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AWS Q1 2019 Recap
Jeff Barr, VP of AWS Evangelism
April 23rd, 2019
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Agenda
• AWS Growth
• AWS by the Numbers
• AWS Global Infrastructure
• Customer and Partner Case Studies
• New Services and Features
• New Resources
• Q&A
AWS by the Numbers
AWS Growth
• Q4 2018 revenue for the AWS segment increased 45% y/y to $7.4 billion making
AWS a nearly $30 billion dollar run rate business.
• Amazon S3 holds trillions of objects and regularly peaks at millions of requests
per second.
• AWS Fargate runs tens of millions of containers for customer every week.
• More than 10,000 customers are using SageMaker and Amazon Redshift.
• Amazon’s internal DynamoDB usage exceeds 10 trillions of requests per day,
peaking at over 20 million requests per second.
AWS by the Numbers
AWS offers more than 165 fully featured services for compute, storage,
databases, networking, analytics, robotics, machine learning and
artificial intelligence (AI), Internet of Things (IoT), mobile, security,
hybrid, virtual and augmented reality (VR and AR), media, and
application development, deployment, and management
AWS Global Infrastructure
AWS Global Infrastructure
• 166 Points of Presence in 65 cities across
29 countries
• 155 Edge locations
• 11 Regional edge caches
• 64 Availability Zones
• 21 geographic regions and 1 local region
worldwide
• Announced plans for 15 Availability Zones
and five regions in Bahrain, Cape Town,
Hong Kong SAR, Milan and Jakarta.
Regional Updates
• AWS GovCloud (US-East): Amazon DynamoDB encryption at rest;
Amazon DynamoDB backup and restore; Amazon S3 Glacier Deep
Archive; Amazon EC2 High Memory Instances; Inter-Region VPC
Peering
• AWS GovCloud (US-West): Amazon DynamoDB encryption at rest;
Amazon DynamoDB backup and restore; Amazon S3 Glacier Deep
Archive; Amazon SNS; AWS Service Catalog; AWS WAF; Amazon
Comprehend; AWS PrivateLink; Amazon Athena; AWS Glue; Inter-
Region VPC Peering; AWS Systems Manager Distributor; Amazon
WorkSpaces; Amazon Kinesis Data Firehose; Amazon EC2 r5.metal
Instances; Amazon EC2 r5d.metal Instances
• Amazon SQS FIFO Queues: EU (Stockholm), China (Ningxia)
• AWS Elemental MediaConnect: US-East (Ohio), Asia Pacific
(Mumbai, Seoul), EU (London, Paris), and South America (São Paulo)
• AWS Shield Advanced: EU (Stockholm, London), Asia Pacific
(Singapore, Seoul)
• AWS WAF: EU (Stockholm, London), Asia Pacific (Singapore, Seoul)
• Amazon Connect support for Voice Stream: Asia Pacific (Sydney)
• AWS Elemental MediaConvert: EU (Paris)
• Amazon Kinesis Video Streams: Asia Pacific (Sydney)
• AD Connector: China (Beijing, Ningxia)
• Amazon Comprehend: EU (London), Asia Pacific (Singapore), Canada
(Central)
• Amazon Translate: EU (Frankfurt), Asia Pacific (Seoul)
• Amazon Athena: Canada (Central)
• AWS Single Sign-On: Asia Pacific (Singapore, Sydney), EU (Frankfurt,
Ireland, London), US-East (Ohio), US-West (Oregon)
• Amazon MQ: EU (London)
• AWS Resource Groups Tag Editor: EU (Stockholm)
• Amazon DynamoDB Accelerator: EU (Frankfurt)
• Amazon DynamoDB Accelerator support for Amazon EC2 R4
Instances: US-West (N. California)
• AWS Batch: EU (Stockholm)
• Amazon EFS: EU (London)
• Amazon Cognito: Canada (Central)
• Amazon Kinesis Data Firehose: China (Beijing, Ningxia)
