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Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/20 13 Security and Privacy in Cloud Computing

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Page 1: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib HasanUniversity of Alabama at BirminghamCS 491/691/791 Fall 2012 Lecture 4

09/10/2013

Security and Privacy in Cloud Computing

Page 2: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Mapping/topology Attacks

9/10/2013 Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Lecture Goal•Learn about mapping attacks•Discuss different techniques and mitigation

strategies•Analyze the practicality and impact

Reading: Hey, You, Get Off of My Cloud: Exploring Information Leakage in Third-Party Compute Clouds, Ristenpart et al., CCS 2009

Page 3: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Why Cloud Computing brings new threats?

Traditional system security mostly means keeping bad guys out

The attacker needs to either compromise the auth/access control system, or impersonate existing users

9/10/2013

Page 4: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Why Cloud Computing brings new threats?

But clouds allow co-tenancy :

Multiple independent users share the same physical infrastructure

So, an attacker can legitimately be in the same physical machine as the target

9/10/2013

Page 5: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Challenges for the attacker

How to find out where the target is located

How to be co-located with the target in the same (physical) machine

How to gather information about the target

9/10/2013

Page 6: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Hey, You, Get Off of My Cloud: Exploring Information Leakage in Third-Party Compute Clouds, Ristenpart et al., CCS 2009

• First work on cloud cartography• Attack launched against commercially

available “real” cloud (Amazon EC2)• Claims up to 40% success in co-residence with

target VM

9/10/2013

Page 7: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Strategy

• Map the cloud infrastructure to find where the target is located

• Use various heuristics to determine co-residency of two VMs

• Launch probe VMs trying to be co-resident with target VMs

• Exploit cross-VM leakage to gather info about target

9/10/2013

Page 8: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Threat model

Attacker model– Cloud infrastructure provider is trustworthy– Cloud insiders are trustworthy– Attacker is a malicious third party who can

legitimately use the cloud as a client

Assets– Confidentiality aware services run on cloud– Availability of services run on cloud

9/10/2013

Page 9: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Tools of the trade

• Nmap, hping, wget for network probing

• Amazon EC2’s own DNS to map dns names to IPs

9/10/2013

Page 10: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Sidenote: EC2 configuration

EC2 uses Xen, with up to 8 instances per physical machine

9/10/2013

Dom0 is the first instance on the machine, connected to physical adapter

All other instances route to external world via dom0

[Figures from Xen Wiki]

Page 11: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

EC2 allocation scheme

• Users can choose – Region (US or Europe?)– Availability zone (i.e., data center)– Instance type (m1.small, c1.medium, m1.large,

m1.xlarge, c1.xlarge)• VMs share physical hardware; each VM gets 2

IP addresses : an external, and an internal IP

9/10/2013

Page 12: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task 1: Mapping the cloud

Reverse engineering the VM placement schemes provides useful heuristics about EC2’s strategy

9/10/2013

Different availability zones use different IP regions.

Each instance has one internal IP and one external IP. Both are static.For example: External IP: 75.101.210.100 External Name: ec2-75-101-210-100.computer-1.amazonaws.com Internal IP: 10.252.146.52 Internal Name: domU-12-31-38-00-8D-C6.computer-1.internal

Page 13: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task 1: Mapping the cloud

• Clouds can be mapped via probing– External probing: The probe is outside the cloud– Internal probling: The probe is inside the cloud

• Internal probing has to satisfy Amazon’s policies, external probing doesn’t

9/10/2013

Page 14: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task 1: Mapping the Cloud

9/10/2013

Finding: same instance type within the same zone = similar IP regions

Reverse engineered mapping decision heuristic: All IPs from /16 are from same availability zone A /24 inherits any included sampled instance type. A /24 containing a Dom0 IP address only contains Dom0 IP address. All /24’s between two consecutive Dom0 /24’s inherit the former’s associated type.

Page 15: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task #2: Determining co-residence

• Co-residence: Check to determine if a given VM is placed in the same physical machine as another VM

• Network based check:– Match Dom0 IP addresses, check packet RTT, close IP

addresses (within 7, since each machine has 8 VMs at most)

– Traceroute provides Dom0 of target– No false positives found during experiments

9/10/2013

Page 16: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task #2: Determining co-residence

• How do we know the heuristics work?

– Technique: Launch a disk based covert channel, such that only co-resident instances cane exchange data using it

– E.g., one instance starts reading from random locations, causing longer disk read times for other co-located instances

9/10/2013

Page 17: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task #3: Making a probe VM co-resident with target VM

Brute force scheme– Idea: figure out target’s availability zone and type– Launch many probe instances in the same area

– Success rate: 8.4%

9/10/2013

Page 18: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task #3: Making a probe VM co-resident with target VM

Smarter strategy: utilize locality– Idea: VM instances launched right after target are

likely to be co-resident with the target

– Paper claims 40% success rate

9/10/2013

Page 19: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task #3: Making a probe VM co-resident with target VM

9/10/2013

Window of opportunity is quite large, measured in days

Page 20: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task #4: Gather leaked information

Now that the VM is co-resident with target, what can it do?– Gather information via side channels– Perform DoS

9/10/2013

Page 21: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Task 4.1: Gathering information

If VM’s are separated and secure, the best the attacker can do is to gather information– Measure latency of cache loads– Use that to determine• Co-residence• Traffic rates• Keystroke timing

9/10/2013

Page 22: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Mitigation strategies #1: Mapping

• Use a randomized scheme to allocate IP addresses

• Block some tools (nmap, traceroute)

9/10/2013

Page 23: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Mitigation strategies #2: Co-residence checks

• Prevent traceroute (i.e., prevent identification of dom0)

9/10/2013

Page 24: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Mitigation strategies #3: Co-location

• Not allow co-residence at all– Beneficial for cloud user– Not efficient for cloud provider

9/10/2013

Page 25: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Mitigation strategies #4: Information leakage

• Prevent cache load attacks?

9/10/2013

Page 26: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Discussion

• How is the problem different from other attacks?

• What’s so special about clouds?

9/10/2013

Page 27: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 2013

Discussion

Cons– Are the side channels *really* effective?

9/10/2013

Page 28: Ragib Hasan University of Alabama at Birmingham CS 491/691/791 Fall 2012 Lecture 4 09/10/2013 Security and Privacy in Cloud Computing

Ragib Hasan | UAB CIS | CS491/691/791 Fall 20139/10/2013

Further Reading

Amazon downplays report highlighting vulnerabilities in its cloud serviceHypothetical example described in report much harder to pull off in reality, company saysTechWorld, Oct 29, 2009. http://bit.ly/dvxEZp