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APN Live-AWS Core Services

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APN Live-AWS Core Services

  1. 1. Solution Training for Partners: Technical Foundations An Introduction to AWS Services Osemeke Isibor Partner Solutions Architect iosemeke@amazon.com Hong Kong July 22, 2019
  2. 2. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Quick Recap What is AWS? What is an AWS Region? How many regions do AWS have? How many AWS Regions in Hong Kong?
  3. 3. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Compute Amazon EC2 Amazon ECS Amazon Lightsail AWS Batch AWS Elastic Beanstalk AWS Lambda Storage Amazon EFS Amazon Glacier Amazon S3 AWS Snowball AWS Storage Gateway Amazon EBS Database AWS DMS AWS SMS Amazon DynamoDB Amazon ElastiCache Amazon RDS Amazon Redshift AWS CodeCommit AWS CodeDeploy AWS CodePipeline AWS X-RayAWS CodeBuild Developer Tools Amazon API Gateway Amazon AppStream AWS Step Functions Amazon Elastic Transcoder Amazon SWF Application Services Network Amazon CloudFront Amazon VPC Amazon Route 53 AWS Direct Connect Elastic Load Balancing Analytics Amazon ESAmazon EMR Amazon Kinesis Amazon Athena Amazon CloudSearc h Amazon QuickSight AWS Glue Security, Identity, Compliance AWS CloudHSM AWS Directory Service AWS Certificate Manager Amazon Inspector IAM AWS WAFAWS KMS AWS Shield AWS Organizations Management Tools Amazon CloudWatch AWS CloudFormatio n AWS CloudTrail AWS Config AWS Managed Services AWS OpsWorks AWS Trusted Advisor AWS Service Catalog Artificial IntelligenceAmazon Lex Amazon Polly Amazon Rekognition AmazonMachine Learning Internet of Things AWS IoT AWS Greengrass Mobile Services Amazon Cognito Amazon MobileAnalytics AWS Device Farm AWS Mobile Hub Amazon API Gateway Amazon Pinpoint Messaging Amazon SES Amazon SQS Amazon SNS Amazon Pinpoint Desktop & App Streaming Amazon WorkSpaces Amazon AppStream 2.0 Business Productivity Amazon WorkDocs Amazon WorkMail Game Development Amazon GameLift What services does AWS offer?
  4. 4. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Services
  5. 5. 165+ Services
  6. 6. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Foundational Services Amazon EC2 Amazon ECS AWS Lambda Auto Scaling Compute Amazon RDS Amazon DynamoDB Amazon Aurora Amazon ElastiCache Databases Security IAM AWS KMS AWS Shield AWS WAFElastic Load Balancing* Amazon VPC* Amazon Route 53 VPN connection Application Load Balancer AWS Direct Connect NetworkingStorage Amazon S3 Amazon Glacier Amazon EBS Amazon CloudWatch AWS CloudFormation AWS CloudTrail AWS Config Management Amazon EC2 Systems Manager
  7. 7. Compute Services
  8. 8. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Elastic Compute Cloud (Amazon EC2) Virtual machine instance running on an AWS hypervisor Support numerous distributions of Linux or Microsoft Windows Complete control of your host operating system with root and administrator accounts Responsible for all installed applications https://aws.amazon.com/ec2/
  9. 9. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. EC2 Instances: Families and Generations https://aws.amazon.com/ec2/instance-types/ General-purpose: M4, M5, T2 Compute-optimized: C4, C5 Memory-optimized: R4, X1 Dense-storage: D2, H1, I3 I/O-optimized: HI1, I2 GPU: F1, G3, P2 Micro: T1, T2 Customers can change instance types seamlessly.