• Amazon EKS: Asia Pacific (Mumbai, Seoul), EU (London, Paris)
• AWS ParallelCluster: China (Beijing, Ningxia), EU (Stockholm)
Regional Updates
• Amazon EC2 C5 Instances: China (Beijing, Ningxia)
• Amazon EC2 C5d Instances: China (Beijing, Ningxia), Asia Pacific
(Mumbai)
• Amazon EC2 M5a Instances: Asia Pacific (Sydney, Tokyo), EU
(Frankfurt)
• Amazon EC2 M5d Instances: Asia Pacific (Mumbai)
• Amazon EC2 m5.metal Instances: US East (N. Virginia, Ohio), US
West (N. California, Oregon), EU (Frankfurt, Ireland, London, Paris,
Stockholm), Asia Pacific (Mumbai, Seoul, Singapore, Sydney, Tokyo)
• Amazon EC2 m5d.metal Instances: US East (N. Virginia, Ohio), US
West (Oregon), EU (Frankfurt, Ireland, Paris, Stockholm), Asia Pacific
(Mumbai, Seoul, Singapore, Sydney)
• Amazon EC2 R5a Instances: Asia Pacific (Sydney, Tokyo), EU
(Frankfurt)
• Amazon EC2 R5 and R5d Instances: China (Beijing, Ningxia), Asia
Pacific (Mumbai)
• Amazon EC2 r5.metal Instances: US East (N. Virginia, Ohio), US West
(N. California, Oregon), EU (Frankfurt, Ireland, Paris, Stockholm),
Asia Pacific (Mumbai, Seoul, Singapore)
• Amazon EC2 r5d.metal Instances: US East (N. Virginia, Ohio), US
West (N. California), EU (Frankfurt, Paris, Stockholm), Asia Pacific
(Mumbai, Seoul, Singapore)
• Amazon EC2 T3 Instances: Asia Pacific (Mumbai)
• Amazon EC2 X1 Instances: Asia Pacific (Seoul)
• Amazon EC2 z1d Instances: EU (Frankfurt), Asia Pacific (Sydney)
• Amazon EC2 z1d.metal Instances: US East (N. Virginia), US West (N.
California, Oregon), EU (Ireland), Asia Pacific (Singapore, Tokyo)
• AWS AppSync: EU (London)
• Amazon Transcribe: South America (São Paulo), EU (Paris, London),
Asia Pacific (Singapore, Mumbai)
• Amazon Polly: EU (Stockholm)
• Amazon Appstream 2.0: Asia Pacific (Seoul)
• Amazon DocumentDB with R5 Instances: EU (Frankfurt)
• Amazon FSx for Windows File Server: Asia Pacific (Tokyo)
• Amazon FSx for Lustre: Asia Pacific (Tokyo)
• AWS Transfer for SFTP: Asia Pacific (Mumbai)
• Amazon Neptune: Asia Pacific (Mumbai, Tokyo, Sydney)
• Route 53 Resolver for Hybrid Cloud: US West (N. California), EU
(Frankfurt, Paris, London), Asia Pacific (Seoul, Mumbai), Canada
(Central)
Customer & Partner Case Studies
Customers all-in on AWS
Autodesk Customer Case Study
Background
Based in San Rafael, California, Autodesk is
a software company that creates products
for the architecture, engineering,
construction, manufacturing, media, and
entertainment industries. The company’s
software includes AutoCAD and 3D
solutions.
Benefits
• Finds and fixes application problems faster through
real-time data analysis
• Improves mean time to detect and recover
• Builds enterprise data logging analysis solution using
small IT team
Services Used
• Amazon Elasticsearch Service
• Amazon Kinesis Data Firehose
• Amazon Kinesis Data Analytics
• Amazon CloudWatch
“Ultimately, we are improving our software products and offering better service to our customers
because of the real-time visibility we’re getting into log data.”
Tommy Li
Senior Software Architect, Autodesk
Voost Customer Case Study
Background
Voost is a startup that specializes in the
development of a digital asset management
platform. It has developed 'Pastel' which
integrates the account information of the
cryptocurrency exchange and allows users to
place orders without visiting the exchange.
