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An Attacker’s View of
Serverless and GraphQL
Abhay Bhargav - we45
Copyright - we45, 2019
abhaybhargav
abhaybhargav
Yours Truly
• Founder @ we45
• Chief Architect - Orchestron
• Avid Pythonista and AppSec Automation Junkie
• Speaker at DEF CON, BlackHat, OWASP Events, etc
world-wide
• Lead Trainer - we45 Training and Workshops
• Co-author of Secure Java For Web Application
Development
• Author of PCI Compliance: A Definitive Guide
Copyright - we45, 2019
abhaybhargav
Copyright - we45, 2018
abhaybhargav
Get ready!
Copyright - we45, 2018
abhaybhargav
Get ready!
Copyright - we45, 2018
abhaybhargav
Get ready!
Copyright - we45, 2018
abhaybhargav
Today’s Session
• A Gentle Introduction to Serverless (FaaS) and GraphQL
• Attacker’s view of FaaS
• Attacker’s View of GraphQL
• Demos
• FIN
Copyright - we45, 2018
abhaybhargav
As always, I pray to the demo gods!
Copyright - we45, 2018
abhaybhargav
Serverless (FaaS)
abhaybhargav
Moving FaaSter!
Copyright - we45, 2018
Monolith Microservice
Function
abhaybhargav
What is FaaS?
Copyright - we45, 2018
abhaybhargav
What is FaaS?
• Functions that are triggered via events => Triggering a Container/VM
Copyright - we45, 2018
abhaybhargav
What is FaaS?
• Functions that are triggered via events => Triggering a Container/VM
• Execute (thing)
Copyright - we45, 2018
abhaybhargav
What is FaaS?
• Functions that are triggered via events => Triggering a Container/VM
• Execute (thing)
• The container/VM freezes post execution and kills
Copyright - we45, 2018
abhaybhargav
What is FaaS?
• Functions that are triggered via events => Triggering a Container/VM
• Execute (thing)
• The container/VM freezes post execution and kills
• Repeat
Copyright - we45, 2018
abhaybhargav
Summary
Copyright - we45, 2018
Function
•Short lived
•No ports
•No state
•Single purpose
abhaybhargav
Events
Copyright - we45, 2018
abhaybhargav
Lifecycle
Copyright - we45, 2018
Containers/MicroVMs are
“thawed” when they are
invoked again
Additional Containers/MicroVMs
are spawned based on
concurrent invocations
Function is invoked launching
a container to run. Destroyed
after.
Deploy into Lambda with
zip file
abhaybhargav
customary FaaS Demo…
abhaybhargav
GraphQL
What is GraphQL?
• API Query Language => instead of REST API
• (Usually) single endpoint to query and insert
(mutate) data for the API
• Query/Mutate exactly what you want
• Multiple Resources in a Single Request
• PubSub Functionality for Realtime Data
REST vs GraphQL
REST vs GraphQL
re_path(r'^media/(?P<path>.*)$', MediaServeView.as_view()),
re_path(r'^api/user/password/change/(?P<email>.*)/$', UserUtilityView.as_view({'post':'change_password'})),
re_path(r'^api/user/token/', obtain_jwt_token),
re_path(r'^api/user/profile/', UserProfileView.as_view()),
re_path(r'^api/users/list/$', UserListView.as_view({'get':'list'}),name='user_list'),
re_path(r'^api/organizations/list/$', OrganizationListView.as_view({'get':'list'}),name='org_list'),
re_path(r'^api/projects/list/$', ProjectListView.as_view({'get':'list'}),name='pro_list'),
re_path(r'^api/applications/list/$', ApplicationListView.as_view({'get':'list'}),name='app_list'),
re_path(r'^api/users/$', UserView.as_view({'get':'list','put':'create'}),name='user'),
re_path(r'^api/users/(?P<pk>d+)/$',
UserView.as_view({'get':'retrieve','post':'update','delete':'destroy'}),name='ind_user'),
re_path(r'^api/tools/$', OptionsListView.as_view({'get':'tools'}),name='tools'),
re_path(r'^api/hosttypes/$', OptionsListView.as_view({'get':'hosttypes'}),name='hosttypes'),
re_path(r'^api/platforms/$', OptionsListView.as_view({'get':'platforms'}),name='platforms'),
re_path(r'^api/permissions/$', OptionsListView.as_view({'get':'permissions'}),name='permissions'),
GraphQL
const app = express();
const PORT = 3000;
app.use('/graphql', graphlHTTP({
schema: schema,
graphiql: true,
}));
GraphQL
GraphQL Architecture
Source: Apollo Server
GraphQL Terminology
•Schemas and Types:
•Define Object Types and Fields
(Objects and Attributes
•Queries => Select Statements
•Mutations => Insert/Update Statements
•Scalar => Custom Data Types
•Resolver => Function that translates the
type system to DB queries
abhaybhargav
customary GraphQL Demo…
abhaybhargav
Why Serverless AND
GraphQL?
