Amazon Web Services. Amazon Web Services
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1 Università degli Studi di Roma Tor Vergata Dipartimento di Ingegneria Civile e Ingegneria Informatica Amazon Web Services Corso di Sistemi Distribuiti e Cloud Computing A.A. 2013/14 Valeria Cardellini Amazon Web Services A collection of Web services that provides developers with compute, storage, and more advanced services, such as managing structured and semi-structured data, messaging Mostly popular for IaaS services and primarily for its elastic compute service EC2 1
2 Which services Compute & Networking Elastic Compute Cloud (EC2) Auto Scaling Elastic Load Balancing Route 53 Virtual Private Cloud (VPC) Amazon WorkSpaces Amazon Marketplace Storage & CDN Simple Storage Service (S3) Glacier Elastic Block Store (EBS) CloudFront Analytics Elastic MapReduce (EMR) Data Pipeline Kinesis Database DynamoDB Relational Database Service (RDS) ElastiCache Redshift Application services (some) Simple Queue Service (SQS) Simple Notification Service (SNS) Elastic Transcoder Deployment & Management CloudWatch Elastic Beanstalk Identity and Access Management (IAM) 2 AWS global infrastrastructure AWS Regions Geographically dispersed Current regions: US East (Northern Virginia), US West (Oregon), US West (Northern California), EU (Ireland), Asia Pacific (Singapore), Asia Pacific (Singapore), Asia Pacific (Tokyo), Asia Pacific (Sydney), Asia Pacific (Beijing), South America (Sao Paulo) Special AWS GovCloud region for US government agencies and customers (security issues!) 3
3 Elastic Compute Cloud (EC2) Provides elastic compute capacity in the cloud Allows to increase/decrease capacity (start/stop instances) within minutes From one to thousands of server instances can be launched simultaneously Instances can be configured for memory, number of processors, and storage by choosing T-shirt sizes Pay-per-use on hourly basis Guarantees complete control over instances root SSH access, GUI, command line tools, APIs Offers advanced services Elastic Block Store Elastic Load Balancer CloudWatch + AutoScaling Elastic IP Amazon Elastic Beanstalk 4 EC2 instances Processing power of EC2 instances expressed as number of core and EC2 Compute Units (ECU) - 1 ECU = equivalent CPU capacity of a GHz 2007 Opteron or 2007 Xeon processor - See for pricing EC2 instance types General-purpose Various T-shirt sizes : small, medium, large, xlarge, 2xlarge Compute optimized medium, large, xlarge, 2xlarge, 4xlarge, 8xlarge Memory optimized xlarge, 2xlarge, 4xlarge, 8xlarge Storage optimized xlarge, 2xlarge, 4xlarge, 8xlarge GPU instances 2xlarge, 4xlarge Micro instances Very low-cost instance option, providing a small amount of CPU resources (good choice for SDCC project development!) 5
4 EC2 instances (2) On-demand instances Billing per-hour with no long-term commitments Reserved instances One-time payment to reserve an instance for 1 or 3 years Significant discount on hourly usage charge Spot instances Enable users to bid for unused EC2 capacity Run whenever the user bid exceeds the current spot price Spot price fluctuates periodically depending on supply/demand Interesting related issue we are investigating: how to determine optimal (and long term) IaaS provider pricing strategy and IaaS user bidding strategy 6 Amazon Machine Images Amazon Machine Images (AMI) are templates from which it is possible to create a virtual machine Contain a software configuration, including an operating system Created from scratch or bundled from existing EC2 instances Once created, stored in S3 and identified by a unique identifier Personal use Available to other users 7
5 EC2 locations Amazon EC2 is hosted in multiple locations world-wide (AWS Regions) Each region is completely independent Each region consists of one or more availability zones Availability Zones Distinct locations in the same region engineered to be insulated from failures in other availability zones Availability Zones in a region are connected through low-latency links Used to protect applications from failure of a single location 8 EC2 interface AWS management console Command Line Interface (CLI) Web services (WSDL file) Query APIs Third-party libraries Third-party management frameworks E.g., Cloud42 9
6 Elastic Block Store (EBS) Provides block level storage volumes for EC2 instances Off-instance storage that persist independently from the life of an EC2 instance EBS volumes from 1 GB to 1 TB EBS volumes can be used at instance s boot partitions or attached to running instances as standard block devices A volume can only be attached to one instance at time, but many volumes can be attached to a single instance EBS volumes can be attached only to instances in the same availability zone EBS volumes automatically replicated within the same availability zone to avoid data loss EBS provides the ability to create point-in-time snapshots of volumes that can be stored using S3 10 Elastic IP & Virtual Private Cloud Elastic IP IP address is not associated with a particular instance but with a user account The user controls an elastic IP address until he explicitly releases it Allows to mask instance or availability zone failures by quickly remapping the elastic IP address to another instance/ load balancer Virtual Private Cloud Enables enterprises to connect their existing infrastructure to a set of isolated AWS compute resources via a Virtual Private Network (VPN) connection 11