  10. 10. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. https://aws.amazon.com/ec2/instance-types/ EC2 instances: Types and Sizes
  11. 11. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. EC2 Purchasing Options On-Demand Pay for compute capacity by the second with no long-term commitments Spiky workloads, to define needs Reserved Make a 1 or 3 Year commitment and receive a significant discount off On-Demand prices Committed, steady-state usage Spot Spare EC2 capacity at savings of up to 90% off On-Demand prices Fault-tolerant, dev/test, time- flexible, stateless workloads https://aws.amazon.com/ec2/pricing/
  12. 12. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Elastic Compute Cloud (EC2) Auto Scaling Groups Scale Amazon EC2 instances seamlessly and automatically Launch or terminate instances to meet desired capacity Keeps capacity balanced across AZs Replace unhealthy or unreachable instances Policy-based. Integrates with other AWS services Use Cases: Dynamic scaling - Optimize EC2 resources rapidly Reduce cost. Manage pricing. Fleet management – Balance. Recover from failures. https://aws.amazon.com/ec2/autoscaling/
  13. 13. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Container Services (ECS/EKS) Elastic Container Service and Elastic Container Service for Kubernetes AWS runs the EC2 cluster management for you Eliminates the complexity of operating container infrastructure Use Cases Deploy microservices to speed innovation Batch processing Migrate legacy applications without requiring code changes Accelerate machine learning https://aws.amazon.com/ecs/
  14. 14. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Fargate Allows customers to run containers without managing a cluster. Leverages Amazon ECS and EKS Launch tens of thousands of containers in seconds Integrates with auto scaling for optimal utilization https://aws.amazon.com/fargate/
  15. 15. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Lambda A stateless compute service that runs code in response to an event Triggers in milliseconds. Billed in 100ms increments. Pay only for what you use. No virtual servers required. Use Cases: Building modular, scalable, lightweight applications Serverless data processing on demand Use AWS Step-Functions to orchestrate Lambda architectures Perform data validation, filtering, sorting, or other transformations. Image thumb-nailing, in-app activity, website clicks, or output from devices https://aws.amazon.com/lambda/
  16. 16. Storage Services
  17. 17. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Elastic Block Storage (EBS) Block storage volumes for use with Amazon EC2 instances Persistent storage attached to EC2 instances as native disk Formatted using a standard OS file system (e.g. ext4 or NTFS) Scalable, high-performance storage for applications Use Cases Boot/root volumes for EC2 instances Data volumes for enterprise applications such as SAP, Microsoft Exchange and Microsoft SharePoint. Relational or NoSQL databases supporting millions of users. https://aws.amazon.com/ebs/
  18. 18. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Simple Storage Service (Amazon S3) Highly scalable, reliable, fast, durable object storage Store and retrieve any amount of data from anywhere on the web using HTTP or HTTPS. A workhorse service that serves many purposes Use cases: Application file hosting Backup for disaster recovery Static web hosting Streaming data Data lakes https://aws.amazon.com/s3/
  19. 19. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Choice of storage classes on Amazon S3 Standard Standard – Infrequent Access Amazon Glacier One Zone – Infrequent Access Active data Archive dataInfrequently accessed data
  20. 20. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon S3 One Zone-IA An S3 storage class built for easily re-creatable data Designed on a single Availability Zone Still 99.9999999% durable but less available and resilient - for 20% less cost Use it for: Mobile or Enterprise backup data Off-site compliance data Disaster recovery data Derived analysis data
  21. 21. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Data Lakes Central Storage Secure, Cost Effective Storage in S3 S3 Catalog & Search Access & Search Metadata DynamoDB Amazon ES Access & User Interface Give your users easy & secure access API Gateway IAM Cognito Protect & Secure Use entitlements to ensure data is secure and users identities are verified Security Token Service Cloudwatch Cloudtrail KMS Athena Quicksight EMR Redshift Processing & Analytics Use predictive and prescriptive analytics to gain better understanding Kinesis Firehose Direct Connect Snowball DMS Data Ingestion Get your data into S3 quickly and securely
  22. 22. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Glacier Long term storage solution Optimized for data that is infrequently accessed Minutes to hours to begin accessing stored data Extremely low cost Use Cases: Long-term storage Data archiving Data lifecycle automation https://aws.amazon.com/glacier/
  23. 23. Networking Services
  24. 24. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Virtual Private Cloud Amazon VPC Isolated virtual subnets in the AWS Cloud Secure, performant, highly-configurable Support rich security Use Cases: Host both public and private resources Organize/isolate applications components Isolate resources by logical entity, group, sensitivity, or function Extend on-prem networks into the cloud https://aws.amazon.com/vpc/
  25. 25. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. What is Amazon VPC? Your own logically isolated section of the Amazon Web Services (AWS) cloud By default, your VPC has no access to the internet, nor are instances addressable from the internet You have complete control over your virtual networking environment Proven and well-understood networking concepts: User defined IP address range Subnets Route tables Access control lists Network gateways A way to gain agility as well as additional security
  26. 26. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. VPCs as Strategy Like any production application, AWS solutions should be deployed in a landscape of multiple environments Each environment should be in its own Amazon VPC At a minimum, consider production and development VPC environments Can make sense to add environments for test, future development (“dev+1”), staging, and other purposes Remember, AWS environments with intermittent use (such as test) can be stopped when not in use, helping to limit costs Test VPC Users Quick Start Design with Test, Production, and Development VPCs Archive Logs Bucket S3 Lifecycle Policies to Glacier CloudTrailAWS Config Rules CloudWatch Alarms NAT us-east-1b Bastion us-east-1c Potential use for security appliances for monitoring, logging, etc.
