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Cloudera Altus
Mala Ramakrishnan
Sr Director of Product & Marketing
Rohit Pujari, Solutions Architect
Amazon.com
2© Cloudera, Inc. All rights reserved.
Why onboard Altus on AWS today?
● Upto $2000 Free AWS Credits
●90 Day Free Altus Trial
Ready to get started?*
awsoffer@cloudera.com
*Must work with AWS and Cloudera account managers on POC to be eligible for offer
3 © Cloudera, Inc. All rights reserved.
CLOUDERA
ALTUS
Machine learning
and analytics
Platform-as-a-Service
with Shared Data
Experience
DATA ENGINEERING ANALYTIC DB DATA SCIENCE
MULTI
FUNCTION
DATA CATALOG
GOVERNANCESECURITY INGEST &
REPLICATION
WORKLOAD
MANAGEMENT
MULTI
CLOUD Amazon
S3
Microsoft
ADLS
4© Cloudera, Inc. All rights reserved.
What is it?
- Short-lived
- Single tenant
- Hive, Spark, or MapReduce Cluster
Used for things like
- ETL jobs
- batch processing
- with data living in S3 or ADLS
- Provides fast and easy job submission
without cluster management
Available on AWS and Azure
Altus Data Engineering (DE)
DATA
ENGINEERING
5© Cloudera, Inc. All rights reserved.
What is it?
- Long-lived
- Multi tenant
- Impala Cluster
Used for things like
- data warehousing
- analytics
- with data living in S3 or ADLS
- Provies fast and easy analytics
without cluster management
Available on AWS
Altus Analytic Database (ADB)
ANALYTIC
DATABASE
6© Cloudera, Inc. All rights reserved.
What is it?
- Cloud native shared metadata store
with metadata living in S3 or ADLS
Used for things like
- Shared cataloging to define and preserve
structure and business context of data
- Provides unified security across
transient and recurring workloads
- Enables consistent governance
across all data to increase compliance
Cloudera Shared Data Experience (SDX)
S3 or ADLS
DATA
ENGINEERING
DATA
ENGINEERING
ANALYTIC
DATABASE
ANALYTIC
DATABASE
7© Cloudera, Inc. All rights reserved.
Three Immediate Use Cases for Altus
ELASTIC WORKLOADS DATA MART EXPANSION PEAK SHAVING
If customers move from
persistent analytic
clusters to elastic
clusters, they can save
money and bring agility.
Save labor and/ upfront
expense required to
accommodate new
teams & environments
Save hardware/software costs
by using transient nodes for
peak workloads as opposed to
always-on nodes.
ML
Data
ScienceDE ADB
Transient
Persistent
8© Cloudera, Inc. All rights reserved.
Cloudera Altus Architecture
Customer Cloud
Comput
e
Storage
ALTUS
CONTROL
PLANE
CLI
Web
SDK
ANALYTIC
DATABASE
DATA
ENGINEERING
9© Cloudera, Inc. All rights reserved.
Retail Demo
Business Analyst/Data Scientist
- Analysis
- Develop insights
- Build models
- Solve business problem
The Problem
● Website sales is struggling
● How to figure whether sales orders
correlate with website visits?
10© Cloudera, Inc. All rights reserved.
Retail Demo
Sales Order
Data Engineer
Develops, tests, maintains large
scale data processing systems
11© Cloudera, Inc. All rights reserved.
Retail Demo
Tokenized LogsSales Order Clickstream Weblogs
DATA ENGINEERING
12© Cloudera, Inc. All rights reserved.
Retail Demo
Tokenized Logs
BI Dashboards
Sales Order Clickstream Weblogs
ANALYTIC
DATABASE
13© Cloudera, Inc. All rights reserved.
14© Cloudera, Inc. All rights reserved.
Primary analytic workloads in the cloud
scale, agility, and cost-efficiency
Shared, Open Storage
DATA ENGINEERING ANALYTIC DATABASE
Only pay for what you
need, when you need it
• Transient workloads
• Contention-free
• Cloud-native
integration
Self-service flexibility at
any scale
• Elastic scale
• Multi-tenant isolation
• Cloud-native or local
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Rohit Pujari, Solutions Architect
AWS Security & Compliance
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Why is security traditionally so hard?
Lack of
visibility
Low degree
of automation
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
O
R
AN
DMove fast Stay secure
Before…Now…
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Making life easier
Choosing security does not mean
giving up on convenience or
introducing complexity
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
The most sensitive workloads run on AWS
“We can be even more secure in the AWS cloud
than in our own datacenters.”
