],{"nodeType":1293,"value":1705,"marks":1706,"data":1708},"Pyramid of Pain",[1707],{"type":1352},{},{"nodeType":1293,"value":1710,"marks":1711,"data":1712}," for over a decade. The logic is simple: ",[],{},{"nodeType":1293,"value":1714,"marks":1715,"data":1717},"Focus on detecting and responding to indicators that are hard for attackers to change. ",[1716],{"type":1528},{},{"nodeType":1470,"data":1719,"content":1723},{"target":1720},{"sys":1721},{"id":1722,"type":1475,"linkType":1476},"6cG2fx3AikwptyEyXKrYCK",[],{"nodeType":1294,"data":1725,"content":1726},{},[1727],{"nodeType":1293,"value":1728,"marks":1729,"data":1730},"If an attacker only has to tweak a variable to get around your detection rule, like adding a space to change a hash value, it’s probably not a very good detection. It’s not going to remain effective for long and you’re always going to be one step behind the attacker – waiting for them to make their next move so you can react. This usually ends up meaning that attackers enjoy at least some success before they can be shut out again. ",[],{},{"nodeType":1294,"data":1732,"content":1733},{},[1734],{"nodeType":1293,"value":1735,"marks":1736,"data":1737},"The Pyramid of Pain – and the goal of implementing hard-to-bypass detections that hit attackers where it hurts – is central to our design philosophy. But before we get into how we apply this approach, and the types of controls we’ve created as a result, it’s useful to look at how IT and security have changed since the Pyramid was created more than a decade ago. ",[],{},{"nodeType":1389,"data":1739,"content":1740},{},[],{"nodeType":1329,"data":1742,"content":1743},{},[1744],{"nodeType":1293,"value":1745,"marks":1746,"data":1747},"A new era for cyber security",[],{},{"nodeType":1294,"data":1749,"content":1750},{},[1751,1755,1764],{"nodeType":1293,"value":1752,"marks":1753,"data":1754},"We’ve spoken a lot about how we’re in the midst of a new era in cybersecurity, in which identity is now the outermost digital perimeter for security teams to defend. (",[],{},{"nodeType":1344,"data":1756,"content":1758},{"uri":1757},"https://pushsecurity.com/resources/video/the-new-saas-cyber-kill-chain-so-con-2024/",[1759],{"nodeType":1293,"value":1760,"marks":1761,"data":1763},"You’ll be familiar with this if you’ve seen any of Luke’s talks on the New SaaS Cyber Kill Chain.",[1762],{"type":1352},{},{"nodeType":1293,"value":1765,"marks":1766,"data":1767},") ",[],{},{"nodeType":1470,"data":1769,"content":1773},{"target":1770},{"sys":1771},{"id":1772,"type":1475,"linkType":1476},"6nYSZAYpsbj78jKm0q75zs",[],{"nodeType":1294,"data":1775,"content":1776},{},[1777],{"nodeType":1293,"value":1778,"marks":1779,"data":1780},"This is primarily because modern working is no longer contained to a heavily centralized corporate network, and instead happens primarily in applications accessed over the internet via web browser.",[],{},{"nodeType":1294,"data":1782,"content":1783},{},[1784,1788,1796,1800,1808,1812,1820],{"nodeType":1293,"value":1785,"marks":1786,"data":1787},"In this new world, attacks don’t even have to touch the old perimeters, because all the data and functionality they could want exists on the public internet. As a result, we’re seeing more and more ",[],{},{"nodeType":1344,"data":1789,"content":1791},{"uri":1790},"https://pushsecurity.com/blog/saas-attack-techniques/",[1792],{"nodeType":1293,"value":1793,"marks":1794,"data":1795},"attacks targeting SaaS apps",[],{},{"nodeType":1293,"value":1797,"marks":1798,"data":1799},", with the entire attack chain being concluded outside customer networks, not touching any traditional endpoints or networks. The ",[],{},{"nodeType":1344,"data":1801,"content":1803},{"uri":1802},"https://pushsecurity.com/blog/identity-attacks-in-the-wild/#id-snowflake-june-2024",[1804],{"nodeType":1293,"value":1805,"marks":1806,"data":1807},"recent attacks on Snowflake customers",[],{},{"nodeType":1293,"value":1809,"marks":1810,"data":1811},", hailed ",[],{},{"nodeType":1344,"data":1813,"content":1815},{"uri":1814},"https://www.wired.com/story/snowflake-breach-advanced-auto-parts-lendingtree/",[1816],{"nodeType":1293,"value":1817,"marks":1818,"data":1819},"one of the biggest breaches in history",[],{},{"nodeType":1293,"value":1821,"marks":1822,"data":1823},", demonstrate this risk all too well. ",[],{},{"nodeType":1294,"data":1825,"content":1826},{},[1827],{"nodeType":1293,"value":1828,"marks":1829,"data":1830},"This creates a problem for security teams looking to detect and respond to these attacks. ",[],{},{"nodeType":1393,"data":1832,"content":1833},{},[1834],{"nodeType":1293,"value":1835,"marks":1836,"data":1837},"Attacks today are shorter and faster, but just as dangerous",[],{},{"nodeType":1294,"data":1839,"content":1840},{},[1841],{"nodeType":1293,"value":1842,"marks":1843,"data":1844},"Detecting and responding to identity attacks – phishing, credential stuffing, etc. – used to be just one possible method of initial access in quite a lengthy Kill Chain that stretched from the compromise of the user device, pivoting to internal network resources, escalating privileges, moving laterally, and finally achieving their objectives.",[],{},{"nodeType":1294,"data":1846,"content":1847},{},[1848],{"nodeType":1293,"value":1849,"marks":1850,"data":1851},"This meant that defenders could adopt an assumed compromise mentality and build layered detections, as well as proactively hunting for threats across these various stages and layers of the network. The more actions an attacker has to perform, the more opportunities for detection, and the higher the likelihood that they’ll be caught in the act before any real, lasting damage can be caused. ",[],{},{"nodeType":1294,"data":1853,"content":1854},{},[1855],{"nodeType":1293,"value":1856,"marks":1857,"data":1858},"Today, attackers have a lot of opportunities to cause significant damage for much less effort than before. For example, if the goal is to compromise an app like Snowflake and dump the data from it, the Kill Chain is way shorter than a traditional network-based attack. And all the great tools and security products you have, like EDR, don’t come into play. ",[],{},{"nodeType":1294,"data":1860,"content":1861},{},[1862],{"nodeType":1293,"value":1863,"marks":1864,"data":1865},"This means that the initial layer of anti-account takeover controls are much more important in this context. But, the historical detections in this space – email gateway security products, analyzing web pages for malicious content, and URL blocklisting – are either less relevant, or built upon easy to bypass detections toward the bottom of the Pyramid of Pain. ",[],{},{"nodeType":1294,"data":1867,"content":1868},{},[1869,1873,1881],{"nodeType":1293,"value":1870,"marks":1871,"data":1872},"As an example, ",[],{},{"nodeType":1344,"data":1874,"content":1876},{"uri":1875},"https://pushsecurity.com/blog/how-aitm-phishing-kits-evade-detection/",[1877],{"nodeType":1293,"value":1878,"marks":1879,"data":1880},"we recently published an article on all the ways that AitM phishing sites are evading detection",[],{},{"nodeType":1293,"value":1882,"marks":1883,"data":1884},". TL;DR – there are a lot, and they seem to be quite effective. But this is partly because the majority of the detections they're trying to avoid are built on shaky ground.   ",[],{},{"nodeType":1294,"data":1886,"content":1887},{},[1888],{"nodeType":1293,"value":1889,"marks":1890,"data":1892},"So what? Well, it’s clear that the controls that the industry has relied on in the past to stop identity attacks are too easy to bypass, and are no longer sufficient. ",[1891],{"type":1528},{},{"nodeType":1389,"data":1894,"content":1895},{},[],{"nodeType":1329,"data":1897,"content":1898},{},[1899],{"nodeType":1293,"value":1900,"marks":1901,"data":1902},"Building effective identity threat detection controls",[],{},{"nodeType":1294,"data":1904,"content":1905},{},[1906],{"nodeType":1293,"value":1907,"marks":1908,"data":1909},"Now we’ve covered the problem that we set out to solve, let’s look at what we’re doing differently. ",[],{},{"nodeType":1294,"data":1911,"content":1912},{},[1913],{"nodeType":1293,"value":1914,"marks":1915,"data":1916},"In order to climb the Pyramid toward the apex, you need to find ways to detect increasingly generic parts of an attack technique. So you want to avoid things like what a specific malware’s code looks like, or where it connects back to. But what the malware does, or what happens when it runs, is more generic, and therefore more interesting to us.  ",[],{},{"nodeType":1294,"data":1918,"content":1919},{},[1920],{"nodeType":1293,"value":1921,"marks":1922,"data":1923},"The shift from static code signatures and fuzzy hashes to dynamic analysis of what code does on a live system is at the heart of why EDR killed antivirus a decade ago. It proved at-scale the value of moving detections up the pyramid.",[],{},{"nodeType":1294,"data":1925,"content":1926},{},[1927],{"nodeType":1293,"value":1928,"marks":1929,"data":1930},"We’re always on the lookout for ways to move our detections up the pyramid as well. It’s easiest to explain how we’ve applied this by looking at an example. ",[],{},{"nodeType":1393,"data":1932,"content":1933},{},[1934],{"nodeType":1293,"value":1935,"marks":1936,"data":1937},"Scenario: Detecting a web-based phishing attack",[],{},{"nodeType":1294,"data":1939,"content":1940},{},[1941],{"nodeType":1293,"value":1942,"marks":1943,"data":1944},"Let’s break down the stages of a web-based phishing attack as an example. For a user to be successfully phished:",[],{},{"nodeType":1408,"data":1946,"content":1947},{},[1948,1963,1978],{"nodeType":1412,"data":1949,"content":1950},{},[1951],{"nodeType":1294,"data":1952,"content":1953},{},[1954,1959],{"nodeType":1293,"value":1955,"marks":1956,"data":1958},"Stage 1:",[1957],{"type":1528},{},{"nodeType":1293,"value":1960,"marks":1961,"data":1962}," The victim must be lured to visit a website.",[],{},{"nodeType":1412,"data":1964,"content":1965},{},[1966],{"nodeType":1294,"data":1967,"content":1968},{},[1969,1974],{"nodeType":1293,"value":1970,"marks":1971,"data":1973},"Stage 2:",[1972],{"type":1528},{},{"nodeType":1293,"value":1975,"marks":1976,"data":1977}," The website must somehow trick or convince the user that it’s legitimate and trustworthy, for example by mimicking a legitimate site.",[],{},{"nodeType":1412,"data":1979,"content":1980},{},[1981],{"nodeType":1294,"data":1982,"content":1983},{},[1984,1989],{"nodeType":1293,"value":1985,"marks":1986,"data":1988},"Stage 3:",[1987],{"type":1528},{},{"nodeType":1293,"value":1990,"marks":1991,"data":1992}," The user must enter their actual credentials into that website.",[],{},{"nodeType":1294,"data":1994,"content":1995},{},[1996],{"nodeType":1293,"value":1997,"marks":1998,"data":1999},"So, how might you go about detecting this attack? Let’s start from the bottom of the pyramid and work our way up.",[],{},{"nodeType":1393,"data":2001,"content":2002},{},[2003],{"nodeType":1293,"value":2004,"marks":2005,"data":2006},"Stage 1: Determining if a URL, IP, or domain is bad",[],{},{"nodeType":1294,"data":2008,"content":2009},{},[2010],{"nodeType":1293,"value":2011,"marks":2012,"data":2013},"You might start by looking for the lure – historically an email. You could look for links in emails, or links in attachments in an email and then check if they are bad (which is essentially what email security products do). You could look for known-bad URLs in emails, but these change for every phishing campaign. In modern attacks, every target can receive a unique email and link. Even just using a URL shortener can bypass this. It’s equivalent to a malware hash – trivial to change, and therefore not a great thing to pin your detections on. ",[],{},{"nodeType":1294,"data":2015,"content":2016},{},[2017,2021,2030],{"nodeType":1293,"value":2018,"marks":2019,"data":2020},"You could look at which IP address the user connects to, but these days it’s very simple for attackers to add a new IP to their cloud-hosted server. If a domain is flagged as known-bad, the attacker only has to register a new domain, or compromise a WordPress server on an already trusted domain. Both of these things are ",[],{},{"nodeType":1344,"data":2022,"content":2024},{"uri":2023},"https://www.bleepingcomputer.com/news/security/revolver-rabbit-gang-registers-500-000-domains-for-malware-campaigns/",[2025],{"nodeType":1293,"value":2026,"marks":2027,"data":2029},"happening on a massive scale",[2028],{"type":1352},{},{"nodeType":1293,"value":2031,"marks":2032,"data":2033}," as attackers pre-plan for the fact that their domains will be burned at some point. Attackers are more than happy to spend $10-$20 per new domain in the grand scheme of the potential proceeds of crime. ",[],{},{"nodeType":1294,"data":2035,"content":2036},{},[2037],{"nodeType":1293,"value":2038,"marks":2039,"data":2040},"But there’s a more fundamental flaw here – for defenders to know that a URL, IP, or domain name is bad, it needs to be reported first. When are things reported? Typically after being used in an attack – so unfortunately, someone always gets hurt.  ",[],{},{"nodeType":1393,"data":2042,"content":2043},{},[2044],{"nodeType":1293,"value":2045,"marks":2046,"data":2047},"Stage 2: Determining if a site is legitimate",[],{},{"nodeType":1294,"data":2049,"content":2050},{},[2051],{"nodeType":1293,"value":2052,"marks":2053,"data":2054},"So how can we detect a phishing website, on day-zero, the first time anyone runs into it? Well we can look at the second step – does the URL resemble a real website, does the HTML code for a page look similar to a legitimate login page for a known website, is it loading the same image files? This is not trivial to detect, but with the right fuzzy matches and image analysis it can be automated.",[],{},{"nodeType":1294,"data":2056,"content":2057},{},[2058],{"nodeType":1293,"value":2059,"marks":2060,"data":2061},"We’ve now moved up a level on the Pyramid – we’re detecting website artifacts. If we see a legitimate looking website on an unknown domain, it’s likely to be a malicious clone.",[],{},{"nodeType":1294,"data":2063,"content":2064},{},[2065],{"nodeType":1293,"value":2066,"marks":2067,"data":2068},"Unfortunately, the attacker’s website doesn’t need to send each visitor to the same website. It can change dynamically based on where the visitor is coming from – or even randomly, so that not all visitors are served the phishing page. This means that tools which resolve where the links in emails go to be able to analyze them (such as email security appliances) don’t necessarily see the same site the user is actually visiting – a fact that is commonly abused by attackers to bypass detection. It’s critical that detection happens on the actual web page that the victim sees.",[],{},{"nodeType":1393,"data":2070,"content":2071},{},[2072],{"nodeType":1293,"value":2073,"marks":2074,"data":2075},"Stage 3: Detecting the user entering their credentials",[],{},{"nodeType":1294,"data":2077,"content":2078},{},[2079],{"nodeType":1293,"value":2080,"marks":2081,"data":2082},"For a phishing attack to succeed, the victim must enter their actual credentials into the webpage. If you can stop the user entering their real password, there’s no attack. There’s no getting around it. ",[],{},{"nodeType":1294,"data":2084,"content":2085},{},[2086,2090,2098],{"nodeType":1293,"value":2087,"marks":2088,"data":2089},"So, this is exactly what we did: Earlier this year, we released a control which ",[],{},{"nodeType":1344,"data":2091,"content":2093},{"uri":2092},"https://pushsecurity.com/blog/introducing-sso-password-protection/",[2094],{"nodeType":1293,"value":2095,"marks":2096,"data":2097},"stops users from entering their password belonging to a particular login page anywhere else",[],{},{"nodeType":1293,"value":2099,"marks":2100,"data":2101},".",[],{},{"nodeType":1294,"data":2103,"content":2104},{},[2105,2109,2116],{"nodeType":1293,"value":2106,"marks":2107,"data":2108},"Seems simple, right? By focusing on this generic action, that always has to happen, you can essentially stop your users being phished altogether. This means, it doesn’t matter ",[],{},{"nodeType":1344,"data":2110,"content":2111},{"uri":1875},[2112],{"nodeType":1293,"value":2113,"marks":2114,"data":2115},"what the attacker does before that point",[],{},{"nodeType":1293,"value":2117,"marks":2118,"data":2119},":",[],{},{"nodeType":1408,"data":2121,"content":2122},{},[2123,2133,2143,2153],{"nodeType":1412,"data":2124,"content":2125},{},[2126],{"nodeType":1294,"data":2127,"content":2128},{},[2129],{"nodeType":1293,"value":2130,"marks":2131,"data":2132},"It doesn't matter if they run the site using Cloudflare Workers to block automatic analysis.",[],{},{"nodeType":1412,"data":2134,"content":2135},{},[2136],{"nodeType":1294,"data":2137,"content":2138},{},[2139],{"nodeType":1293,"value":2140,"marks":2141,"data":2142},"It doesn’t matter if they hack a WordPress blog to get a reputable domain.",[],{},{"nodeType":1412,"data":2144,"content":2145},{},[2146],{"nodeType":1294,"data":2147,"content":2148},{},[2149],{"nodeType":1293,"value":2150,"marks":2151,"data":2152},"It doesn’t matter if they use clever redirects and rotate the URLs delivered to the user.",[],{},{"nodeType":1412,"data":2154,"content":2155},{},[2156],{"nodeType":1294,"data":2157,"content":2158},{},[2159],{"nodeType":1293,"value":2160,"marks":2161,"data":2162},"It doesn’t matter if they randomize the HTML title for the web page. ",[],{},{"nodeType":1294,"data":2164,"content":2165},{},[2166],{"nodeType":1293,"value":2167,"marks":2168,"data":2169},"They can’t avoid the fact that a user is required to enter their credentials on the page for the attack to succeed. ",[],{},{"nodeType":1294,"data":2171,"content":2172},{},[2173],{"nodeType":1293,"value":2174,"marks":2175,"data":2176},"So, when you apply the Pyramid of Pain to some of the controls we’ve shipped this year, we get a clear feel for the value, from highest to lowest:",[],{},{"nodeType":1408,"data":2178,"content":2179},{},[2180,2200,2221],{"nodeType":1412,"data":2181,"content":2182},{},[2183],{"nodeType":1294,"data":2184,"content":2185},{},[2186,2190,2197],{"nodeType":1293,"value":2187,"marks":2188,"data":2189},"User Behavior: ",[],{},{"nodeType":1344,"data":2191,"content":2192},{"uri":2092},[2193],{"nodeType":1293,"value":2194,"marks":2195,"data":2196},"Detecting and blocking the user behavior of entering their password into any site that the password doesn’t belong to",[],{},{"nodeType":1293,"value":1355,"marks":2198,"data":2199},[],{},{"nodeType":1412,"data":2201,"content":2202},{},[2203],{"nodeType":1294,"data":2204,"content":2205},{},[2206,2210,2218],{"nodeType":1293,"value":2207,"marks":2208,"data":2209},"Tool Behavior: ",[],{},{"nodeType":1344,"data":2211,"content":2213},{"uri":2212},"https://pushsecurity.com/blog/introducing-cloned-login-page-detection/",[2214],{"nodeType":1293,"value":2215,"marks":2216,"data":2217},"Detecting when a login page that you access is cloned from a legitimate page.",[],{},{"nodeType":1293,"value":37,"marks":2219,"data":2220},[],{},{"nodeType":1412,"data":2222,"content":2223},{},[2224],{"nodeType":1294,"data":2225,"content":2226},{},[2227,2231,2239],{"nodeType":1293,"value":2228,"marks":2229,"data":2230},"Tool Signature: ",[],{},{"nodeType":1344,"data":2232,"content":2234},{"uri":2233},"https://pushsecurity.com/blog/introducing-aitm-phishing-toolkit-detection-powered-by-the-push-browser/",[2235],{"nodeType":1293,"value":2236,"marks":2237,"data":2238},"Detecting and blocking