abhaybhargav
abhaybhargav
abhaybhargav
abhaybhargav
abhaybhargav
abhaybhargav
abhaybhargav
abhaybhargav
abhaybhargav
abhaybhargav
Super-easy to deploy
service: gql-sql-injection
package:
exclude:
- node_modules
- package-lock.json
provider:
name: aws
runtime: nodejs8.10
timeout: 30
functions:
graphql:
handler: app.handler
timeout: 30
events:
- http:
path: graphql
method: post
cors: false
abhaybhargav
Security Considerations - FaaS
• No* Frameworks => Back to Plain ol’ platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
• Events from Multiple Sources
• Highly disciplined approach to Architecture
Copyright - we45, 2018
abhaybhargav
reading between the lines….
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to
Plain ol’ platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
• Highly disciplined approach to
Architecture
Copyright - we45, 2018
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to
Plain ol’ platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
• Highly disciplined approach to
Architecture
Copyright - we45, 2018
•No Batteries included
Security Features
(Frameworks)
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to
Plain ol’ platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
• Highly disciplined approach to
Architecture
Copyright - we45, 2018
•No Batteries included
Security Features
(Frameworks)
•DIY Validation
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to
Plain ol’ platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
• Highly disciplined approach to
Architecture
Copyright - we45, 2018
•No Batteries included
Security Features
(Frameworks)
•DIY Validation
•Access Control per Function
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to
Plain ol’ platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
• Highly disciplined approach to
Architecture
Copyright - we45, 2018
•No Batteries included
Security Features
(Frameworks)
•DIY Validation
•Access Control per Function
•Logging Per Function
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to
Plain ol’ platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
• Highly disciplined approach to
Architecture
Copyright - we45, 2018
•No Batteries included
Security Features
(Frameworks)
•DIY Validation
•Access Control per Function
•Logging Per Function
•and other things we don’t too
too well…..
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to
Plain ol’ platform code
• No Network Attack Surface
•Observability/Debugging is a
challenge
• Highly disciplined approach to
Architecture
Copyright - we45, 2018
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to
Plain ol’ platform code
• No Network Attack Surface
•Observability/Debugging is a
challenge
• Highly disciplined approach to
Architecture
Copyright - we45, 2018
•Monitoring Attacks is a
challenge unless you
architect for it
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to
Plain ol’ platform code
• No Network Attack Surface
•Observability/Debugging is a
challenge
• Highly disciplined approach to
Architecture
Copyright - we45, 2018
•Monitoring Attacks is a
challenge unless you
architect for it
•Security Logging =>
FUHGEDDABOUDIT!