7 CloudWatch Provides monitoring for AWS resources (e.g., EC2 instances) and user applications run on AWS CloudWatch is metric repository AWS services put metrics in the repository Users retrieve statistics based on those metrics 12 CloudWatch concepts Metric Time-ordered set of data points PutMetricData API allows users to create custom metrics Statistics Metric data aggregated over specified periods of time Available statistics: min, max, sum, average, sample count Retrieved by GetMetricStatistics API Period Length of time associated with a specific CloudWatch statistic Mesaured in seconds, ranges from 60 (one minute) to (two weeks) Alarm Watches a single metric over a specified time period Performs one or more actions based on the value of the metric relative to a given threshold over a number of time periods 13
8 CloudWatch metrics EC2 metrics CPUUTilization! DiskReadOps/DiskWriteOps! DiskReadBytes/DiskWriteBytes! NetworkIn/NetworkOut! Elastic Load Balancing metrics Latency! RequestCount! HealthyHostCount/UnHealthyHostCount! Count of HTTP response codes (2xx, 3xx, 4xx, 5xx) generated by Load Balancer or back-end instances 14 Command line tools Libraries JAVA,.NET, PHP, Ruby Query API CloudWatch interface HTTP/HTTPS GET or POST requests AWS Management Console Services Edit Valeria Cardellini Oregon Help Dashboard Alarms ALARM INSUFFICIENT OK Billing Metrics Selected Metrics Auto Scaling DynamoDB EBS EC2 ELB ElastiCache RDS SNS SQS Browse Metrics CPUUtilization (Percent), AverageDiskReadBytes (Bytes) 5 Minutes /3 00:00 2/3 02:00 Left axis units: Percent CPUUtilization Showing all results (105)) for EC2 Metrics. Select All Clear EC2 > Per-Instance Metrics InstanceId 2/3 04:00 2/3 06:00 2/3 08:00 Metric Name 2/3 10: Right axis units: Bytes DiskReadBytes EC2 Metrics Update Graph Time Range 1h 3h 6h 12h 1d 3d 1w 2w Tools Copy URL Create Alarm 15
9 CloudWatch Alarms & Auto Scaling An alarm watches a single metric over a time period and performs one or more actions based on the value of the metric relative to a given threshold over a number of time periods Possible states: OK, ALARM, INSUFFICIENT_DATA! When an alarm changes its state, an action is invoked Notification through Amazon SNS Auto Scaling policy Example Threshold = 3 minimum breach = 3 periods 16 Auto Scaling Auto Scaling allows to automatically scale EC2 capacity up or down based on user-defined policies, health status checks, and schedules, e.g., Dynamically based on conditions specified by user (e.g., increasing CPU utilization of the Amazon EC2 instance) Predictably according to a schedule defined by user (e.g., every Friday at 13:00:00). Enabled by Amazon CloudWatch Uses CloudWatch alarms 17
10 Auto Scaling policies Auto Scaling policy defines action to take when an alarm state changes For every monitored event, 2 policies to be defined: Scale-in policy Scale-out policy Example: Scale-out: to add new Amazon EC2 instances in increments of 3 instances to the Auto Scaling Group when the average CPU utilization of the Amazon EC2 fleet goes above 70% Scale-in: to remove Amazon EC2 instances in the same increments when CPU Utilization falls below 10% 18 Auto Scaling policies (2) A policy can be created using PutScalingPolicy API with the following parameters: AdjustmentType: possible values are ChangeInCapacity, ExactCapacity, PercentChangeInCapacity! Cooldown: amount of time after a scaling activity completes before any further trigger-related scaling activities can start PolicyName! ScalingAdjustment: number of instances by which to scale (positive or negative) Sample request: &ScalingAdjustment=30 &AdjustmentType=PercentChangeInCapacity &PolicyName=my-scaleout-policy &Version= &Action=PutScalingPolicy &AUTHPARAMS 19
11 Elastic Load Balancing (ELB) Automatically distributes incoming traffic across multiple EC2 instances 20 ELB features Detects unhealthy instances within a pool and automatically reroutes traffic to healthy instances Enabled across multiple availability zones within a region Not between availability zones in different regions! Uses a least loaded balancing policy Supports sticky sessions Load balancer generated HTTP cookies Application-generated HTTP cookies Supports HTTPS Enables the client to define an application health check for the instances through the following parameters: Threshold, Interval, Target, Timeout, UnhealthyThreshold! Provides APIs to add/remove instances RegisterInstancesWithLoadBalancer! DeregisterInstancesWithLoadBalancer! 21
12 EC2 and related services problems General problems No real-time billing Performance level of a single VM may be variable and there is very little guarantees regarding the performance of seemingly identical virtual machine instance; e.g., see Resource Provisioning of Web Applications in Heterogeneous Clouds Load balancing policy cannot be customized ELB bugs Problems with start/stop instances, better use launch/terminate If an instance crashes it remains forever in unhealthy status Unhealthy instances are not automatically replaced CloudWatch problems Metric variation over a time interval is missing Request count considers only the requests processed by the load balancer (system throughput behind the ELB) 22 Simple Storage Service (S3) Distributed, eventually consistent data store Main features Insert, write, read, delete on objects up to 5 TB each Objects cannot be manipulated (renamed, modified, relocated) Each object is stored in a bucket and retrieved via a unique key Buckets cannot be further partitioned: no physical grouping of objects inside a bucket (e.g., directories) Buckets cannot be nested Accessible through REST and SOAP interfaces Access control policies, as well as encryption for both secure transit and secure storage on disk Objects are redundantly stored on multiple devices across multiple facilities in an Amazon S3 Region PUT and COPY operations synchronously store data across multiple facilities before returning SUCCESS Data integrity regularly verified using checksum Reduced Redundancy Storage (RRS): storage option to reduce costs by storing data at lower levels of redundancy 23