access to a page with a known phishing kit signature present on the page",[],{},{"nodeType":1293,"value":1355,"marks":2240,"data":2241},[],{},{"nodeType":1294,"data":2243,"content":2244},{},[2245],{"nodeType":1293,"value":2246,"marks":2247,"data":2248},"Naturally, we want to continue focusing on the apex of the Pyramid – at TTPs and Tools – to ensure that the controls we build are as robust as possible, and can’t be bypassed by attackers. ",[],{},{"nodeType":1389,"data":2250,"content":2251},{},[],{"nodeType":1329,"data":2253,"content":2254},{},[2255],{"nodeType":1293,"value":2256,"marks":2257,"data":2258},"The power of the Push browser agent",[],{},{"nodeType":1294,"data":2260,"content":2261},{},[2262,2266,2271],{"nodeType":1293,"value":2263,"marks":2264,"data":2265},"You might ask: ",[],{},{"nodeType":1293,"value":2267,"marks":2268,"data":2270},"If it’s so simple, why hasn’t this been done yet?",[2269],{"type":1528},{},{"nodeType":1293,"value":2272,"marks":2273,"data":2274}," Well, before now, there was no good way of doing it! Teams simply didn’t have tools in the right place to be able to capture the level of data needed, or respond effectively (i.e. automatically, at the point of impact). ",[],{},{"nodeType":1294,"data":2276,"content":2277},{},[2278,2282,2290],{"nodeType":1293,"value":2279,"marks":2280,"data":2281},"This is where being in the browser comes into play. The browser is a great place to observe the behavior of a page in real time, without needing to reconstruct decrypted HTTP data post-TLS termination and try to guess what the rendered page in all its Javascript-infused glory actually does, ",[],{},{"nodeType":1344,"data":2283,"content":2285},{"uri":2284},"https://pushsecurity.com/blog/the-web-proxy-is-dead-long-live-the-browser-extension/",[2286],{"nodeType":1293,"value":2287,"marks":2288,"data":2289},"as we’ve blogged about previously",[],{},{"nodeType":1293,"value":2291,"marks":2292,"data":2293},". As we’ve seen through the ability to not only detect but prevent phishing attacks, it’s also a great control enforcement point, as you’re able to intercept the user at the point of impact, and you sit as closely as possible to where their work typically happens – in the browser. ",[],{},{"nodeType":1294,"data":2295,"content":2296},{},[2297],{"nodeType":1293,"value":2298,"marks":2299,"data":2300},"To illustrate how crucial the browser is to implementing controls that sit at the apex of the Pyramid of Pain, we created a modified version designed specifically for identity attacks. ",[],{},{"nodeType":1470,"data":2302,"content":2306},{"target":2303},{"sys":2304},{"id":2305,"type":1475,"linkType":1476},"HrK2xQak6KfjInDbeSgv8",[],{"nodeType":1470,"data":2308,"content":2312},{"target":2309},{"sys":2310},{"id":2311,"type":1475,"linkType":1476},"7kLilJ8Y08smUI9ttM3BSO",[],{"nodeType":1389,"data":2314,"content":2315},{},[],{"nodeType":1329,"data":2317,"content":2318},{},[2319],{"nodeType":1293,"value":2320,"marks":2321,"data":2322},"Conclusion",[],{},{"nodeType":1294,"data":2324,"content":2325},{},[2326],{"nodeType":1293,"value":2327,"marks":2328,"data":2329},"Hopefully, this blog post has shone a light on why we do things the way we do here at Push. The goal of building generic detections that are difficult, painful, and costly for attackers to bypass is a key part of our design strategy, and we look forward to sharing many more controls with you that demonstrate this in the future.",[],{},"Our design philosophy: Detecting what matters","This is the first blog in a short series we’re putting together about the ‘why’ behind the ‘what’ at Push. This entry is focused on threat detection. ","2024-08-05T00:00:00.000Z","our-design-philosophy-detecting-what-matters",{"items":2335},[2336,2338],{"sys":2337,"name":1313},{"id":1312},{"sys":2339,"name":1317},{"id":1316},{"items":2341},[2342],{"fullName":2343,"firstName":2344,"jobTitle":2345,"profilePicture":2346},"Dan Green","Dan","Threat Research",{"url":2347},"https://images.ctfassets.net/y1cdw1ablpvd/7jik1VhFgA3kgzXBXTm2Vw/fcd8c171da644903d0827eafcfbcaad0/Dan_Headshot_2025.png",{"__typename":1321,"sys":2349,"content":2351,"title":3148,"synopsis":3149,"hashTags":118,"publishedDate":3150,"slug":3151,"tagsCollection":3152,"authorsCollection":3160},{"id":2350},"20FcoPvHu7zXkTQyv9MmK0",{"json":2352},{"nodeType":1302,"data":2353,"content":2354},{},[2355,2361,2368,2421,2428,2435,2450,2457,2464,2550,2557,2563,2570,2577,2592,2599,2606,2630,2655,2661,2681,2688,2695,2726,2733,2740,2746,2764,2771,2778,2785,2792,2798,2816,2823,2830,2837,2844,2850,2869,2876,2883,2889,2908,2915,2922,2929,2977,2984,3055,3070,3076,3083,3090,3097,3104,3122,3129],{"nodeType":1470,"data":2356,"content":2360},{"target":2357},{"sys":2358},{"id":2359,"type":1475,"linkType":1476},"7rud2H1hcTAOhxh9zHzxP6",[],{"nodeType":1294,"data":2362,"content":2363},{},[2364],{"nodeType":1293,"value":2365,"marks":2366,"data":2367},"If someone asked you where you work, you probably wouldn’t answer, “My browser.” But that would be the truth.",[],{},{"nodeType":1294,"data":2369,"content":2370},{},[2371,2375,2383,2387,2395,2398,2406,2409,2417],{"nodeType":1293,"value":2372,"marks":2373,"data":2374},"(Threat actors already know where you work, of course, and they’ve been capitalizing on the massive shift to cloud-based workforces. Just look at any of the ",[],{},{"nodeType":1344,"data":2376,"content":2378},{"uri":2377},"https://www.crowdstrike.com/global-threat-report/",[2379],{"nodeType":1293,"value":2380,"marks":2381,"data":2382},"latest",[],{},{"nodeType":1293,"value":2384,"marks":2385,"data":2386}," ",[],{},{"nodeType":1344,"data":2388,"content":2390},{"uri":2389},"https://redcanary.com/threat-detection-report/techniques/cloud-accounts/",[2391],{"nodeType":1293,"value":2392,"marks":2393,"data":2394},"threat",[],{},{"nodeType":1293,"value":2384,"marks":2396,"data":2397},[],{},{"nodeType":1344,"data":2399,"content":2401},{"uri":2400},"https://www.verizon.com/business/resources/reports/dbir/",[2402],{"nodeType":1293,"value":2403,"marks":2404,"data":2405},"research",[],{},{"nodeType":1293,"value":2384,"marks":2407,"data":2408},[],{},{"nodeType":1344,"data":2410,"content":2412},{"uri":2411},"https://www.lab539.com/blog/6-months-tracking-aitm-campaigns",[2413],{"nodeType":1293,"value":2414,"marks":2415,"data":2416},"reports",[],{},{"nodeType":1293,"value":2418,"marks":2419,"data":2420}," on identity-based attacks to see how good a job they’ve been doing.)",[],{},{"nodeType":1294,"data":2422,"content":2423},{},[2424],{"nodeType":1293,"value":2425,"marks":2426,"data":2427},"To get visibility of your infrastructure in order to build a strong detection and response program, the equation used to look something like:",[],{},{"nodeType":1294,"data":2429,"content":2430},{},[2431],{"nodeType":1293,"value":2432,"marks":2433,"data":2434},"Network traffic + Logs + Endpoints = Profit!",[],{},{"nodeType":1294,"data":2436,"content":2437},{},[2438,2442,2447],{"nodeType":1293,"value":2439,"marks":2440,"data":2441},"But now there’s a missing piece, as identity infrastructure sprawls across IdPs, core apps, shadow SaaS and third-party integrations: ",[],{},{"nodeType":1293,"value":2443,"marks":2444,"data":2446},"Browser telemetry",[2445],{"type":1528},{},{"nodeType":1293,"value":2099,"marks":2448,"data":2449},[],{},{"nodeType":1294,"data":2451,"content":2452},{},[2453],{"nodeType":1293,"value":2454,"marks":2455,"data":2456},"As a browser agent, Push is uniquely positioned to provide telemetry you can’t easily get anywhere else. We believe that this missing piece is the key to stopping identity attacks by providing the context both for first-class detections and security controls, as well as key correlations for events you observe in traditional log sources.",[],{},{"nodeType":1294,"data":2458,"content":2459},{},[2460],{"nodeType":1293,"value":2461,"marks":2462,"data":2463},"Now we have a better way to bring Push’s data to life to solve meaningful security challenges:",[],{},{"nodeType":1408,"data":2465,"content":2466},{},[2467,2498],{"nodeType":1412,"data":2468,"content":2469},{},[2470],{"nodeType":1294,"data":2471,"content":2472},{},[2473,2478,2482,2494],{"nodeType":1293,"value":2474,"marks":2475,"data":2477},"Plug-and-play security controls",[2476],{"type":1528},{},{"nodeType":1293,"value":2479,"marks":2480,"data":2481},", accessible from the new ",[],{},{"nodeType":2483,"data":2484,"content":2488},"entry-hyperlink",{"target":2485},{"sys":2486},{"id":2487,"type":1475,"linkType":1476},"BtDLgVZRWQ3Ov4WgDQX1W",[2489],{"nodeType":1293,"value":2490,"marks":2491,"data":2493},"Controls",[2492],{"type":1528},{},{"nodeType":1293,"value":2495,"marks":2496,"data":2497}," page in the Push platform",[],{},{"nodeType":1412,"data":2499,"content":2500},{},[2501],{"nodeType":1294,"data":2502,"content":2503},{},[2504,2509,2513,2521,2525,2533,2537,2546],{"nodeType":1293,"value":2505,"marks":2506,"data":2508},"Choose-your-own-adventure tooling",[2507],{"type":1528},{},{"nodeType":1293,"value":2510,"marks":2511,"data":2512},", including a ",[],{},{"nodeType":1344,"data":2514,"content":2516},{"uri":2515},"https://pushsecurity.redoc.ly/rest-v1/",[2517],{"nodeType":1293,"value":2518,"marks":2519,"data":2520},"REST API",[],{},{"nodeType":1293,"value":2522,"marks":2523,"data":2524},", ",[],{},{"nodeType":1344,"data":2526,"content":2528},{"uri":2527},"https://pushsecurity.redoc.ly/webhooks-v1/",[2529],{"nodeType":1293,"value":2530,"marks":2531,"data":2532},"webhooks",[],{},{"nodeType":1293,"value":2534,"marks":2535,"data":2536},", and a new ",[],{},{"nodeType":1344,"data":2538,"content":2540},{"uri":2539},"/help/audience/administrators/docs/connect-to-siem-or-soar/#using-the-events-page",[2541],{"nodeType":1293,"value":2542,"marks":2543,"data":2545},"Events",[2544],{"type":1528},{},{"nodeType":1293,"value":2547,"marks":2548,"data":2549}," page