—Tom Soderstrom, CTO, NASA JPL
“We knew the cloud was the only way to get the scalability,
speed, and security our customers expect from 3M.”
—Rick Austin, 3M Health Information Systems
“We determined that security in AWS is superior to our on-premises
data center across several dimensions, including patching,
encryption, auditing and logging, entitlements, and compliance.”
—John Brady, CISO, FINRA (Financial Industry Regulatory Authority)
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Inherit global security and compliance controls
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
“CIOs and CISOs need to stop obsessing over
unsubstantiated cloud security worries, and instead
apply their imagination and energy to developing new
approaches to cloud control, allowing them to
securely, compliantly, and reliably leverage the
benefits of this increasingly ubiquitous computing
model.”
Source: Clouds Are Secure: Are You Using Them Securely?
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Automate
with deeply integrated
security tools
and services
Inherit
global
security and
compliance
controls
Highest
standards
for privacy
and data
security
Largest
network
of security
partners and solutions
Scale
with superior
visibility and control
that satisfies the
most risk-sensitive
orgs
Move to AWS
Strengthen your security posture
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Encrypt data in
transit and at rest
with keys managed by
our AWS Key Management
System (KMS) or
managing your own
encryption keys with Cloud
HSM using
FIPS 140-2 Level 3
validated HSMs
Meet data
residency
requirements
Choose an AWS Region
and AWS will not replicate it
elsewhere unless you
choose to do so
Access services and tools
that enable you to
build GDPR-compliant
infrastructure
on top of AWS
Comply with local
data privacy laws
by controlling who
can access content, its
lifecycle and disposal
Highest standards for privacy
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AWS Foundation Services
Compute Storage Database Networking
AWS Global
Infrastructure
Regions
Availability
Zones Edge
Locations
Client-side Data
Encryption
Server-side Data
Encryption
Network Traffic
Protection
Platform, Applications, Identity & Access Management
Operating System, Network, & Firewall Configuration
Customer applications & content
Customers
Security & compliance is a shared responsibility
Customers have
their choice of
security
configurations IN
the Cloud
AWS is
responsible for
the security OF
the Cloud
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Security is a shared responsibility
+ =
• Facilities
• Physical security
• Compute infrastructure
• Storage infrastructure
• Network infrastructure
• Virtualization layer (EC2)
• Hardened service endpoints
• Rich IAM capabilities
• Network configuration
• Security groups
• OS firewalls
• Operating systems
• Application security
• Proper service configuration
• AuthN and account management
• Authorization policies
More secure and
compliant systems
than any single entity
could normally achieve
on its own
Security expertise is a scarce resource; AWS oversees the big picture, letting your security team
focus on a subset of overall security needs.
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Billing Account Shared Services Security / Audit
Foundation Accounts
Applications Data & Analytics Operations & Monitoring
Dev
Data
Engineering
Log Analytics
Prod
Dev
Prod
BI/Machine
Learning
ITOA/ITSM
Segmented AWS Account Structure
Altus
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Cross-Account Access
Altus Cloud
Altus Control
Plane
Cloudera’s AWS
Account
Customer’s AWS
Account
Cross-Account Role
(CA)
Permissions
Policy
I trust you
Altus Admin
Assume CA Role
Provision Cluster
Resources
Security
Token
Service Temporary
Credentials
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AWS Identity & Access
Management (IAM)
AWS Organizations
AWS Cognito
AWS Directory Service
AWS Single Sign-On
AWS CloudTrail
AWS Config
Amazon
CloudWatch
Amazon GuardDuty
VPC Flow Logs
Amazon EC2
Systems Manager
AWS Certificate Manager
AWS Shield
AWS Web Application
Firewall (WAF)
Amazon Inspector
Amazon Virtual Private
Cloud (VPC)
AWS Key Management
Service (KMS)
AWS CloudHSM
Amazon Macie
Certificate Manager
Server Side Encryption
AWS Config Rules
AWS Lambda
Identity Detective
control
Infrastructure
security
Incident
respons
e
Data
protection
AWS Security Solutions
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Improving your security with AWS…
“And of course, security is critical for us. The
financial services industry attracts some of the
worst cyber criminals. So we worked closely
with the AWS team to develop a security model
which, we believe, allows us to operate more
securely in the public cloud than we can even
in our own data centers.” – Rob Alexander CIO
Capital One
https://youtu.be/0E90-ExySb8
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Summary
• Security is job zero for AWS
• AWS takes care of the security OF the Cloud
• You define your controls IN the Cloud
• Compliance is more cost effective in AWS
• AWS can be more secure than on-premises datacenters
31© Cloudera, Inc. All rights reserved.