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to Plain ol’
platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
•Events from Multiple Sources
Copyright - we45, 2018
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to Plain ol’
platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
•Events from Multiple Sources
Copyright - we45, 2018
•Functions triggered from
events like S3, SNS, SQS,etc
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to Plain ol’
platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
•Events from Multiple Sources
Copyright - we45, 2018
•Functions triggered from
events like S3, SNS, SQS,etc
•Larger Attack Surface
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to Plain ol’
platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
•Events from Multiple Sources
Copyright - we45, 2018
•Functions triggered from
events like S3, SNS, SQS,etc
•Larger Attack Surface
•Traditional Security
Controls - WAFs, etc may be
ineffective
abhaybhargav
Considerations - FaaS
• No* Frameworks => Back to Plain ol’
platform code
• No Network Attack Surface
• Observability/Debugging is a challenge
•Events from Multiple Sources
Copyright - we45, 2018
•Functions triggered from
events like S3, SNS, SQS,etc
•Larger Attack Surface
•Traditional Security
Controls - WAFs, etc may be
ineffective
•DAST/Testing is hard to
exec
abhaybhargav
Useful Projects for Serverless Security
Copyright - we45, 2018
abhaybhargav
Attacker’s View of FaaS
abhaybhargav
Routes to FaaS pwnage!
• Attacking Function (and cloud provider)
through non-API Gateway Events
• Attacking Function (and Cloud Provider)
through API (Web Services Attacks)
• Identifying Vulnerabilities with IAM and
Privileges => Elevation of Privs
• Information Disclosure => Database
Access, etc
• Denial of Service
Copyright - we45, 2018
abhaybhargav
Function Data Event Injection
abhaybhargav
What is Event Injection?
• Injection Attacks triggered through Third party
event notifications
• Example:
• File Uploaded to S3
• Message sent over Notification Service
• Message received on Queue
• DynamoDB Stream Events,
• etc
Copyright - we45, 2018
abhaybhargav
Function Data Event Injection
• Injection is back!!
• Multiple Possibilities with Functions:
• Insecure Deserialization
• XXE
• SQL Injection
• NoSQL Injection
• Server-Side Request Forgery
• Template Injection
abhaybhargav
Function Data Event Injection - Sources
Command Injection
SQL/NoSQL Injection
Insecure Deserialization
XXE
abhaybhargav
Case Study
User uploads XML
laced with malware
File Stores in Amazon S3
Notification triggers function
Function reads uploaded file, XXE executes
Attacker gains access
abhaybhargav
Demo
abhaybhargav
Challenges - Function Data Event Injection
• Hard to test for => Execution is largely Out-of-Band
• Hard to Protect with WAFs (other Network Security) =>
Several non-HTTP Protocols can be used to trigger this
• Wide variety of execution scenarios
abhaybhargav
Privilege Escalation - IAM
Misconfiguration
abhaybhargav
IAM & Other Misconfigurations
• Permissions are often the greatest bugbear in a FaaS
implementation
• Devs tend to provide overly permissive capabilities
for resources that interact with FaaS
implementations
• Permissions are usually set in cloud IAM
environments with Policies, Roles, etc
• This includes misconfigurations like Public S3
buckets and access to all DynamoDB tables, etc
abhaybhargav
Examples of IAM
- Effect: Allow
Action:
- 'dynamodb:*'
Resource:
- 'arn:aws:dynamodb:us-east-1:****************:table/TABLE_NAME'
Allows ALL actions on a
DynamoDB Table
- Effect: Allow
Action:
- dynamodb:PutItem
Resource: 'arn:aws:dynamodb:us-east-1:****************:table/TABLE_NAME'
Only PUT allowed on Table
abhaybhargav
DynamoDB Injection
client.scan(TableName = 'dynamo-user', Select = 'ALL_ATTRIBUTES',
ScanFilter = {
'first_name':
{"AttributeValueList": [{"S": "Joe"}],
"ComparisonOperator": "EQ"}