to help you visualize and build custom detections and automations.",[],{},{"nodeType":1294,"data":2551,"content":2552},{},[2553],{"nodeType":1293,"value":2554,"marks":2555,"data":2556},"Let’s take a closer look.",[],{},{"nodeType":1470,"data":2558,"content":2562},{"target":2559},{"sys":2560},{"id":2561,"type":1475,"linkType":1476},"6iKFd9Qys2SSuNqKVQB7ka",[],{"nodeType":1329,"data":2564,"content":2565},{},[2566],{"nodeType":1293,"value":2567,"marks":2568,"data":2569},"Plug-and-play controls",[],{},{"nodeType":1294,"data":2571,"content":2572},{},[2573],{"nodeType":1293,"value":2574,"marks":2575,"data":2576},"Security visibility without security control is a recipe for a stress headache, so we’re big believers in providing meaningful interventions that are easy to use.",[],{},{"nodeType":1294,"data":2578,"content":2579},{},[2580,2584,2588],{"nodeType":1293,"value":2581,"marks":2582,"data":2583},"With the new ",[],{},{"nodeType":1293,"value":2490,"marks":2585,"data":2587},[2586],{"type":1528},{},{"nodeType":1293,"value":2589,"marks":2590,"data":2591}," page in the Push admin console, you can now find these preconfigured detections and interventions in one place. They cover use cases that any organization can benefit from, and take a unique browser-based approach to solving some thorny issues.",[],{},{"nodeType":1294,"data":2593,"content":2594},{},[2595],{"nodeType":1293,"value":2596,"marks":2597,"data":2598},"These controls include:",[],{},{"nodeType":1393,"data":2600,"content":2601},{},[2602],{"nodeType":1293,"value":2603,"marks":2604,"data":2605},"Phishing tool detection",[],{},{"nodeType":1294,"data":2607,"content":2608},{},[2609,2613,2618,2622,2627],{"nodeType":1293,"value":2610,"marks":2611,"data":2612},"Detect and block when employees visit webpages that use advanced phishing tools such as Evilginx or EvilNoVNC, among others. These adversary-in-the-middle (AitM) toolkits can mimic legitimate login screens, such as an Okta login page, to steal ",[],{},{"nodeType":1293,"value":2614,"marks":2615,"data":2617},"credentials",[2616],{"type":1528},{},{"nodeType":1293,"value":2619,"marks":2620,"data":2621}," and ",[],{},{"nodeType":1293,"value":2623,"marks":2624,"data":2626},"MFA codes",[2625],{"type":1528},{},{"nodeType":1293,"value":2099,"marks":2628,"data":2629},[],{},{"nodeType":1294,"data":2631,"content":2632},{},[2633,2637,2642,2646,2651],{"nodeType":1293,"value":2634,"marks":2635,"data":2636},"Push emits a webhook event when the browser agent detects attributes of these malware. You can also set Push to ",[],{},{"nodeType":1293,"value":2638,"marks":2639,"data":2641},"Warn",[2640],{"type":1528},{},{"nodeType":1293,"value":2643,"marks":2644,"data":2645}," or ",[],{},{"nodeType":1293,"value":2647,"marks":2648,"data":2650},"Block",[2649],{"type":1528},{},{"nodeType":1293,"value":2652,"marks":2653,"data":2654}," mode to display a customizable message to end-users when they encounter a phishing site.",[],{},{"nodeType":1470,"data":2656,"content":2660},{"target":2657},{"sys":2658},{"id":2659,"type":1475,"linkType":1476},"2ylIkR0JXHkFStGuCFRjlN",[],{"nodeType":1294,"data":2662,"content":2663},{},[2664,2668,2678],{"nodeType":1293,"value":2665,"marks":2666,"data":2667},"More about ",[],{},{"nodeType":2483,"data":2669,"content":2673},{"target":2670},{"sys":2671},{"id":2672,"type":1475,"linkType":1476},"7KRnTSnJAbbiho69gNyN0B",[2674],{"nodeType":1293,"value":2675,"marks":2676,"data":2677},"phishing tool detection",[],{},{"nodeType":1293,"value":37,"marks":2679,"data":2680},[],{},{"nodeType":1393,"data":2682,"content":2683},{},[2684],{"nodeType":1293,"value":2685,"marks":2686,"data":2687},"SSO password protection",[],{},{"nodeType":1294,"data":2689,"content":2690},{},[2691],{"nodeType":1293,"value":2692,"marks":2693,"data":2694},"Prevent employees from reusing their corporate SSO password on any page that doesn’t belong to the identity provider, including phishing sites. 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",[],{},{"nodeType":1294,"data":2779,"content":2780},{},[2781],{"nodeType":1293,"value":2782,"marks":2783,"data":2784},"URL blocking can be used in tandem with Push’s anti-phishing controls, so that as you discover malicious sites, you can block them from a central blocklist. This offers a kind of herd immunity where you can block other users from visiting a malicious site as soon as you have a single incident.",[],{},{"nodeType":1294,"data":2786,"content":2787},{},[2788],{"nodeType":1293,"value":2789,"marks":2790,"data":2791},"You can programmatically manage the blocklist using the Push REST API or sync to other threat intelligence sources you consume.",[],{},{"nodeType":1470,"data":2793,"content":2797},{"target":2794},{"sys":2795},{"id":2796,"type":1475,"linkType":1476},"3m00cFiUDAnddsOBOpkeiZ",[],{"nodeType":1294,"data":2799,"content":2800},{},[2801,2804,2813],{"nodeType":1293,"value":2665,"marks":2802,"data":2803},[],{},{"nodeType":2483,"data":2805,"content":2809},{"target":2806},{"sys":2807},{"id":2808,"type":1475,"linkType":1476},"P0coHgQAdRL0YTu4Rwd4z",[2810],{"nodeType":1293,"value":2768,"marks":2811,"data":2812},[],{},{"nodeType":1293,"value":37,"marks":2814,"data":2815},[],{},{"nodeType":1393,"data":2817,"content":2818},{},[2819],{"nodeType":1293,"value":2820,"marks":2821,"data":2822},"Session token theft detection",[],{},{"nodeType":1294,"data":2824,"content":2825},{},[2826],{"nodeType":1293,"value":2827,"marks":2828,"data":2829},"Inject a unique marker provided by the Push browser agent into the User Agent string of sessions that occur in browsers enrolled in Push. ",[],{},{"nodeType":1294,"data":2831,"content":2832},{},[2833],{"nodeType":1293,"value":2834,"marks":2835,"data":2836},"By analyzing logs from your IdP, you can identify activity from the same session that both has the Push marker and that lacks the marker. This can only ever happen when a session is extracted from a browser and maliciously imported into a different browser.",[],{},{"nodeType":1294,"data":2838,"content":2839},{},[2840],{"nodeType":1293,"value":2841,"marks":2842,"data":2843},"This is a high-fidelity signal that a session token has been stolen and is being used.",[],{},{"nodeType":1470,"data":2845,"content":2849},{"target":2846},{"sys":2847},{"id":2848,"type":1475,"linkType":1476},"43rk3TCqN269Vr2YWT4llP",[],{"nodeType":1294,"data":2851,"content":2852},{},[2853,2856,2866],{"nodeType":1293,"value":2665,"marks":2854,"data":2855},[],{},{"nodeType":2483,"data":2857,"content":2861},{"target":2858},{"sys":2859},{"id":2860,"type":1475,"linkType":1476},"1UMZdjyNQt4Y7NBb2wuK4L",[2862],{"nodeType":1293,"value":2863,"marks":2864,"data":2865},"session token theft detection",[],{},{"nodeType":1293,"value":37,"marks":2867,"data":2868},[],{},{"nodeType":1393,"data":2870,"content":2871},{},[2872],{"nodeType":1293,"value":2873,"marks":2874,"data":2875},"App banners",[],{},{"nodeType":1294,"data":2877,"content":2878},{},[2879],{"nodeType":1293,"value":2880,"marks":2881,"data":2882},"Add guardrails to employees’ use of SaaS apps with in-browser app banner messages you customize with your own text. You can require users to acknowledge having read a message before they can access an app, or even require them to submit a reason for using an app before they can log in.",[],{},{"nodeType":1470,"data":2884,"content":2888},{"target":2885},{"sys":2886},{"id":2887,"type":1475,"linkType":1476},"5nEKTBz6mauHI5mg8jB4ea",[],{"nodeType":1294,"data":2890,"content":2891},{},[2892,2895,2905],{"nodeType":1293,"value":2665,"marks":2893,"data":2894},[],{},{"nodeType":2483,"data":2896,"content":2900},{"target":2897},{"sys":2898},{"id":2899,"type":1475,"linkType":1476},"2ZpKnuljaUH0jzVaae4SMN",[2901],{"nodeType":1293,"value":2902,"marks":2903,"data":2904},"app banners",[],{},{"nodeType":1293,"value":37,"marks":2906,"data":2907},[],{},{"nodeType":1329,"data":2909,"content":2910},{},[2911],{"nodeType":1293,"value":2912,"marks":2913,"data":2914},"Choose your own adventure",[],{},{"nodeType":1294,"data":2916,"content":2917},{},[2918],{"nodeType":1293,"value":2919,"marks":2920,"data":2921},"Want to do something creative? We've got you covered. Push provides a wealth of raw telemetry via the Push REST API and webhook events. Use this data to build both proactive and reactive security operations workflows, or add missing context to other sources, such as your IdP, application, or endpoint logs.",[],{},{"nodeType":1294,"data":2923,"content":2924},{},[2925],{"nodeType":1293,"value":2926,"marks":2927,"data":2928},"You can use this browser telemetry to:",[],{},{"nodeType":1408,"data":2930,"content":2931},{},[2932,2947,2962],{"nodeType":1412,"data":2933,"content":2934},{},[2935],{"nodeType":1294,"data":2936,"content":2937},{},[2938,2943],{"nodeType":1293,"value":2939,"marks":2940,"data":2942},"Harden identities and reduce account compromise",[2941],{"type":1528},{},{"nodeType":1293,"value":2944,"marks":2945,"data":2946},", such as alerting you when passwords are identified in public data breaches or when employees are using an unapproved app or when an SSO app is accessed via local account.",[],{},{"nodeType":1412,"data":2948,"content":2949},{},[2950],{"nodeType":1294,"data":2951,"content":2952},{},[2953,2958],{"nodeType":1293,"value":2954,"marks":2955,"data":2957},"Monitor for suspicious activity or high-risk changes",[2956],{"type":1528},{},{"nodeType":1293,"value":2959,"marks":2960,"data":2961},", such as checking for MFA method changes, or flagging when employees reuse corporate SSO passwords or visit sites running phishing malware.",[],{},{"nodeType":1412,"data":2963,"content":2964},{},[2965],{"nodeType":1294,"data":2966,"content":2967},{},[2968,2973],{"nodeType":1293,"value":2969,"marks":2970,"data":2972},"Investigate