Why onboard Altus on AWS today?
● Upto $2000 Free AWS Credits
●90 Day Free Altus Trial
Ready to get started?*
awsoffer@cloudera.com
*Must work with AWS and Cloudera account managers on POC to be eligible for offer
32© Cloudera, Inc. All rights reserved.
Thank you
cloudera.com/altus
aws.amazon.com/security
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Main resources
AWS Cloud Security https://aws.amazon.com/security/
AWS Cloud Compliance https://aws.amazon.com/compliance/
AWS Quick Starts https://aws.amazon.com/quickstart/
Cloud Security Resources https://aws.amazon.com/security/security-
resources/
AWS Security Blog https://aws.amazon.com/blogs/security/
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Whitepapers
Introduction to AWS Security https://d0.awsstatic.com/whitepapers/Security/Intro_to_AWS_Security.pdf
Introduction to AWS Security Processes https://d0.awsstatic.com/whitepapers/Security/Intro_Security_Practices.pdf
Overview of Security Processes https://d0.awsstatic.com/whitepapers/Security/AWS_Security_Whitepaper.pdf
AWS Security Best practices https://d0.awsstatic.com/whitepapers/Security/AWS_Security_Best_Practices.pdf
AWS Security Checklist https://d0.awsstatic.com/whitepapers/Security/AWS_Security_Checklist.pdf
Introduction to Auditing the Use of AWS
https://d0.awsstatic.com/whitepapers/compliance/AWS_Auditing_Security_Checklist.pdf
Operational Checklist for AWS http://media.amazonwebservices.com/AWS_Operational_Checklists.pdf
Risk and Compliance https://d0.awsstatic.com/whitepapers/compliance/AWS_Risk_and_Compliance_Whitepaper.pdf
Encryption data at Rest https://d0.awsstatic.com/whitepapers/AWS_Securing_Data_at_Rest_with_Encryption.pdf
Use AWS WAF to Mitigate OWASP’s top Web Application Vulnerabilities
https://d0.awsstatic.com/whitepapers/Security/aws-waf-owasp.pdf
AWS Best Practices for DDoS Resiliency https://d0.awsstatic.com/whitepapers/Security/DDoS_White_Paper.pdf
AWS Well-Architected Framework https://d0.awsstatic.com/whitepapers/architecture/AWS_Well-
Architected_Framework.pdf
Security at Scale: Logging in AWS
http://d0.awsstatic.com/whitepapers/compliance/AWS_Security_at_Scale_Logging_in_AWS_Whitepaper.pdf

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PaaS or Fail: Rule the Cloud with Altus

  • 1. Cloudera Altus Mala Ramakrishnan Sr Director of Product & Marketing Rohit Pujari, Solutions Architect Amazon.com
  • 2. 2© Cloudera, Inc. All rights reserved. Why onboard Altus on AWS today? ● Upto $2000 Free AWS Credits ●90 Day Free Altus Trial Ready to get started?* awsoffer@cloudera.com *Must work with AWS and Cloudera account managers on POC to be eligible for offer
  • 3. 3 © Cloudera, Inc. All rights reserved. CLOUDERA ALTUS Machine learning and analytics Platform-as-a-Service with Shared Data Experience DATA ENGINEERING ANALYTIC DB DATA SCIENCE MULTI FUNCTION DATA CATALOG GOVERNANCESECURITY INGEST & REPLICATION WORKLOAD MANAGEMENT MULTI CLOUD Amazon S3 Microsoft ADLS
  • 4. 4© Cloudera, Inc. All rights reserved. What is it? - Short-lived - Single tenant - Hive, Spark, or MapReduce Cluster Used for things like - ETL jobs - batch processing - with data living in S3 or ADLS - Provides fast and easy job submission without cluster management Available on AWS and Azure Altus Data Engineering (DE) DATA ENGINEERING
  • 5. 5© Cloudera, Inc. All rights reserved. What is it? - Long-lived - Multi tenant - Impala Cluster Used for things like - data warehousing - analytics - with data living in S3 or ADLS - Provies fast and easy analytics without cluster management Available on AWS Altus Analytic Database (ADB) ANALYTIC DATABASE
  • 6. 6© Cloudera, Inc. All rights reserved. What is it? - Cloud native shared metadata store with metadata living in S3 or ADLS Used for things like - Shared cataloging to define and preserve structure and business context of data - Provides unified security across transient and recurring workloads - Enables consistent governance across all data to increase compliance Cloudera Shared Data Experience (SDX) S3 or ADLS DATA ENGINEERING DATA ENGINEERING ANALYTIC DATABASE ANALYTIC DATABASE
  • 7. 7© Cloudera, Inc. All rights reserved. Three Immediate Use Cases for Altus ELASTIC WORKLOADS DATA MART EXPANSION PEAK SHAVING If customers move from persistent analytic clusters to elastic clusters, they can save money and bring agility. Save labor and/ upfront expense required to accommodate new teams & environments Save hardware/software costs by using transient nodes for peak workloads as opposed to always-on nodes. ML Data ScienceDE ADB Transient Persistent
  • 8. 8© Cloudera, Inc. All rights reserved. Cloudera Altus Architecture Customer Cloud Comput e Storage ALTUS CONTROL PLANE CLI Web SDK ANALYTIC DATABASE DATA ENGINEERING
  • 9. 9© Cloudera, Inc. All rights reserved. Retail Demo Business Analyst/Data Scientist - Analysis - Develop insights - Build models - Solve business problem The Problem ● Website sales is struggling ● How to figure whether sales orders correlate with website visits?