13 S3 pricing and SLA Pricing May depend on the AWS region Different pricing for storage, request, and data transfer Storage pricing (US East) $0.085 per GB for first TB, decreasing price for more TB Request pricing (US East) ($0.005 per 1000 PUT, COPY, POST, LIST requests, $0.004 per GET requests) Data transfer pricing (US East) Depends on location source and destination (same or another AWS region, Internet): IN free, OUT ranges from free (to same region) to $0.002 per GB (to another AWS region) to per GB (to Internet) SLA AWS will use commercially reasonable efforts to make Amazon S3 available with a Monthly Uptime Percentage (defined below) of at least 99.9% during any monthly billing cycle 24 Elastic MapReduce Enables to process vast amounts of data Applications: web indexing, data mining, logfile analysis, data warehousing, financial analysis, scientific simulation, Utilizes a hosted Hadoop framework running on the webscale infrastructure of Amazon EC2 and S3 Apache Hadoop is an open source Java software framework that supports data-intensive distributed applications running on large clusters of commodity hardware Hadoop implementation of the MapReduce framework data in a job flow subdivided in smaller chunks so that they can be processed in parallel (map function) processed data are recombined into the final solution (reduce function) Allows to implement data processing applications in many languages including Java, Perl, Ruby, Python, PHP, R, or C++ 25
14 Databases DynamoDB Fully managed NoSQL database service that provides fast and predictable performance with seamless scalability Consistency model Eventually consistent reads (default) Strongly consistent reads Automatically spreads the table data and traffic over a sufficient number of servers to handle the request capacity specified by the customer and the amount of data stored, while maintaining consistent, fast performance Data items stored on SSDs and automatically replicated across multiple availability zones in a region Integration with Elastic MapReduce SimpleDB, another AWS NoSQL database, is no longer listed on AWS product page Can be a sign that Amazon is phasing it out in favour of its new counterpart DynamoDB 26 Databases (2) RDS Relational DB (MySQL or Oracle DB Engine) Automatic configuration, management (software patching, backup) and monitoring For MySQL, possible to associate one or more read replicas 27
15 Simple Queue Service (SQS) Message queuing service that enables asynchronous message based communication between distributed components of an application When a message is received, it becomes locked while being processed If the message processing fails, the lock will expire and the message will be available again 28 Route 53 Highly available and scalable DNS web service Routing queries to infrastructure running in AWS and outside AWS Authoritative DNS server that answers DNS queries with low latency by using a global network of DNS servers Queries are routed to the nearest DNS server through IP anycast Designed to automatically scale to handle very large query volumes without any human intervention Routing to AWS resources Latency-based routing: to the lowest-latency AWS endpoint available Weighted Round Robin: probabilistic selection based on statically assigned weight 29
16 CloudFront Content delivery network on top of the Amazon distributed storage infrastructure Delivers static, dynamic and streaming content using a global network of edge replica servers Requests are routed to the closest edge replica through DNS redirection Objects organized in distributions A distribution identifies the origin server A distribution has a unique CloudFront.net domain name (e.g. mydistribution.cloudfront.net) An origin server is the location of the definitive version of an object This could be another ASW (S3 bucket, Amazon EC2 instance) or an external origin server With respect to other CDNs, pay-per-use pricing 30 Elastic Beanstalk Allows to deploy and manage applications in the AWS cloud leveraging AWS services such as EC2, S3, SNS, Elastic Load Balancing, and Auto-Scaling Deployment for Java Users upload a WAR file containing a Java Web application Elastic Beanstalk handles the provisioning of a load balancer and the deployment of the WAR file to one or more EC2 instances running the Apache Tomcat application server Features Easy to deploy new application versions to running environments notifications through SNS when application health changes or application servers are added or removed Auto scaling and load balancing parameters fully customizable through the AWS Management Console Pricing: no additional charge for Elastic Beanstalk, the user pays only for the underlying AWS resources consumed by the application 31
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Amazon Web Services. Amazon Web Services
Università degli Studi di Roma Tor Vergata Dipartimento di Ingegneria Civile e Ingegneria Informatica Amazon Web Services Corso di Sistemi Distribuiti e Cloud Computing A.A. 2016/17 Valeria Cardellini
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