indicators of compromise",[2971],{"type":1528},{},{"nodeType":1293,"value":2974,"marks":2975,"data":2976},", such as correlating login events with platform logs, searching for recent signups to risky apps, or identifying post-compromise lateral movement opportunities.",[],{},{"nodeType":1294,"data":2978,"content":2979},{},[2980],{"nodeType":1293,"value":2981,"marks":2982,"data":2983},"In the “make my life easier” category, you can also use Push telemetry to:",[],{},{"nodeType":1408,"data":2985,"content":2986},{},[2987,3006,3025,3040],{"nodeType":1412,"data":2988,"content":2989},{},[2990],{"nodeType":1294,"data":2991,"content":2992},{},[2993,2997,3002],{"nodeType":1293,"value":2994,"marks":2995,"data":2996},"Automate a workflow ",[],{},{"nodeType":1293,"value":2998,"marks":2999,"data":3001},"showing you all the accounts and apps used by an offboarded employee",[3000],{"type":1528},{},{"nodeType":1293,"value":3003,"marks":3004,"data":3005},", and their account login methods.",[],{},{"nodeType":1412,"data":3007,"content":3008},{},[3009],{"nodeType":1294,"data":3010,"content":3011},{},[3012,3016,3021],{"nodeType":1293,"value":3013,"marks":3014,"data":3015},"Automate a workflow to",[],{},{"nodeType":1293,"value":3017,"marks":3018,"data":3020}," revoke licenses on SaaS after a period of inactivity",[3019],{"type":1528},{},{"nodeType":1293,"value":3022,"marks":3023,"data":3024},", saving money.",[],{},{"nodeType":1412,"data":3026,"content":3027},{},[3028],{"nodeType":1294,"data":3029,"content":3030},{},[3031,3036],{"nodeType":1293,"value":3032,"marks":3033,"data":3035},"Build an approved apps list in your company wiki",[3034],{"type":1528},{},{"nodeType":1293,"value":3037,"marks":3038,"data":3039},", synced from Push’s source of truth.",[],{},{"nodeType":1412,"data":3041,"content":3042},{},[3043],{"nodeType":1294,"data":3044,"content":3045},{},[3046,3051],{"nodeType":1293,"value":3047,"marks":3048,"data":3050},"Force-reset an IdP password if Push finds a compromised password",[3049],{"type":1528},{},{"nodeType":1293,"value":3052,"marks":3053,"data":3054}," on an employee account.",[],{},{"nodeType":1294,"data":3056,"content":3057},{},[3058,3062,3066],{"nodeType":1293,"value":3059,"marks":3060,"data":3061},"To help you visualize and plan how you will use this telemetry, Push also provides an ",[],{},{"nodeType":1293,"value":2542,"marks":3063,"data":3065},[3064],{"type":1528},{},{"nodeType":1293,"value":3067,"marks":3068,"data":3069}," page in the admin console with a rolling 7-day snapshot of all the events in your environment.",[],{},{"nodeType":1470,"data":3071,"content":3075},{"target":3072},{"sys":3073},{"id":3074,"type":1475,"linkType":1476},"2a3bJ5sN8dJ0c1kQtZiag7",[],{"nodeType":1294,"data":3077,"content":3078},{},[3079],{"nodeType":1293,"value":3080,"marks":3081,"data":3082},"The Events page can help you see real-world examples, understand the attributes of each event, and gauge event volume before you ingest data into a SIEM or other platform.",[],{},{"nodeType":1329,"data":3084,"content":3085},{},[3086],{"nodeType":1293,"value":3087,"marks":3088,"data":3089},"What if you don’t have a SIEM?",[],{},{"nodeType":1294,"data":3091,"content":3092},{},[3093],{"nodeType":1293,"value":3094,"marks":3095,"data":3096},"While you’d need a SIEM for writing detections and performing log correlations, you can still get a lot of value out of Push telemetry if you don’t have one.",[],{},{"nodeType":1294,"data":3098,"content":3099},{},[3100],{"nodeType":1293,"value":3101,"marks":3102,"data":3103},"Use Push’s webhook events to send alerts directly to your Slack, Teams, or other chat platform, or build workflows that hook into your ticketing system or SOAR platform.",[],{},{"nodeType":1294,"data":3105,"content":3106},{},[3107,3111,3118],{"nodeType":1293,"value":3108,"marks":3109,"data":3110},"Review our ",[],{},{"nodeType":1344,"data":3112,"content":3113},{"uri":2527},[3114],{"nodeType":1293,"value":3115,"marks":3116,"data":3117},"webhooks documentation",[],{},{"nodeType":1293,"value":3119,"marks":3120,"data":3121}," for a list of events.",[],{},{"nodeType":1329,"data":3123,"content":3124},{},[3125],{"nodeType":1293,"value":3126,"marks":3127,"data":3128},"Find out more",[],{},{"nodeType":1294,"data":3130,"content":3131},{},[3132,3136,3144],{"nodeType":1293,"value":3133,"marks":3134,"data":3135},"If you want to see Push in action, ",[],{},{"nodeType":1344,"data":3137,"content":3139},{"uri":3138},"/demo/",[3140],{"nodeType":1293,"value":3141,"marks":3142,"data":3143},"book a demo",[],{},{"nodeType":1293,"value":3145,"marks":3146,"data":3147},". We’ll be happy to show you these features, along with how we discover all the apps your employees are using — even the ones not behind SSO.",[],{},"Introducing set-and-forget controls that stop real-world identity attacks","Enable detections and interventions in the browser using Push’s new security controls.","2024-07-02T00:00:00.000Z","introducing-set-and-forget-controls-that-stop-real-world-identity-attacks",{"items":3153},[3154,3158],{"sys":3155,"name":3157},{"id":3156},"5jk0kqjSdSK2L0YiistQjY","Release notes",{"sys":3159,"name":1313},{"id":1312},{"items":3161},[3162],{"fullName":3163,"firstName":3164,"jobTitle":1669,"profilePicture":3165},"Kelly Davenport","Kelly",{"url":3166},"https://images.ctfassets.net/y1cdw1ablpvd/1hi8bEuVfn5sF57LivAq6d/9a3b82426c697d765e2e450e33a18424/kelly_profile_pic.jpeg",{"items":3168},[3169],{"fullName":3170,"firstName":3171,"jobTitle":3172,"profilePicture":3173},"Luke Jennings","Luke","Vice President, R&D",{"url":3174},"https://images.ctfassets.net/y1cdw1ablpvd/4Hosb4zKi1dA0PUyDLMe1h/27e09d894861f2196ba794037986fb08/T016S22KZ96-U02NVQM7ZD4-57761d542d83-512.jpeg",{"json":3176,"links":3858},{"nodeType":1302,"data":3177,"content":3178},{},[3179,3186,3205,3238,3245,3251,3258,3265,3298,3305,3312,3319,3326,3333,3340,3347,3354,3361,3368,3375,3382,3389,3396,3403,3410,3417,3423,3429,3436,3443,3450,3457,3463,3470,3477,3496,3503,3523,3529,3536,3543,3550,3557,3563,3570,3577,3584,3591,3598,3604,3610,3617,3624,3631,3638,3645,3652,3658,3665,3672,3679,3686,3693,3699,3705,3712,3719,3726,3732,3739,3746,3753,3759,3766,3772,3779,3785,3803,3821,3828,3846,3852],{"nodeType":1329,"data":3180,"content":3181},{},[3182],{"nodeType":1293,"value":3183,"marks":3184,"data":3185},"Picking up where we left off...",[],{},{"nodeType":1294,"data":3187,"content":3188},{},[3189,3193,3201],{"nodeType":1293,"value":3190,"marks":3191,"data":3192},"In our previous ",[],{},{"nodeType":1344,"data":3194,"content":3195},{"uri":1875},[3196],{"nodeType":1293,"value":3197,"marks":3198,"data":3200},"blog post",[3199],{"type":1352},{},{"nodeType":1293,"value":3202,"marks":3203,"data":3204},", we looked at a range of techniques implemented by a then-recent instance of the NakedPages AiTM phishing kit for evading detection. The techniques covered previously were mostly intended to make two detection strategies for defenders much more difficult:",[],{},{"nodeType":1408,"data":3206,"content":3207},{},[3208,3223],{"nodeType":1412,"data":3209,"content":3210},{},[3211],{"nodeType":1294,"data":3212,"content":3213},{},[3214,3219],{"nodeType":1293,"value":3215,"marks":3216,"data":3218},"Writing toolkit signatures",[3217],{"type":1528},{},{"nodeType":1293,"value":3220,"marks":3221,"data":3222},": Through heavy use of randomization, constantly changing hosting domains/IPs, legitimate hosting options etc., it becomes very difficult for defenders to maintain effective signatures to detect either generic phishing kit code or where they are hosted.",[],{},{"nodeType":1412,"data":3224,"content":3225},{},[3226],{"nodeType":1294,"data":3227,"content":3228},{},[3229,3234],{"nodeType":1293,"value":3230,"marks":3231,"data":3233},"Automating dynamic analysis",[3232],{"type":1528},{},{"nodeType":1293,"value":3235,"marks":3236,"data":3237},": Similarly to sandbox evasion for malware, phishing kits are designed to evade automated discovery and analysis, e.g. by using Cloudflare Turnstile bot detection, and requiring legitimate browser interaction and JavaScript execution in order for execution flow to reach the malicious phishing functionality.",[],{},{"nodeType":1294,"data":3239,"content":3240},{},[3241],{"nodeType":1293,"value":3242,"marks":3243,"data":3244},"In this blog post, we're diving deeper into a specific category of signature-based detection and how attackers are getting around them: Login page signatures. ",[],{},{"nodeType":1470,"data":3246,"content":3250},{"target":3247},{"sys":3248},{"id":3249,"type":1475,"linkType":1476},"1aaDMth4Cxv6CMT0PJW5py",[],{"nodeType":1329,"data":3252,"content":3253},{},[3254],{"nodeType":1293,"value":3255,"marks":3256,"data":3257},"Login page signatures 101",[],{},{"nodeType":1294,"data":3259,"content":3260},{},[3261],{"nodeType":1293,"value":3262,"marks":3263,"data":3264},"The overwhelming majority of common AiTM phishing kits in the wild now are targeting the most dominant identity providers (IdPs), such as Microsoft Entra or Google Workspace. They typically emulate the login pages of these platforms to ensure the victim uses the correct password and MFA factor and completes the login process, so the attacker can steal the valid session.",[],{},{"nodeType":1294,"data":3266,"content":3267},{},[3268,3272,3277,3280,3285,3289,3294],{"nodeType":1293,"value":3269,"marks":3270,"data":3271},"As a result, security product vendors are naturally looking to move away from unreliable detections based on signaturing ever-changing phishing kits, toward detecting login pages that ",[],{},{"nodeType":1293,"value":3273,"marks":3274,"data":3276},"look like",[3275],{"type":1528},{},{"nodeType":1293,"value":2384,"marks":3278,"data":3279},[],{},{"nodeType":1293,"value":3281,"marks":3282,"data":3284},"Microsoft