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Chair of Network Architectures and Services TUM Department of Informatics Technical University of Munich (TUM) Push Away Your Privacy: Precise User Tracking Based on TLS Client Certificate Authentication Matthias Wachs, Quirin Scheitle, and


  1. Chair of Network Architectures and Services TUM Department of Informatics Technical University of Munich (TUM) Push Away Your Privacy: Precise User Tracking Based on TLS Client Certificate Authentication Matthias Wachs, Quirin Scheitle, and Georg Carle ANRW’18, Montreal, July 16, 2018 Originally published at TMA’17, Dublin, June 2017

  2. TLS 1.2 handshake does not encrypt certificates Known for a long time, and thankfully fixed in TLS1.3 Client Server ClientHello ServerHello, Certificate, . . . , CertificateRequest, . . . Certificate,. . . , Finished Finished [Application Data] Figure: TLS 1.2 handshake, Unencrypted Data, [Encrypted Data] Server Certificates • Eavesdroppers can learn the specific websites that a user visits (not just the server’s IP address) Client Certificates • Used by VPNs, governments, . . . • Person names, company names, . . . → private data! Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 2

  3. TLS 1.2 Client Certificate Authentication (CCA) Where is CCA being used? • Network authentication : 802.1x EAP • VPN : OpenVPN, F5 EdgeConnect, . . . • Web : HTTPS • IoT : MQTT • Remote device management, for example MobileIron • Apple Push Notification Service (APNs) Apple Statistics: • 1 billion active devices (2016) • 800 million iTunes accounts (2014) Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 3

  4. Push Notification Services App A Server A Push App B Server B Server App C Server C Figure: Push Service Architecture: Messages brokered to Apps through the Push Notification Service. Resource efficient notification of (mobile) applications : • Apple’s APNs: iOS, MacOs, iTunes, watchOS, tvOS, . . . • Google’s FCM: Android, Chrome • Microsoft’s WNS: Windows, Windows Phone Paradigms : • Tightly integrated with operating system • Always connected to backend Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 4

  5. Apple Push Notification Service (APNs) APNs integral part of iOS and macOS – “always on” APNs uses Client Certificates for login : • Generated at device setup • Unique cryptographic material (CN, public key, fingerprint) Serial Number: ab:12:34:56:78:9a:bc:de:f0:12 Issuer: C=US, O=Apple Inc., OU=Apple iPhone, CN=Apple iPhone Device CA Validity Not Before: Apr 8 12:34:56 2015 GMT Validity Not After : Apr 8 12:34:56 2016 GMT Subject: CN=12345678-1234-1234-1234-123456789ABC Key ... (all data redacted) Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 5

  6. Precise User 1 Tracking in APNs Several appearances of same device easily linkable 2 of 4 Attacker Types Considered in this Work • Apple or someone infiltrating Apple: better means available • Local adversary: Can use MAC addresses and more • Regional adversary: Access to one or several large networks • Global adversary: Access to several core networks Regional Adversary – Validation at Internet Uplink • Can a regional adversary track users? Global Adversary – Validation through Global Path Measurements • How well can a global adversary leverage APNs to track users? 1: APNs CCA certificates are bound to devices. However, these devices are typically private and carried by a user at most times, which allows inferences into user tracking. Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 6

  7. Passive Capturing Methodology Analysis of > 2 weeks of TLS CCA traffic at Internet uplink Regulations by IRB: • Documented measurement process • Isolated measurement infrastructure • Access only for permitted staff • Raw data must not leave infrastructure Our self-restrictions: • No attempt to identify users • No publication of identifiable data Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 7

  8. APNs by far the biggest user of CCA #Certs Issuer Distinguished Name 56128 /C=US/O=Apple Inc./OU=Apple iPhone/CN=Apple iPhone Device CA 334 /CN=Layer Client CA/C=US/L=San Francisco/O=Layer, Inc/ST=CA 221 /CN=AnyDesk Client 76 /C=KR/ST=Kyunggido/L=Suwon/O=Samsung Electronics ( redacted ) 52 /CN=Ricoh Remote Service ( redacted ) Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 8

  9. Case Study - how well can we track a single user? Informed Consent Note: We are tracking a device. As mobile devices are typically closely carried, they allow conclusions about users. 22 Desk VPN 20 WLAN 18 Time of day 16 14 12 10 8 Wed Thu Fri Sat Sun Mon Tue Wed Thu Fri Sat Sun Mon Tue Day and connection type of APNs login Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 9

  10. What % of certificates is traceable? 100 % n days 80 % % of certificates seen on 60 % 40 % iOS APNs Certificates 20 % All APNs Certificates Desktop APNs Certificates 0 % 0 2 4 6 8 10 12 14 16 18 # of days ≈ 50% of certificates observed on 3 or more days. Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 10

  11. Is global tracking feasible? Cut short in this presentation, key insights of large RIPE Atlas active measurement campaign: • Majority of APNs logins are routed through few central IXPs/ISPs • Listening at these, attackers can globally track >80% of devices Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 11

  12. Responsible Disclosure We informed Apple’s product security team before publication: • Very quick response • Several phone calls, continuous contact • Several engineers in calls and working on resolution Fixed with January 2017 security patches Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 12

  13. What now? TLS 1.3 encrypts certificates Client Server C l i e n t H e l l o e l l o , S e r v e r H u e s t , a t e R e q e r t i fi c c a t e , C C e r t i fi . . . , a t a ] a t i o n D A p p l i c s h e d , [ . , F i n i . . C e r t i fi c a t e , . . . , F i n i s h e d , [ A p p l i c a t i o n D a t a ] [Application Data] Figure: TLS 1.3 handshake, Unencrypted Data, [Encrypted Data] But: ClientHello Extensions still unencrypted: • Server Name Indication (SNI) • Application-specific data Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 13

  14. Key Messages, Data, and Code • TLS-CCA sends certificates unencrypted • In an “always-on” mobile scenario, this can cause serious privacy issues • We quantified this issue in the Apple Push Notification Service (APNs), Apple fixed promptly • Be very careful about traceable identifiers in protocol design! • Reproducibility: Turned replication/reproduction into a lab at TMA PhD school Data and Code: https://github.com/tumi8/cca-privacy Quirin Scheitle (TUM) | Push Away Your Privacy: Precise User Tracking Based on TLS CCA 14

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