Benefits
• Processes up to 40 petabytes of
data daily
• Scales up to 1,000 instances every
day to meet customer demand
• Saves up to 60% on compute costs
• Delivers reliable services to
customers around the globe
Services Used
• Amazon EC2
• Amazon RDS
• Amazon Aurora
• Amazon Kinesis
• AWS Auto Scaling
New Services & Features
Introducing AWS Backup
AWS Backup Use Cases
Cloud-native backup
Hybrid backup On-premises backup
AWS Backup
AWS Backup
AWS Backup
AWS Backup
AWS Backup
AWS Backup
Introducing Amazon DocumentDB (with
MongoDB compatibility)
• Fast, scalable, highly available, and fully managed
document database service that supports
MongoDB workloads
• Designed from the ground-up to give users the
performance, scalability, and availability they need
when operating mission-critical MongoDB
workloads at scale
• Designed for 99.99% availability and replicates six
copies of a user’s data across three AWS
Availability Zones
Amazon DocumentDB
Customers
Amazon DocumentDB
Amazon DocumentDB
Amazon DocumentDB
Amazon DocumentDB
Amazon DocumentDB Use Cases
Migrate on-premises MongoDB to the cloud Mobile and web applications
Content and catalog management Profile management
Introducing AWS Deep Learning Containers
AWS Deep Learning Containers
Customers• AWS Deep Learning (DL) Containers are Docker images
pre-installed with deep learning frameworks to make it
easy to deploy custom machine learning environments
quickly by letting users skip the complicated process of
building and optimizing your environments from scratch
• AWS DL Containers can be deployed on Amazon EKS,
self-managed Kubernetes, Amazon ECS, and Amazon EC2
• The containers are available through Amazon ECR
and AWS Marketplace at no cost—customers pay only
for the resources that they use
Introducing Amazon WorkLink
Introducing Amazon WorkLink
Amazon WorkLink
Amazon WorkLink
Amazon WorkLink
AWS App Mesh Now Generally Available
AWS App Mesh
AWS App Mesh
AWS App Mesh Partners
Introducing Five New Amazon EC2 Bare Metal
Instances
• Bare metal instances allow EC2 customers to
run applications that benefit from deep
performance analysis tools, specialized
workloads that require direct access to bare
metal infrastructure, legacy workloads not
supported in virtual environments, and
licensing-restricted Tier 1 business critical
applications
• Workloads on bare metal instances continue
to take advantage of all the comprehensive
services and features of AWS, such as
Amazon EBS, Amazon ELB, and Amazon VPC
• The five new bare metal instances are
m5.metal, m5d.metal, r5.metal, r5d.metal,
and z1d.metal
Amazon S3 Glacier Deep Archive Now
Generally Available
• Amazon S3 Glacier Deep Archive is a new Amazon S3
storage class providing secure and durable object storage
for long-term retention of data that is accessed rarely in
a year
• Amazon S3 Glacier Deep Archive offers the lowest cost
storage in the cloud, at prices lower than storing and
maintaining data in on-premises magnetic tape libraries
or archiving data offsite
• Applicable industries include:
• Financial
• Health Care / Life Sciences
• Media & Entertainment
• Physical Security
• Online Advertising
• Transportation
• Science / Research / Education
Amazon S3 Glacier Deep Archive
Amazon S3 Glacier
Amazon S3 Glacier
Amazon S3 Glacier pricing
Amazon S3 Glacier Select pricing
Introducing AWS Solutions
• AWS Solutions are built using services from AWS and
designed to help solve common problems and build faster
using AWS
• All AWS Solutions are vetted by AWS architects and are
designed to be operationally effective, performant, reliable,
secure, and cost effective
• Every AWS Solution comes with detailed architecture, a
deployment guide, and instructions for both automated and
manual deployment
New Resources
New Resources
New Whitepapers
• Amazon Aurora MySQL Database Administrator's Handbook: Connection Management
• Security Overview of AWS Lambda
• Understanding T2 Standard Instance CPU Credits
• Best Practices for Deploying Microsoft SQL Server
on AWS
• Homelessness and Technology
• Leveraging Amazon Chime Voice Connector for SIP Trunking
• File Gateway for Hybrid Cloud Storage Architectures
• Breaking Intrusion Kill Chains with AWS
• Breaking Intrusion Kill Chains with AWS Reference Material
• NIST Cybersecurity Framework (CSF)
• Sizing Cloud Data Warehouses
• Best Practices for Deploying Microsoft SQL Server on AWS
• Machine Learning Foundations: Evolution of Machine Learning and Artificial Intelligence
• Managing Machine Learning Projects
• Hosting Static Websites on AWS: Prescriptive Guidance
• File Gateway for Hybrid Cloud Storage Architectures
• Securely Access Services Over AWS PrivateLink
AWS Online Tech Talks
Check out our upcoming schedule for the below areas, which is refreshed regularly.