Entra, Google Workspace",[3283],{"type":1528},{},{"nodeType":1293,"value":3286,"marks":3287,"data":3288}," (or any other common IdP) ",[],{},{"nodeType":1293,"value":3290,"marks":3291,"data":3293},"but are not hosted on the official domains",[3292],{"type":1528},{},{"nodeType":1293,"value":3295,"marks":3296,"data":3297},". The benefit here is that you’re focusing on a fixed, known target, rather than a constantly moving one (e.g. phishing kit codebases).",[],{},{"nodeType":1294,"data":3299,"content":3300},{},[3301],{"nodeType":1293,"value":3302,"marks":3303,"data":3304},"However, attackers have managed to stay one step ahead and are already using a wide range of techniques to break these detections and counter the countermeasures.",[],{},{"nodeType":1329,"data":3306,"content":3307},{},[3308],{"nodeType":1293,"value":3309,"marks":3310,"data":3311},"Signature evasion strategies",[],{},{"nodeType":1294,"data":3313,"content":3314},{},[3315],{"nodeType":1293,"value":3316,"marks":3317,"data":3318},"Well, like most good ideas, someone else has already had it — many phishing kits pre-emptively take steps to evade detections based on login page signatures. The specific evasion techniques used are a useful insight into what detection techniques are out there and are needing to be circumvented. ",[],{},{"nodeType":1294,"data":3320,"content":3321},{},[3322],{"nodeType":1293,"value":3323,"marks":3324,"data":3325},"Before we delve into the specific examples, let’s first consider the general strategies for this: document object model (DOM) obfuscation, and visual obfuscation. ",[],{},{"nodeType":1393,"data":3327,"content":3328},{},[3329],{"nodeType":1293,"value":3330,"marks":3331,"data":3332},"DOM obfuscation",[],{},{"nodeType":1294,"data":3334,"content":3335},{},[3336],{"nodeType":1293,"value":3337,"marks":3338,"data":3339},"This is the more traditional evasion approach. The goal for an attacker is to have a login page that is visually identical to the real page when viewed with the human eye. ",[],{},{"nodeType":1294,"data":3341,"content":3342},{},[3343],{"nodeType":1293,"value":3344,"marks":3345,"data":3346},"But that doesn’t mean the underlying DOM (or loaded HTML, CSS, and JS code) needs to be the same, or even similar, to the real login page. It’s possible to  construct a completely different DOM that ensures the same visual output with a very different underlying code. ",[],{},{"nodeType":1294,"data":3348,"content":3349},{},[3350],{"nodeType":1293,"value":3351,"marks":3352,"data":3353},"It’s also possible to use dynamic modification techniques to ensure the DOM changes during execution to frustrate fixed point-in-time analysis controls, like those that may be used by web proxies.  ",[],{},{"nodeType":1393,"data":3355,"content":3356},{},[3357],{"nodeType":1293,"value":3358,"marks":3359,"data":3360},"Visual obfuscation",[],{},{"nodeType":1294,"data":3362,"content":3363},{},[3364],{"nodeType":1293,"value":3365,"marks":3366,"data":3367},"With the ever-increasing capabilities of machine learning (ML) and other artificial intelligence (AI) technologies, we don’t just have to look at the underlying code and text signatures anymore. There are a range of computer vision based techniques that can be used to simulate a more human approach to assessing if a login page matches another example. ",[],{},{"nodeType":1294,"data":3369,"content":3370},{},[3371],{"nodeType":1293,"value":3372,"marks":3373,"data":3374},"Therefore, another approach to defeat login page signatures would be to perform visual obfuscation techniques that can frustrate computer vision-based detections, while still fooling a human user.",[],{},{"nodeType":1329,"data":3376,"content":3377},{},[3378],{"nodeType":1293,"value":3379,"marks":3380,"data":3381},"DOM obfuscation techniques",[],{},{"nodeType":1294,"data":3383,"content":3384},{},[3385],{"nodeType":1293,"value":3386,"marks":3387,"data":3388},"For consistency, we’re going to focus on Microsoft login phishing kits as they are the most common (by far), but we’ll pick from some different samples we’ve observed. Let’s start with a few examples of DOM obfuscation we have seen in the wild:",[],{},{"nodeType":1393,"data":3390,"content":3391},{},[3392],{"nodeType":1293,"value":3393,"marks":3394,"data":3395},"#1 – DOM structure change",[],{},{"nodeType":1294,"data":3397,"content":3398},{},[3399],{"nodeType":1293,"value":3400,"marks":3401,"data":3402},"If an attacker were to simply clone Microsoft’s login page, then we’d expect to see a very similar (if not identical) DOM structure, right? After all, the simplest way to emulate a web page visually is either to copy the HTML directly or transparently proxy requests to the real target with minimal changes, as tools like Evilginx do. This would make detection far simpler as we’d have a known code structure to look for. ",[],{},{"nodeType":1294,"data":3404,"content":3405},{},[3406],{"nodeType":1293,"value":3407,"marks":3408,"data":3409},"Unfortunately, it’s pretty common for attackers to deliberately use a completely different DOM structure for something that’s almost identical to the eye. It takes a lot more effort to implement this and so the reason for it is almost certainly to avoid this detection technique.  ",[],{},{"nodeType":1294,"data":3411,"content":3412},{},[3413],{"nodeType":1293,"value":3414,"marks":3415,"data":3416},"Check out the examples below to see a high-level interpretation of the DOM structure for a legitimate Microsoft login page and one phishing example. You can see how they are visually very similar, but radically different from one another when looking at DOM code:",[],{},{"nodeType":1470,"data":3418,"content":3422},{"target":3419},{"sys":3420},{"id":3421,"type":1475,"linkType":1476},"4amv144ZzTBmd9ssh66kkr",[],{"nodeType":1470,"data":3424,"content":3428},{"target":3425},{"sys":3426},{"id":3427,"type":1475,"linkType":1476},"2gC49b2f2Th4wAEWLPvAnL",[],{"nodeType":1393,"data":3430,"content":3431},{},[3432],{"nodeType":1293,"value":3433,"marks":3434,"data":3435},"#2 – Randomizing page titles",[],{},{"nodeType":1294,"data":3437,"content":3438},{},[3439],{"nodeType":1293,"value":3440,"marks":3441,"data":3442},"The HTML page title is one very specific place to check for similarity. For Microsoft, it can change slightly depending on the service, but if we use Outlook as an example then the page title is “Sign in to Outlook”. This also has a favicon of the Microsoft logo (another issue we’ll visit later in the article). \n\nIt’s unsurprising that attackers are randomizing the page title to evade basic detections – how many users would really notice any difference?",[],{},{"nodeType":1294,"data":3444,"content":3445},{},[3446],{"nodeType":1293,"value":3447,"marks":3448,"data":3449},"Some kits, such as the NakedPages case study we looked at in the previous article, use purely randomized alphanumeric text. Others use english words that may seem innocuous if a user does inspect them, but are in fact randomized between iterations to ensure any one set that is flagged will not completely block the phishing kit from operating. ",[],{},{"nodeType":1294,"data":3451,"content":3452},{},[3453],{"nodeType":1293,"value":3454,"marks":3455,"data":3456},"For example, see three refreshed examples of the same phishing kit below when compared with the legitimate Outlook login page title next to it.",[],{},{"nodeType":1470,"data":3458,"content":3462},{"target":3459},{"sys":3460},{"id":3461,"type":1475,"linkType":1476},"2KuHCssISCeGYeZNC005pV",[],{"nodeType":1393,"data":3464,"content":3465},{},[3466],{"nodeType":1293,"value":3467,"marks":3468,"data":3469},"#3 – Desktop control techniques (e.g. NoVNC)",[],{},{"nodeType":1294,"data":3471,"content":3472},{},[3473],{"nodeType":1293,"value":3474,"marks":3475,"data":3476},"The most common AiTM phishing technique is some form of a web proxy method, where the victim interacts with a legitimate website that is proxying certain requests to the real backend. However, this is not the only method. Some tools utilize a Browser-in-the-Middle (BiTM) technique that involves using desktop sharing technologies to remotely control an attacker’s browser instead. ",[],{},{"nodeType":1294,"data":3478,"content":3479},{},[3480,3484,3493],{"nodeType":1293,"value":3481,"marks":3482,"data":3483},"If you want to know more about this, check out our ",[],{},{"nodeType":1344,"data":3485,"content":3487},{"uri":3486},"https://pushsecurity.com/blog/phishing-2-0-how-phishing-toolkits-are-evolving-with-aitm/",[3488],{"nodeType":1293,"value":3489,"marks":3490,"data":3492},"previous article on AiTM phishing",[3491],{"type":1352},{},{"nodeType":1293,"value":2099,"marks":3494,"data":3495},[],{},{"nodeType":1294,"data":3497,"content":3498},{},[3499],{"nodeType":1293,"value":3500,"marks":3501,"data":3502},"The upside of this for an attacker is that the website is actually completely different from the target website under the hood. If anything, it just looks like any other website making use of similar technologies like NoVNC.",[],{},{"nodeType":1294,"data":3504,"content":3505},{},[3506,3510,3519],{"nodeType":1293,"value":3507,"marks":3508,"data":3509},"For example, see the following screenshot example of using the open-source BiTM tool, ",[],{},{"nodeType":1344,"data":3511,"content":3513},{"uri":3512},"https://github.com/JoelGMSec/EvilnoVNC",[3514],{"nodeType":1293,"value":3515,"marks":3516,"data":3518},"EvilNoVNC",[3517],{"type":1352},{},{"nodeType":1293,"value":3520,"marks":3521,"data":3522},". You can see how the underlying HTML and DOM are completely different due to the use of this technique, with effectively the entire page just being an HTML canvas element that is rendered like a