  • 10. 10© Cloudera, Inc. All rights reserved. Retail Demo Sales Order Data Engineer Develops, tests, maintains large scale data processing systems
  • 11. 11© Cloudera, Inc. All rights reserved. Retail Demo Tokenized LogsSales Order Clickstream Weblogs DATA ENGINEERING
  • 12. 12© Cloudera, Inc. All rights reserved. Retail Demo Tokenized Logs BI Dashboards Sales Order Clickstream Weblogs ANALYTIC DATABASE
  • 13. 13© Cloudera, Inc. All rights reserved.
  • 14. 14© Cloudera, Inc. All rights reserved. Primary analytic workloads in the cloud scale, agility, and cost-efficiency Shared, Open Storage DATA ENGINEERING ANALYTIC DATABASE Only pay for what you need, when you need it • Transient workloads • Contention-free • Cloud-native integration Self-service flexibility at any scale • Elastic scale • Multi-tenant isolation • Cloud-native or local
  • 15. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Rohit Pujari, Solutions Architect AWS Security & Compliance
  • 16. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Why is security traditionally so hard? Lack of visibility Low degree of automation
  • 17. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. O R AN DMove fast Stay secure Before…Now…
  • 18. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Making life easier Choosing security does not mean giving up on convenience or introducing complexity
  • 19. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. The most sensitive workloads run on AWS “We can be even more secure in the AWS cloud than in our own datacenters.” —Tom Soderstrom, CTO, NASA JPL “We knew the cloud was the only way to get the scalability, speed, and security our customers expect from 3M.” —Rick Austin, 3M Health Information Systems “We determined that security in AWS is superior to our on-premises data center across several dimensions, including patching, encryption, auditing and logging, entitlements, and compliance.” —John Brady, CISO, FINRA (Financial Industry Regulatory Authority)
  • 20. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Inherit global security and compliance controls
  • 21. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. “CIOs and CISOs need to stop obsessing over unsubstantiated cloud security worries, and instead apply their imagination and energy to developing new approaches to cloud control, allowing them to securely, compliantly, and reliably leverage the benefits of this increasingly ubiquitous computing model.” Source: Clouds Are Secure: Are You Using Them Securely?
  • 22. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Automate with deeply integrated security tools and services Inherit global security and compliance controls Highest standards for privacy and data security Largest network of security partners and solutions Scale with superior visibility and control that satisfies the most risk-sensitive orgs Move to AWS Strengthen your security posture
  • 23. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Encrypt data in transit and at rest with keys managed by our AWS Key Management System (KMS) or managing your own encryption keys with Cloud HSM using FIPS 140-2 Level 3 validated HSMs Meet data residency requirements Choose an AWS Region and AWS will not replicate it elsewhere unless you choose to do so Access services and tools that enable you to build GDPR-compliant infrastructure on top of AWS Comply with local data privacy laws by controlling who can access content, its lifecycle and disposal Highest standards for privacy
  • 24. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Foundation Services Compute Storage Database Networking AWS Global Infrastructure Regions Availability Zones Edge Locations Client-side Data Encryption Server-side Data Encryption Network Traffic Protection Platform, Applications, Identity & Access Management Operating System, Network, & Firewall Configuration Customer applications & content Customers Security & compliance is a shared responsibility Customers have their choice of security configurations IN the Cloud AWS is responsible for the security OF the Cloud
  • 25. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Security is a shared responsibility + = • Facilities • Physical security • Compute infrastructure • Storage infrastructure • Network infrastructure • Virtualization layer (EC2) • Hardened service endpoints • Rich IAM capabilities • Network configuration • Security groups • OS firewalls • Operating systems • Application security • Proper service configuration • AuthN and account management • Authorization policies More secure and compliant systems than any single entity could normally achieve on its own Security expertise is a scarce resource; AWS oversees the big picture, letting your security team focus on a subset of overall security needs.