• AR/VR
• Compute
Containers
• Databases
• Data Lakes & Analytics
• DevOps
• End User Computing
• Enterprise & Hybrid
• Industry Solutions
• IoT
• Machine Learning
• Management Tools
• Mobile
• Networking
• AWS re:Invent 2018
• Security, Identity &
Compliance
• Serverless
• Storage
• On-Demand Tech Talks
New Resources
Q&A
Please take the 1 minute survey that will open in
your browser after exiting the webinar
Thank you!

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AWS Q1 2019 Recap

  • 1. AWS Q1 2019 Recap Jeff Barr, VP of AWS Evangelism April 23rd, 2019 © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 2. Agenda • AWS Growth • AWS by the Numbers • AWS Global Infrastructure • Customer and Partner Case Studies • New Services and Features • New Resources • Q&A
  • 3. AWS by the Numbers
  • 4. AWS Growth • Q4 2018 revenue for the AWS segment increased 45% y/y to $7.4 billion making AWS a nearly $30 billion dollar run rate business. • Amazon S3 holds trillions of objects and regularly peaks at millions of requests per second. • AWS Fargate runs tens of millions of containers for customer every week. • More than 10,000 customers are using SageMaker and Amazon Redshift. • Amazon’s internal DynamoDB usage exceeds 10 trillions of requests per day, peaking at over 20 million requests per second.
  • 5. AWS by the Numbers AWS offers more than 165 fully featured services for compute, storage, databases, networking, analytics, robotics, machine learning and artificial intelligence (AI), Internet of Things (IoT), mobile, security, hybrid, virtual and augmented reality (VR and AR), media, and application development, deployment, and management
  • 7. AWS Global Infrastructure • 166 Points of Presence in 65 cities across 29 countries • 155 Edge locations • 11 Regional edge caches • 64 Availability Zones • 21 geographic regions and 1 local region worldwide • Announced plans for 15 Availability Zones and five regions in Bahrain, Cape Town, Hong Kong SAR, Milan and Jakarta.
  • 8. Regional Updates • AWS GovCloud (US-East): Amazon DynamoDB encryption at rest; Amazon DynamoDB backup and restore; Amazon S3 Glacier Deep Archive; Amazon EC2 High Memory Instances; Inter-Region VPC Peering • AWS GovCloud (US-West): Amazon DynamoDB encryption at rest; Amazon DynamoDB backup and restore; Amazon S3 Glacier Deep Archive; Amazon SNS; AWS Service Catalog; AWS WAF; Amazon Comprehend; AWS PrivateLink; Amazon Athena; AWS Glue; Inter- Region VPC Peering; AWS Systems Manager Distributor; Amazon WorkSpaces; Amazon Kinesis Data Firehose; Amazon EC2 r5.metal Instances; Amazon EC2 r5d.metal Instances • Amazon SQS FIFO Queues: EU (Stockholm), China (Ningxia) • AWS Elemental MediaConnect: US-East (Ohio), Asia Pacific (Mumbai, Seoul), EU (London, Paris), and South America (São Paulo) • AWS Shield Advanced: EU (Stockholm, London), Asia Pacific (Singapore, Seoul) • AWS WAF: EU (Stockholm, London), Asia Pacific (Singapore, Seoul) • Amazon Connect support for Voice Stream: Asia Pacific (Sydney) • AWS Elemental MediaConvert: EU (Paris) • Amazon Kinesis Video Streams: Asia Pacific (Sydney) • AD Connector: China (Beijing, Ningxia) • Amazon Comprehend: EU (London), Asia Pacific (Singapore), Canada (Central) • Amazon Translate: EU (Frankfurt), Asia Pacific (Seoul) • Amazon Athena: Canada (Central) • AWS Single Sign-On: Asia Pacific (Singapore, Sydney), EU (Frankfurt, Ireland, London), US-East (Ohio), US-West (Oregon) • Amazon MQ: EU (London) • AWS Resource Groups Tag Editor: EU (Stockholm) • Amazon DynamoDB Accelerator: EU (Frankfurt) • Amazon DynamoDB Accelerator support for Amazon EC2 R4 Instances: US-West (N. California) • AWS Batch: EU (Stockholm) • Amazon EFS: EU (London) • Amazon Cognito: Canada (Central) • Amazon Kinesis Data Firehose: China (Beijing, Ningxia) • Amazon EKS: Asia Pacific (Mumbai, Seoul), EU (London, Paris) • AWS ParallelCluster: China (Beijing, Ningxia), EU (Stockholm)