  27. 27. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Virtual Private Cloud Corporate Datacenter Connectivity Ways to connect to resources in your VPC: Over the internet Virtual private network (VPN) using IPSec Configured in minutes AWS Direct Connect Service provided by Amazon Partner Network (APN) Partners Private link https://docs.aws.amazon.com/AmazonVPC/latest/UserGuide/endpoint-service.html
  28. 28. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Virtual Private Cloud Corporate Datacenter Connectivity
  29. 29. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Elastic Load Balancing (ELB) Automatically distributes incoming application traffic Incorporates new resources as applications scale, automatically Detects and accommodates application faults Pool AWS cloud and on-premises resources seamlessly Integrates with other AWS services Route 53 Internet Gateway Identity and Access Management https://aws.amazon.com/elasticloadbalancing/
  30. 30. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Application Load Balancer Part of Elastic Load Balancing (ELB) Balances load at the application layer (Layer 7) Supports HTTPS termination and offload Improves application security Routes requests based upon the content requested (URL). Use case: HTTP and HTTPS traffic Advanced request routing Microservices and container-based applications. https://aws.amazon.com/about-aws/whats-new/2016/08/announcing-application-load-balancer- for-elastic-load-balancing/
  31. 31. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Network Load Balancer (NLB) Ultra-low latency handles tens of millions of requests per second “IP-per-AZ” feature improves performance, and fault-tolerance Preserves the source IP address and ports for incoming connections Connections can be open for months or years Supports failover between IP addresses within and across regions Use Case: Hard-coded IP address Microservices https://aws.amazon.com/elasticloadbalancing/details/#compare
  32. 32. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon CloudFront Content delivery network (CDN) with optimization Distribute content to end users with low latency and high data transfer rates Broad, geographic presence beyond AWS Regions Accelerate data uploaded from end users Use cases: Accelerating web application performance Caching static web content and frequent database query results Offloading TLS termination Currently 187 Edge Locations https://aws.amazon.com/cloudfront/
  33. 33. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Route 53 Global Domain Name System (DNS) service Highly available and scalable – 100% availability SLA Critical tool integrated with many AWS services Use Cases: Optimized Routing Failover Geolocation Compliance Integrated with other AWS services Micro-segmentation https://aws.amazon.com/route53/
  34. 34. LUNCH BREAK
  35. 35. Database Services
  36. 36. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Relational Database Service Managed service for MySQL, Oracle, Microsoft SQL Server, MariaDB, and Amazon Aurora Handles time-consuming database management tasks, such as backups, patch management, and replication Works with existing code, applications, and tools Use Cases: Any applications requiring a relational database Improving database performance, availability and scalability https://aws.amazon.com/rds/
  37. 37. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Aurora MySQL/PostgreSQL-compatible relational database service Part of Amazon RDS Higher performance than standard MySQL and PostgreSQL High-availability without complex server management Scales and optimizes storage automatically Use Cases Any application that uses a relational database Replace on-premises or AWS EC2-hosted MySQL or PostgreSQL https://aws.amazon.com/rds/aurora/
  38. 38. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon DynamoDB Fast, flexible, fully-managed, NoSQL database service Single-digit millisecond latency at any scale Highly available, replicated across multiple availability zones and between regions Use Cases: High-performance database applications Ad Tech Big Data Gaming Mobile/IoT https://aws.amazon.com/dynamodb/
  39. 39. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ElastiCache A fully-managed open-source-compatible, Redis and Memcached service. Improves performance by retrieving data from high-throughput and low-latency, in-memory data stores. Use Cases: Gaming Ad-Tech Financial Services Healthcare IoT https://aws.amazon.com/elasticache/
  40. 40. Security Services