video.",[],{},{"nodeType":1470,"data":3524,"content":3528},{"target":3525},{"sys":3526},{"id":3527,"type":1475,"linkType":1476},"60Jt2P0ip14ycdtS9qLPhc",[],{"nodeType":1393,"data":3530,"content":3531},{},[3532],{"nodeType":1293,"value":3533,"marks":3534,"data":3535},"#4 – Dynamic text decoding",[],{},{"nodeType":1294,"data":3537,"content":3538},{},[3539],{"nodeType":1293,"value":3540,"marks":3541,"data":3542},"Sometimes there may be very specific strings that detection tools might try to signature on. Let’s use the example of text that appears visually on the login page. While most login text can be pretty generic, e.g. “Sign in”, that’s not always the case. To appear authentic, it’s better for an attacker to keep it the same, but that leaves it vulnerable to signature detection. ",[],{},{"nodeType":1294,"data":3544,"content":3545},{},[3546],{"nodeType":1293,"value":3547,"marks":3548,"data":3549},"For example, the placeholder text on Microsoft’s login page is “Email, phone, or Skype”. Particularly given Microsoft’s historical acquisition of Skype, this is actually a pretty specific piece of text that you won’t usually find in the username field of a login page very often. ",[],{},{"nodeType":1294,"data":3551,"content":3552},{},[3553],{"nodeType":1293,"value":3554,"marks":3555,"data":3556},"So how do you keep this text but make it harder to signature on? Well you fall back to classic decoding techniques to avoid static signatures. In this case, that is decoded from base64 using JavaScript’s atob() function in order to load that text dynamically during execution rather than have it statically within the HTML. This makes it harder to create a signature using common point-in-time static analysis techniques.",[],{},{"nodeType":1470,"data":3558,"content":3562},{"target":3559},{"sys":3560},{"id":3561,"type":1475,"linkType":1476},"1PymaE09il5CubFvwSfLqW",[],{"nodeType":1393,"data":3564,"content":3565},{},[3566],{"nodeType":1293,"value":3567,"marks":3568,"data":3569},"#5 – Image element obfuscation",[],{},{"nodeType":1294,"data":3571,"content":3572},{},[3573],{"nodeType":1293,"value":3574,"marks":3575,"data":3576},"We’re starting to shift towards more visual-based obfuscation elements now, but first let’s cover  an interesting example that straddles the two.",[],{},{"nodeType":1294,"data":3578,"content":3579},{},[3580],{"nodeType":1293,"value":3581,"marks":3582,"data":3583},"Many login pages will have very clear examples of vendor logos present in specific locations and elements as part of a login page. This is a huge part of an authentic visual experience and so attackers would like to keep them there. However, as defenders we could specifically look for these elements, both for pure structural matching techniques or as a pre-processing step for visual matching techniques later (e.g. visually matching a logo, rather than the entire page). ",[],{},{"nodeType":1294,"data":3585,"content":3586},{},[3587],{"nodeType":1293,"value":3588,"marks":3589,"data":3590},"For this reason, attackers might want to obfuscate this aspect in order to make it difficult to match or locate the images used within the login page, while still ensuring they appear visually identical to a user.",[],{},{"nodeType":1294,"data":3592,"content":3593},{},[3594],{"nodeType":1293,"value":3595,"marks":3596,"data":3597},"Below, we can see a comparison of a legitimate Microsoft login page and a phishing kit. You can see how in the original a standard HTML \u003Cimg> element of a specific size and name are used. In comparison, our phishing kit has replaced this with a \u003Cdiv> element of a different size and made use of background image styling to ensure the \u003Cdiv> ends up with the same visual appearance despite the structural differences.",[],{},{"nodeType":1470,"data":3599,"content":3603},{"target":3600},{"sys":3601},{"id":3602,"type":1475,"linkType":1476},"4MvwXZDjMA56ZYSdjKpu9R",[],{"nodeType":1470,"data":3605,"content":3609},{"target":3606},{"sys":3607},{"id":3608,"type":1475,"linkType":1476},"6tNMjTvHuAWkuK0x7ZEgKr",[],{"nodeType":1329,"data":3611,"content":3612},{},[3613],{"nodeType":1293,"value":3614,"marks":3615,"data":3616},"Visual obfuscation techniques",[],{},{"nodeType":1294,"data":3618,"content":3619},{},[3620],{"nodeType":1293,"value":3621,"marks":3622,"data":3623},"As if that wasn’t enough, let’s move on to some visual obfuscation techniques that attackers are also using.",[],{},{"nodeType":1393,"data":3625,"content":3626},{},[3627],{"nodeType":1293,"value":3628,"marks":3629,"data":3630},"#6 – Favicon changes",[],{},{"nodeType":1294,"data":3632,"content":3633},{},[3634],{"nodeType":1293,"value":3635,"marks":3636,"data":3637},"We effectively saw this earlier when speaking about HTML page title randomization. The favicon is also an easy place to look for the obvious use of vendor logos. How many legitimate websites are going to have the Microsoft logo as their favicon? If they do, they may quickly end up with a cease and desist letter!",[],{},{"nodeType":1294,"data":3639,"content":3640},{},[3641],{"nodeType":1293,"value":3642,"marks":3643,"data":3644},"Favicons also render at a fixed size, so if an attacker wants to ensure that the Microsoft logo appears as the favicon for their page, it gives defenders a fixed target to perform image recognition against for cloned logos. ",[],{},{"nodeType":1294,"data":3646,"content":3647},{},[3648],{"nodeType":1293,"value":3649,"marks":3650,"data":3651},"In this phishing kit example, it looks like the authors have decided they are better off just leaving the favicon empty to avoid being vulnerable to this detection technique.",[],{},{"nodeType":1470,"data":3653,"content":3657},{"target":3654},{"sys":3655},{"id":3656,"type":1475,"linkType":1476},"7FknWWF9ri9eZvu8Prhkd5",[],{"nodeType":1393,"data":3659,"content":3660},{},[3661],{"nodeType":1293,"value":3662,"marks":3663,"data":3664},"#7 – Blurred background images",[],{},{"nodeType":1294,"data":3666,"content":3667},{},[3668],{"nodeType":1293,"value":3669,"marks":3670,"data":3671},"Ok, this is a pretty clever one. Let’s say as a defender we wanted to perform sophisticated image recognition techniques to detect websites that look visually very similar to Microsoft’s login page overall. There may be many challenges around rendering resolution etc to deal with but conceptually we could look to match on the whole page. ",[],{},{"nodeType":1294,"data":3673,"content":3674},{},[3675],{"nodeType":1293,"value":3676,"marks":3677,"data":3678},"However, if an attacker makes a substantial visual change to the page that still appears authentic then this would prevent the technique from operating effectively. One common graphic design method used when a modal pops up is to blur the background. Some phishing kits use similar techniques on their login pages with a variety of different background images that are derived from legitimate Microsoft sources. ",[],{},{"nodeType":1294,"data":3680,"content":3681},{},[3682],{"nodeType":1293,"value":3683,"marks":3684,"data":3685},"The first time you see this, it’s easy to think you’ve seen this a hundred times before. It just seems very familiar and authentic… except it’s not. The real login page has a blank background. Therefore, any algorithms looking for visual similarity of the overall page are not going to match because they are actually radically different. ",[],{},{"nodeType":1294,"data":3687,"content":3688},{},[3689],{"nodeType":1293,"value":3690,"marks":3691,"data":3692},"This is a trick on the human brain and the way we interpret images, not a trick on a computer vision algorithm. Take a look at the phishing example and the real Microsoft login page below:",[],{},{"nodeType":1470,"data":3694,"content":3698},{"target":3695},{"sys":3696},{"id":3697,"type":1475,"linkType":1476},"6KnrHECqltSOgSCGHIjYEL",[],{"nodeType":1470,"data":3700,"content":3704},{"target":3701},{"sys":3702},{"id":3703,"type":1475,"linkType":1476},"1nb6K1MyBkON2eBHk1365B",[],{"nodeType":1393,"data":3706,"content":3707},{},[3708],{"nodeType":1293,"value":3709,"marks":3710,"data":3711},"#8 – Logo substitution",[],{},{"nodeType":1294,"data":3713,"content":3714},{},[3715],{"nodeType":1293,"value":3716,"marks":3717,"data":3718},"You might have noticed one other change with the previous image – the logo that was used. We saw earlier how some phishing kits make it harder to identify individual logos within an image through DOM obfuscation techniques. However, the other approach is to substitute logos for similar ones that give a sense of authenticity to the user but are visually completely different.",[],{},{"nodeType":1294,"data":3720,"content":3721},{},[3722],{"nodeType":1293,"value":3723,"marks":3724,"data":3725},"In this case, the phishing kit has chosen to use the newer purple hexagon Microsoft 365 logo in place of the standard Microsoft logo on the login page. Users will no doubt be familiar with this logo as belonging to Microsoft and so it still gives the sense of authenticity. A computer vision algorithm looking to match the original logo won’t know that though!",[],{},{"nodeType":1470,"data":3727,"content":3731},{"target":3728},{"sys":3729},{"id":3730,"type":1475,"linkType":1476},"5o1WRmupkYPr9QmeQUf5uF",[],{"nodeType":1393,"data":3733,"content":3734},{},[3735],{"nodeType":1293,"value":3736,"marks":3737,"data":3738},"#9 - Sub-image obfuscation",[],{},{"nodeType":1294,"data":3740,"content":3741},{},[3742],{"nodeType":1293,"value":3743,"marks":3744,"data":3745},"Ok, so let’s say an attacker wants to use the real logo and they’ve even used the image element obfuscation method we saw earlier to dynamically set the image as a background image for a \u003Cdiv> element. ",[],{},{"nodeType":1294,"data":3747,"content":3748},{},[3749],{"nodeType":1293,"value":3750,"marks":3751,"data":3752},"However, it’s not impossible for these images to be