  • 9. Regional Updates • Amazon EC2 C5 Instances: China (Beijing, Ningxia) • Amazon EC2 C5d Instances: China (Beijing, Ningxia), Asia Pacific (Mumbai) • Amazon EC2 M5a Instances: Asia Pacific (Sydney, Tokyo), EU (Frankfurt) • Amazon EC2 M5d Instances: Asia Pacific (Mumbai) • Amazon EC2 m5.metal Instances: US East (N. Virginia, Ohio), US West (N. California, Oregon), EU (Frankfurt, Ireland, London, Paris, Stockholm), Asia Pacific (Mumbai, Seoul, Singapore, Sydney, Tokyo) • Amazon EC2 m5d.metal Instances: US East (N. Virginia, Ohio), US West (Oregon), EU (Frankfurt, Ireland, Paris, Stockholm), Asia Pacific (Mumbai, Seoul, Singapore, Sydney) • Amazon EC2 R5a Instances: Asia Pacific (Sydney, Tokyo), EU (Frankfurt) • Amazon EC2 R5 and R5d Instances: China (Beijing, Ningxia), Asia Pacific (Mumbai) • Amazon EC2 r5.metal Instances: US East (N. Virginia, Ohio), US West (N. California, Oregon), EU (Frankfurt, Ireland, Paris, Stockholm), Asia Pacific (Mumbai, Seoul, Singapore) • Amazon EC2 r5d.metal Instances: US East (N. Virginia, Ohio), US West (N. California), EU (Frankfurt, Paris, Stockholm), Asia Pacific (Mumbai, Seoul, Singapore) • Amazon EC2 T3 Instances: Asia Pacific (Mumbai) • Amazon EC2 X1 Instances: Asia Pacific (Seoul) • Amazon EC2 z1d Instances: EU (Frankfurt), Asia Pacific (Sydney) • Amazon EC2 z1d.metal Instances: US East (N. Virginia), US West (N. California, Oregon), EU (Ireland), Asia Pacific (Singapore, Tokyo) • AWS AppSync: EU (London) • Amazon Transcribe: South America (São Paulo), EU (Paris, London), Asia Pacific (Singapore, Mumbai) • Amazon Polly: EU (Stockholm) • Amazon Appstream 2.0: Asia Pacific (Seoul) • Amazon DocumentDB with R5 Instances: EU (Frankfurt) • Amazon FSx for Windows File Server: Asia Pacific (Tokyo) • Amazon FSx for Lustre: Asia Pacific (Tokyo) • AWS Transfer for SFTP: Asia Pacific (Mumbai) • Amazon Neptune: Asia Pacific (Mumbai, Tokyo, Sydney) • Route 53 Resolver for Hybrid Cloud: US West (N. California), EU (Frankfurt, Paris, London), Asia Pacific (Seoul, Mumbai), Canada (Central)
  • 10. Customer & Partner Case Studies
  • 12. Autodesk Customer Case Study Background Based in San Rafael, California, Autodesk is a software company that creates products for the architecture, engineering, construction, manufacturing, media, and entertainment industries. The company’s software includes AutoCAD and 3D solutions. Benefits • Finds and fixes application problems faster through real-time data analysis • Improves mean time to detect and recover • Builds enterprise data logging analysis solution using small IT team Services Used • Amazon Elasticsearch Service • Amazon Kinesis Data Firehose • Amazon Kinesis Data Analytics • Amazon CloudWatch “Ultimately, we are improving our software products and offering better service to our customers because of the real-time visibility we’re getting into log data.” Tommy Li Senior Software Architect, Autodesk
  • 13. Voost Customer Case Study Background Voost is a startup that specializes in the development of a digital asset management platform. It has developed 'Pastel' which integrates the account information of the cryptocurrency exchange and allows users to place orders without visiting the exchange. Benefits • Processes up to 40 petabytes of data daily • Scales up to 1,000 instances every day to meet customer demand • Saves up to 60% on compute costs • Delivers reliable services to customers around the globe Services Used • Amazon EC2 • Amazon RDS • Amazon Aurora • Amazon Kinesis • AWS Auto Scaling
  • 14. New Services & Features
  • 16. AWS Backup Use Cases Cloud-native backup Hybrid backup On-premises backup
  • 23. Introducing Amazon DocumentDB (with MongoDB compatibility) • Fast, scalable, highly available, and fully managed document database service that supports MongoDB workloads • Designed from the ground-up to give users the performance, scalability, and availability they need when operating mission-critical MongoDB workloads at scale • Designed for 99.99% availability and replicates six copies of a user’s data across three AWS Availability Zones Amazon DocumentDB Customers