  41. 41. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Identity & Access Management A core AWS security service Create and manage AWS users, roles and groups Manage fine-grained access control to AWS resources Control what operations a user or service can perform Integrates with Microsoft Active Directory using SAML identity federation and AWS Directory Service (AD Connector) Allows scalable, consistent security and auditability Multi-factor authentication for highly privileged users https://aws.amazon.com/iam/
  42. 42. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • Access to specific services. • Access to console and/or APIs. • Access to Customer Support (Business and Enterprise). IAM Users, Groups and Roles • Access to specific services. • Access to console and/or APIs. Temporary Security Credentials • Access to all subscribed services. • Access to billing. • Access to console and APIs. • Access to Customer Support. Account Owner ID (Root Account) AWS Principals
  43. 43. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Key Management Service (AWS KMS) Managed service that simplifies management and use of encryption keys Integrated with many AWS services Integrated with AWS CloudTrail to provide auditable logs of key usage for regulatory and compliance activities https://aws.amazon.com/kms/
  44. 44. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Web Application Firewall (AWS WAF) Protects web applications Filter traffic based on custom rules Easy to deploy as part of Amazon CloudFront or ELB Provides real-time metrics and detailed request data Configure manually or via an AWS API Integrate third-party, workload-optimized, AWS WAF configuration rules AWS Firewall Manager synchronizes AWF WAF rules across multiple- accounts https://aws.amazon.com/waf/
  45. 45. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Shield (Standard or Advanced) Guards against distributed denial of service (DDoS) attacks AWS Shield Standard Addresses common layer 3(network)-4(transport) DDoS incidents e.g ICMP flood Monitors network flows for quick attack detection Mitigates service impacts automatically AWS Shield Advanced Enhanced DDoS detection and response Supports customized WAF rules against sophisticated attacks Includes AWS DDoS Response Team 24x7 Covers cost of increased resource utilization due to attack https://aws.amazon.com/shield/
  46. 46. Management Services
  47. 47. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS CloudWatch Monitoring service for AWS cloud resources and applications Collect and track metrics, monitor log files, and set alarms Gain visibility into resource utilization, application performance, and operational health Set alarms to send notifications or take other automated actions Supports custom dashboards Use cases: Cost management; billing alerts https://aws.amazon.com/cloudwatch/
  48. 48. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS CloudTrail Managed service that records all AWS API calls for your account Records information about API calls to AWS service Delivers results in log files for automatic response Use cases: Security, alerting Compliance Troubleshooting Remediation https://aws.amazon.com/cloudtrail/
  49. 49. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS CloudFormation Service to create and manage a collection of related AWS resources to duplicate consistency across environments Describe sets of AWS resources using template file called “stacks” Customize values for different application environments and regions Maintain and update infrastructure as code (IaC) Use Cases Standardize application deployments for scale and consistency Test, designs and automatically rollback the newly provisioned resources Replicate service architectures globally in minutes https://aws.amazon.com/cloudformation/
  50. 50. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Config Managed service for tracking AWS inventory and configuration, and configuration change notification. AWSConfig Amazon EC2 Amazon VPC Amazon EBS AWS CloudTrail Change management Audit compliance Security analysis Troubleshooting Discovery
  51. 51. Third-party Services
  52. 52. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Popular AWS Marketplace Vendors by Category Security BIStorage MediaDatabaseNetworking DevOps Operating Systems
  53. 53. AWS Advanced Services Big Data Analytics and AI/ML
  54. 54. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Fast at scale Columnar storage technology to improve I/O efficiency and scale query performance Secure Audit everything; encrypt data end-to-end; extensive certification and compliance Open file formats Analyze optimized data formats on the latest SSD, and all open data formats in Amazon S3 Inexpensive As low as $1,000 per terabyte per year, 1/10th the cost of traditional data warehouse solutions; start at $0.25 per hour $ Amazon Redshift—Data Warehousing