isolated and analyzed. Perhaps a defender might enumerate all divs, compute the background images and analyze them all. We can see an example of using code to do this to determine the image used by a \u003Cdiv> element in a phishing kit below:",[],{},{"nodeType":1470,"data":3754,"content":3758},{"target":3755},{"sys":3756},{"id":3757,"type":1475,"linkType":1476},"79e7r8I5p0Nh9hpqrRs9eJ",[],{"nodeType":1294,"data":3760,"content":3761},{},[3762],{"nodeType":1293,"value":3763,"marks":3764,"data":3765},"This gives us the base64 image data that was set as the background image. However, if we look at that image data directly we see it’s an obfuscated form of the image, even though it displays correctly when properly cropped as it’s embedded in the overall page:",[],{},{"nodeType":1470,"data":3767,"content":3771},{"target":3768},{"sys":3769},{"id":3770,"type":1475,"linkType":1476},"jXlXRHrezWsZ27CiQIyBO",[],{"nodeType":1294,"data":3773,"content":3774},{},[3775],{"nodeType":1293,"value":3776,"marks":3777,"data":3778},"This makes it harder for a visual algorithm to match the logo as it’s clearly not exactly the same. Instead, careful construction of the div and related DOM has ensured that these obfuscated edge pieces do not show visually to the user.",[],{},{"nodeType":1329,"data":3780,"content":3781},{},[3782],{"nodeType":1293,"value":2320,"marks":3783,"data":3784},[],{},{"nodeType":1294,"data":3786,"content":3787},{},[3788,3792,3799],{"nodeType":1293,"value":3789,"marks":3790,"data":3791},"In ",[],{},{"nodeType":1344,"data":3793,"content":3794},{"uri":1875},[3795],{"nodeType":1293,"value":3796,"marks":3797,"data":3798},"our previous article",[],{},{"nodeType":1293,"value":3800,"marks":3801,"data":3802},", we looked at a higher level set of techniques used by phishing kits to avoid detection. In this article, we’ve dived deeper into one particular strategy of breaking login page signatures and have shown how, even inside of this one strategy, there are many different sub-techniques being used to evade common detections.",[],{},{"nodeType":1294,"data":3804,"content":3805},{},[3806,3810,3817],{"nodeType":1293,"value":3807,"marks":3808,"data":3809},"Looking at the evasion techniques discussed here and in ",[],{},{"nodeType":1344,"data":3811,"content":3812},{"uri":1875},[3813],{"nodeType":1293,"value":3814,"marks":3815,"data":3816},"Part 1",[],{},{"nodeType":1293,"value":3818,"marks":3819,"data":3820},", it’s pretty clear that attackers are consciously looking to bypass automated detection techniques typically implemented through either web traffic analysis (using a web proxy inspection tool or Secure Web Gateway) or website sandboxing (for example link analysis provided by an email security appliance).",[],{},{"nodeType":1294,"data":3822,"content":3823},{},[3824],{"nodeType":1293,"value":3825,"marks":3826,"data":3827},"On a positive note, this shows us that (at least some) detection tools are trending upwards on the Pyramid of Pain — moving away from nearly pointless signatures like IP addresses and domains towards more in-depth detections of specific tool techniques. Though it’s also fair to say that, in this cat-and-mouse game, it seems the attackers are maintaining the advantage. This may be because these detection technologies are widely available, and attackers can test their kits against these tools and change them just enough to bypass them.",[],{},{"nodeType":1294,"data":3829,"content":3830},{},[3831,3835,3843],{"nodeType":1293,"value":3832,"marks":3833,"data":3834},"If you’re interested in how Push is able to detect these attacks despite all these ever evolving evasion techniques by using browser telemetry and evaluating user interaction with these kits — ",[],{},{"nodeType":1344,"data":3836,"content":3838},{"uri":3837},"https://pushsecurity.com/blog/detecting-and-blocking-phishing-attacks-in-the-browser/",[3839],{"nodeType":1293,"value":3840,"marks":3841,"data":3842},"take a look at how we do phishing detection.",[],{},{"nodeType":1293,"value":37,"marks":3844,"data":3845},[],{},{"nodeType":1470,"data":3847,"content":3851},{"target":3848},{"sys":3849},{"id":3850,"type":1475,"linkType":1476},"6H8HmAmYiGvs3T7kQLA4dd",[],{"nodeType":1294,"data":3853,"content":3854},{},[3855],{"nodeType":1293,"value":37,"marks":3856,"data":3857},[],{},{"entries":3859},{"hyperlink":3860,"inline":3861,"block":3862},[],[],[3863,3871,3879,3884,3891,3898,3905,3912,3917,3924,3931,3938,3943,3950,3957],{"sys":3864,"__typename":3865,"type":3866,"ctaText":3867,"buttonLabel":3868,"buttonColour":3869,"buttonUrl":3870},{"id":3249},"CtaWidget","Custom","Watch our on-demand webinar to learn why AitM phishing kits keep getting through your detection controls","Watch now","sea blue","https://pushsecurity.com/resources/video/on-demand-webinar-phish-kit-teardown/",{"sys":3872,"__typename":3873,"title":3874,"caption":3874,"layoutMode":118,"file":3875},{"id":3421},"Image","Legitimate Microsoft login page, see a simple analysis of HTML tags in the DOM on the right",{"url":3876,"width":3877,"height":3878},"https://images.ctfassets.net/y1cdw1ablpvd/5li6TkSTxzqRLE8IWJpJDI/472a729b8c22444faede4595fd02a467/image8.png",1232,562,{"sys":3880,"__typename":3873,"title":3881,"caption":3881,"layoutMode":118,"file":3882},{"id":3427},"Phishing page – HTML tags in the DOM on the right are clearly very different",{"url":3883,"width":3877,"height":3878},"https://images.ctfassets.net/y1cdw1ablpvd/4uBFlebdpBej6LWjOOrbyz/63ba505acbff44a295dd9a5234a6f48c/image14.png",{"sys":3885,"__typename":3873,"title":3886,"caption":3886,"layoutMode":118,"file":3887},{"id":3461},"Randomized page titles of a phishing kit compared with legitimate Outlook login",{"url":3888,"width":3889,"height":3890},"https://images.ctfassets.net/y1cdw1ablpvd/siW14N2Kwg1s8hIPE8CiT/779eb68e7590844fd051d1831db4346d/Group_448.png",512,163,{"sys":3892,"__typename":3873,"title":3893,"caption":3893,"layoutMode":118,"file":3894},{"id":3527},"EvilNoVNC tool with underlying HTML structure representing it",{"url":3895,"width":3896,"height":3897},"https://images.ctfassets.net/y1cdw1ablpvd/5QuvOyM7qhieElxqzOKTUI/7347dd7af4c0421b2dbb6c4c6bd4d61e/image11.png",1484,832,{"sys":3899,"__typename":3873,"title":3900,"caption":3900,"layoutMode":118,"file":3901},{"id":3561},"An example of a phishing kit using atob() base64 decoding to hide specific text",{"url":3902,"width":3903,"height":3904},"https://images.ctfassets.net/y1cdw1ablpvd/2mhJCgbYdY5yiJuaLkfrv4/e89381ca59b6ddcceeb2b99a7068a488/image1.png",1126,215,{"sys":3906,"__typename":3873,"title":3907,"caption":3907,"layoutMode":118,"file":3908},{"id":3602},"Legitimate Microsoft login page showing the HTML \u003Cimg> element representing the logo",{"url":3909,"width":3910,"height":3911},"https://images.ctfassets.net/y1cdw1ablpvd/7i3Oq2a6SEoOAeEUrieaht/7af9700aee1fd22df22457e04f6aa402/image10.png",477,444,{"sys":3913,"__typename":3873,"title":3914,"caption":3914,"layoutMode":118,"file":3915},{"id":3608},"Phishing kit showing the use of a different sized \u003Cdiv> element to represent the logo instead",{"url":3916,"width":3910,"height":3911},"https://images.ctfassets.net/y1cdw1ablpvd/5wBymusKtoqG2K3CNAcNCD/af19bf6632f06bc88e13a325fb27d6c3/image13.png",{"sys":3918,"__typename":3873,"title":3919,"caption":3919,"layoutMode":118,"file":3920},{"id":3656},"Comparison of a legitimate logo as the favicon for Microsoft’s login page vs. a phishing kit leaving it empty",{"url":3921,"width":3922,"height":3923},"https://images.ctfassets.net/y1cdw1ablpvd/7HanK6OlKdrp5dsN7klCYM/1a6c91d7ef97b6aa629f46bc99e79947/image3.png",457,37,{"sys":3925,"__typename":3873,"title":3926,"caption":3926,"layoutMode":118,"file":3927},{"id":3697},"An example of a blurred background used by a phishing kit targeting Microsoft logins",{"url":3928,"width":3929,"height":3930},"https://images.ctfassets.net/y1cdw1ablpvd/6DLedoDwgUSj1Z1dikdrMq/c07a6a8edda1e587258fb13f50ad48ac/image2.png",1968,1324,{"sys":3932,"__typename":3873,"title":3933,"caption":3933,"layoutMode":118,"file":3934},{"id":3703},"The legitimate Microsoft login page with a plain background as a comparison",{"url":3935,"width":3936,"height":3937},"https://images.ctfassets.net/y1cdw1ablpvd/2TurUiHG0toxZEAq9qHgVv/783a3c2114825754b792d1a740ca78bf/image6.png",819,715,{"sys":3939,"__typename":3873,"title":3940,"caption":3940,"layoutMode":118,"file":3941},{"id":3730},"Logo substitution utilized by a phishing kit so the page still appears authentic but avoids using the expected logo that computer vision algorithms may look for",{"url":3942,"width":3929,"height":3930},"https://images.ctfassets.net/y1cdw1ablpvd/1TpjK42Icm2nf5sVi7vad/41fe101b4720d858d2126d08585b90bf/image2.png",{"sys":3944,"__typename":3873,"title":3945,"caption":3945,"layoutMode":118,"file":3946},{"id":3757},"Querying a div used to display a Microsoft logo in a phishing kit to determine the background image that has been set",{"url":3947,"width":3948,"height":3949},"https://images.ctfassets.net/y1cdw1ablpvd/3gzVNS8qXKfHESOmGrkrJz/07c2d1f69880c006ce41436d66cf66a1/image7.png",630,135,{"sys":3951,"__typename":3873,"title":3952,"caption":3952,"layoutMode":118,"file":3953},{"id":3770},"Obfuscated form when looking at the image data directly",{"url":3954,"width":3955,"height":3956},"https://images.ctfassets.net/y1cdw1ablpvd/7DmRWxMorAk4iL6PZxv9Mp/c70024c6dabd4d0643db7ec0cb0cab0c/image9.png",110,35,{"sys":3958,"__typename":3865,"type":3866,"ctaText":3959,"buttonLabel":3960,"buttonColour":3961,"buttonUrl":3837},{"id":3850},"Learn how Push detects and blocks phishing attacks in the browser","Read the blog","sunny orange","content:blog:how-aitm-phishing-kits-evade-detection-p2.json","json","content","blog/how-aitm-phishing-kits-evade-detection-p2.json","blog/how-aitm-phishing-kits-evade-detection-p2",1776359987003]