  • 26. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Billing Account Shared Services Security / Audit Foundation Accounts Applications Data & Analytics Operations & Monitoring Dev Data Engineering Log Analytics Prod Dev Prod BI/Machine Learning ITOA/ITSM Segmented AWS Account Structure Altus
  • 27. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Cross-Account Access Altus Cloud Altus Control Plane Cloudera’s AWS Account Customer’s AWS Account Cross-Account Role (CA) Permissions Policy I trust you Altus Admin Assume CA Role Provision Cluster Resources Security Token Service Temporary Credentials
  • 28. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Identity & Access Management (IAM) AWS Organizations AWS Cognito AWS Directory Service AWS Single Sign-On AWS CloudTrail AWS Config Amazon CloudWatch Amazon GuardDuty VPC Flow Logs Amazon EC2 Systems Manager AWS Certificate Manager AWS Shield AWS Web Application Firewall (WAF) Amazon Inspector Amazon Virtual Private Cloud (VPC) AWS Key Management Service (KMS) AWS CloudHSM Amazon Macie Certificate Manager Server Side Encryption AWS Config Rules AWS Lambda Identity Detective control Infrastructure security Incident respons e Data protection AWS Security Solutions
  • 29. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Improving your security with AWS… “And of course, security is critical for us. The financial services industry attracts some of the worst cyber criminals. So we worked closely with the AWS team to develop a security model which, we believe, allows us to operate more securely in the public cloud than we can even in our own data centers.” – Rob Alexander CIO Capital One https://youtu.be/0E90-ExySb8
  • 30. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Summary • Security is job zero for AWS • AWS takes care of the security OF the Cloud • You define your controls IN the Cloud • Compliance is more cost effective in AWS • AWS can be more secure than on-premises datacenters
  • 31. 31© Cloudera, Inc. All rights reserved. Why onboard Altus on AWS today? ● Upto $2000 Free AWS Credits ●90 Day Free Altus Trial Ready to get started?* awsoffer@cloudera.com *Must work with AWS and Cloudera account managers on POC to be eligible for offer
  • 32. 32© Cloudera, Inc. All rights reserved. Thank you cloudera.com/altus aws.amazon.com/security
  • 33. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Main resources AWS Cloud Security https://aws.amazon.com/security/ AWS Cloud Compliance https://aws.amazon.com/compliance/ AWS Quick Starts https://aws.amazon.com/quickstart/ Cloud Security Resources https://aws.amazon.com/security/security- resources/ AWS Security Blog https://aws.amazon.com/blogs/security/
  • 34. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Whitepapers Introduction to AWS Security https://d0.awsstatic.com/whitepapers/Security/Intro_to_AWS_Security.pdf Introduction to AWS Security Processes https://d0.awsstatic.com/whitepapers/Security/Intro_Security_Practices.pdf Overview of Security Processes https://d0.awsstatic.com/whitepapers/Security/AWS_Security_Whitepaper.pdf AWS Security Best practices https://d0.awsstatic.com/whitepapers/Security/AWS_Security_Best_Practices.pdf AWS Security Checklist https://d0.awsstatic.com/whitepapers/Security/AWS_Security_Checklist.pdf Introduction to Auditing the Use of AWS https://d0.awsstatic.com/whitepapers/compliance/AWS_Auditing_Security_Checklist.pdf Operational Checklist for AWS http://media.amazonwebservices.com/AWS_Operational_Checklists.pdf Risk and Compliance https://d0.awsstatic.com/whitepapers/compliance/AWS_Risk_and_Compliance_Whitepaper.pdf Encryption data at Rest https://d0.awsstatic.com/whitepapers/AWS_Securing_Data_at_Rest_with_Encryption.pdf Use AWS WAF to Mitigate OWASP’s top Web Application Vulnerabilities https://d0.awsstatic.com/whitepapers/Security/aws-waf-owasp.pdf AWS Best Practices for DDoS Resiliency https://d0.awsstatic.com/whitepapers/Security/DDoS_White_Paper.pdf AWS Well-Architected Framework https://d0.awsstatic.com/whitepapers/architecture/AWS_Well- Architected_Framework.pdf Security at Scale: Logging in AWS http://d0.awsstatic.com/whitepapers/compliance/AWS_Security_at_Scale_Logging_in_AWS_Whitepaper.pdf