  55. 55. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. S3 data lakeRedshift data Redshift Spectrum query engine • Exabyte Redshift SQL queries against S3 • Join data across Redshift and S3 • Scale compute and storage separately • Stable query performance and unlimited concurrency • CSV, ORC, Grok, Avro, & Parquet data formats • Pay only for the amount of data scanned Amazon Redshift Spectrum Extend the data warehouse to exabytes of data in S3 data lake
  56. 56. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Low cost Flexible billing with per- second billing, EC2 spot, reserved instances and auto-scaling to reduce costs 50–80% $ Easy Launch fully managed Hadoop & Spark in minutes; no cluster setup, node provisioning, cluster tuning Latest versions Updated with the latest open source frameworks within 30 days of release Use S3 storage Process data directly in the S3 data lake securely with high performance using the EMRFS connector Data Lake 1001100001001010111 0010101011100101010 0000111100101100101 010001100001 Amazon EMR—Big Data Processing
  57. 57. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Elasticsearch Service Easy to Use Fully managed; Deploy production-ready clusters in minutes Secure Secure access with VPC to keep all traffic within AWS network Open Direct access to Elasticsearch open-source APIs; supports Logstash and Kibana Available Zone awareness replicates data between two AZs; automatically monitors & replaces failed nodes $
  58. 58. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Kinesis—Real Time time Load data streams into AWS data stores Kinesis Data Firehose Build custom applications that analyze data streams Kinesis Data Streams Capture, process, and store video streams for analytics Kinesis Video Streams Analyze data streams with SQL Kinesis Data Analytics SQL
  59. 59. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Athena—Interactive Analysis Interactive query service to analyze data in Amazon S3 using standard SQL No infrastructure to set up or manage and no data to load Ability to run SQL queries on data archived in Amazon Glacier (coming soon) Query Instantly Zero setup cost; just point to S3 and start querying SQL Open ANSI SQL interface, JDBC/ODBC drivers, multiple formats, compression types, and complex joins and data types Easy Serverless: zero infrastructure, zero administration Integrated with QuickSight Pay per query Pay only for queries run; save 30–90% on per-query costs through compression $
  60. 60. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon QuickSight easy Empower everyone Seamless connectivity Fast analysis Serverless
  61. 61. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Sample Big Data Analytics Pipeline Ad-hoc access to data using Athena Athena can query aggregated datasets as well
  62. 62. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ML Stack M L F R A M E W O R K S & I N F R A S T R U C T U R E A I S E R V I C E S R E K O G N I T I O N I M A G E P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D L E XR E K O G N I T I O N V I D E O Vision Speech Language Chatbots A M A Z O N S A G E M A K E R B U I L D T R A I N F O R E C A S T Forecasting T E X T R A C T P E R S O N A L I Z E Recommendations D E P L O Y Pre-built algorithms & notebooks Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimization (N E O ) One-click deployment & hosting M L S E R V I C E S Fr a m e w o r k s I nte r f a c e s I nf r a s tr uc tur e E C 2 P 3 & P 3 N E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E Reinforcement learningAlgorithms & models ( A W S M A R K E T P L A C E F O R M A C H I N E L E A R N I N G )
  63. 63. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Key Takeaways AWS has the deepest and broadest set of services for you to build your solution. To choose the right services for your project, start with your customers goal then walk backwards. AWS has resources to in place to guide your in your cloud adoption journey. The best way to learn is to try it out.
  64. 64. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Next Step: Builders Welcome AWS Free Tier - https://aws.amazon.com/free/ Check out your SDK of choice. - https://aws.amazon.com/tools/ Go build something!
  65. 65. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Next Step: AWS Certifications
  66. 66. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Keeping Up AWS Announcements and Updates • AWS: What’s New? http://aws.amazon.com/new/ • AWS blog - https://aws.amazon.com/blogs/aws/ • AWS podcast - https://aws.amazon.com/podcasts/aws-podcast/ • APN blog - https://aws.amazon.com/blogs/apn/ • This is MY Architecture YouTube channel - https://aws.amazon.com/this-is- my-architecture/ • AWS loft schedule - https://aws.amazon.com/start-ups/loft/ • @awscloud twitter - https://twitter.com/awscloud
  67. 67. Thank You!

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