}) Standard “scan” with DynamoDBEQ|NE|IN|LE|LT|GE|GT|BETWEEN|
NOT_NULL|NULL|CONTAINS|
NOT_CONTAINS|BEGINS_WITH
client.scan(TableName = 'dynamo-user', Select = 'ALL_ATTRIBUTES',
ScanFilter = {'first_name': {"AttributeValueList": [{"S": "*"}],
"ComparisonOperator": "GT"}})
Equivalent of ‘OR 1=1, Retrieves all
values from the Table
abhaybhargav
Demo
abhaybhargav
Other Weaknesses
• Authorization Weaknesses especially with JSON Web Tokens (JWTs)
• Denial of Service Attacks based on Library weaknesses
• Dynamic Testing is a major challenge for Serverless Functions
• SAST/SCA becomes the way to go. But gets hard with multiple language
implementations
Copyright - we45, 2018
abhaybhargav
Attacker’s view of GraphQL
abhaybhargav
Security Considerations - GraphQL
Copyright - we45, 2018
abhaybhargav
Security Considerations - GraphQL
• Access Control
Copyright - we45, 2018
abhaybhargav
Security Considerations - GraphQL
• Access Control
• Input Validation
Copyright - we45, 2018
abhaybhargav
Security Considerations - GraphQL
• Access Control
• Input Validation
• Query Whitelisting
Copyright - we45, 2018
abhaybhargav
Security Considerations - GraphQL
• Access Control
• Input Validation
• Query Whitelisting
• Rate Limiting
Copyright - we45, 2018
abhaybhargav
Security Considerations - GraphQL
• Access Control
• Input Validation
• Query Whitelisting
• Rate Limiting
Copyright - we45, 2018
}
abhaybhargav
Security Considerations - GraphQL
• Access Control
• Input Validation
• Query Whitelisting
• Rate Limiting
Copyright - we45, 2018
}
abhaybhargav
Attacker’s View of GraphQL
Copyright - we45, 2018
abhaybhargav
Attacker’s View of GraphQL
• Similar set of flaws as you would see with any other Web App/Web Service
Copyright - we45, 2018
abhaybhargav
Attacker’s View of GraphQL
• Similar set of flaws as you would see with any other Web App/Web Service
• Authorization Flaws and Info Disclosure Flaws take center-stage
Copyright - we45, 2018
abhaybhargav
Attacker’s View of GraphQL
• Similar set of flaws as you would see with any other Web App/Web Service
• Authorization Flaws and Info Disclosure Flaws take center-stage
• NoSQL Flaws might be big with GraphQL Apps
Copyright - we45, 2018
abhaybhargav
Attacker’s View of GraphQL
• Similar set of flaws as you would see with any other Web App/Web Service
• Authorization Flaws and Info Disclosure Flaws take center-stage
• NoSQL Flaws might be big with GraphQL Apps
• Make Denial-of-Service Great Again!
Copyright - we45, 2018
abhaybhargav
GraphQL Introspection
(Information Disclosure)
abhaybhargav
Introspection?
Copyright - we45, 2018
abhaybhargav
Introspection?
Copyright - we45, 2018
abhaybhargav
Introspection?
Copyright - we45, 2018
abhaybhargav
Introspection?
Copyright - we45, 2018
abhaybhargav
Authorization Bypass
abhaybhargav
Anyone remember Mass Assignment?
Copyright - we45, 2018
abhaybhargav
Demo
abhaybhargav
Injection
abhaybhargav
Injection with GraphQL
• Unlike REST (single query per function), GraphQL resolvers are written for a larger
query space
• With NoSQL databases, this could lead to injection (and probably RCE) if Dynamic
Scripting is enabled (Mongo, Elasticsearch, etc)
Copyright - we45, 2018
abhaybhargav
Demo
abhaybhargav
DoS
abhaybhargav
Nested Queries - Resource Exhaustion
• Nested Queries with Many to Many
Fields can be easily scaled to “high cost”
queries
• When coupled with FaaS invocations,
can really add up the costs
Copyright - we45, 2018
abhaybhargav
Demo
Copyright - we45, 2018
abhaybhargav
Conclusions
• Serverless and GraphQL Stacks are going to be big moving forward
• Developers need to largely DIY Implementations => Few Frameworks today!
• Security Tooling => Needs to catch up a WHOLE LOT MORE!
Copyright - we45, 2018
abhaybhargav
Thanks!
•Twitter: @abhaybhargav
•Website and Blog: www.we45.com
•Product: www.orchestron.io
Copyright - we45, 2018

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