  • 28. Amazon DocumentDB Use Cases Migrate on-premises MongoDB to the cloud Mobile and web applications Content and catalog management Profile management
  • 29. Introducing AWS Deep Learning Containers AWS Deep Learning Containers Customers• AWS Deep Learning (DL) Containers are Docker images pre-installed with deep learning frameworks to make it easy to deploy custom machine learning environments quickly by letting users skip the complicated process of building and optimizing your environments from scratch • AWS DL Containers can be deployed on Amazon EKS, self-managed Kubernetes, Amazon ECS, and Amazon EC2 • The containers are available through Amazon ECR and AWS Marketplace at no cost—customers pay only for the resources that they use
  • 35. AWS App Mesh Now Generally Available
  • 38. AWS App Mesh Partners
  • 39. Introducing Five New Amazon EC2 Bare Metal Instances • Bare metal instances allow EC2 customers to run applications that benefit from deep performance analysis tools, specialized workloads that require direct access to bare metal infrastructure, legacy workloads not supported in virtual environments, and licensing-restricted Tier 1 business critical applications • Workloads on bare metal instances continue to take advantage of all the comprehensive services and features of AWS, such as Amazon EBS, Amazon ELB, and Amazon VPC • The five new bare metal instances are m5.metal, m5d.metal, r5.metal, r5d.metal, and z1d.metal
  • 40. Amazon S3 Glacier Deep Archive Now Generally Available • Amazon S3 Glacier Deep Archive is a new Amazon S3 storage class providing secure and durable object storage for long-term retention of data that is accessed rarely in a year • Amazon S3 Glacier Deep Archive offers the lowest cost storage in the cloud, at prices lower than storing and maintaining data in on-premises magnetic tape libraries or archiving data offsite • Applicable industries include: • Financial • Health Care / Life Sciences • Media & Entertainment • Physical Security • Online Advertising • Transportation • Science / Research / Education
  • 41. Amazon S3 Glacier Deep Archive
  • 44. Amazon S3 Glacier pricing
  • 45. Amazon S3 Glacier Select pricing
  • 46. Introducing AWS Solutions • AWS Solutions are built using services from AWS and designed to help solve common problems and build faster using AWS • All AWS Solutions are vetted by AWS architects and are designed to be operationally effective, performant, reliable, secure, and cost effective • Every AWS Solution comes with detailed architecture, a deployment guide, and instructions for both automated and manual deployment
  • 48. New Resources New Whitepapers • Amazon Aurora MySQL Database Administrator's Handbook: Connection Management • Security Overview of AWS Lambda • Understanding T2 Standard Instance CPU Credits • Best Practices for Deploying Microsoft SQL Server on AWS • Homelessness and Technology • Leveraging Amazon Chime Voice Connector for SIP Trunking • File Gateway for Hybrid Cloud Storage Architectures • Breaking Intrusion Kill Chains with AWS • Breaking Intrusion Kill Chains with AWS Reference Material • NIST Cybersecurity Framework (CSF) • Sizing Cloud Data Warehouses • Best Practices for Deploying Microsoft SQL Server on AWS • Machine Learning Foundations: Evolution of Machine Learning and Artificial Intelligence • Managing Machine Learning Projects • Hosting Static Websites on AWS: Prescriptive Guidance • File Gateway for Hybrid Cloud Storage Architectures • Securely Access Services Over AWS PrivateLink
  • 49. AWS Online Tech Talks Check out our upcoming schedule for the below areas, which is refreshed regularly. • AR/VR • Compute Containers • Databases • Data Lakes & Analytics • DevOps • End User Computing • Enterprise & Hybrid • Industry Solutions • IoT • Machine Learning • Management Tools • Mobile • Networking • AWS re:Invent 2018 • Security, Identity & Compliance • Serverless • Storage • On-Demand Tech Talks New Resources
  • 50. Q&A Please take the 1 minute survey that will open in your browser after exiting the webinar