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Cloud Computing
NAMRATA VARDHAMAN
Assistant Professor
Department of CSE,
AMCEC, Bengaluru
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
Chapter-1
INTODUCTION
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Virtualization
• Another technology in cloud computing,
• It encompasses a collection of solutions allowing the abstaction of
some of fundamental elements for computing, such as hardware,
runtime environments, storage and networking.
• It provides the degree of customization and control that makes
cloud computing appealing for users and sustainable for services
providers.
• Allows creation of different computing environments.
• Environments called as virtual because they simulate the interface
that is expcted by a guest.
• example: hardware virtualization
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Hardware virtualization allows the existence of diffeent software
stacks on top of the same hardware.
• These stacks are contained inside virtual machine instances, which
operate in complete isolation from each other.
• High performance servers can host several VM instances, thus
creating the opportunity to have a customised software stack on
demand such as Amazon EC2, VMware vCloud etc.
• Alongwith h/w virtualization, storage and network virtualization
complete the range of technologies for the emulation of IT
infrastructure.
• Also used to replace runtime environments for programs.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Applications in process virtual machines instead of being executed
by the OS, are run by a spcific program called VM.
• Isolates the execution of applications and providing a finer control
on the resource they access.
• PVM offer a high level of abstraction w.r.t hardware
virtualialization.
• Isolation and customizable environment with minor impact on
performance males virtualization a attractive technology.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Web 2.0
• Web is the primary interface through which cloud computing delivers
its services.
• Facilitates interactive information sharing, collaboration, user-centered
design, and application composition.
• Interface brings interactivity and flexibility into web pages.
• Web 2.0 applications are dynamic, improve continously and new
updates and features are integrated at a constant rate.
• Users can use new software features simply by interating with cloud
applications.
• Loose Coupling is important property.
• Applications are accessible or affordable.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Service Oriented Computing
• Core reference moel for cloud compting services.
• SOC supports the development of rapid, low-cost, flexible,
interoperable, evolvable applications and systems.
• Service is self-describing and can perform simple function to
complex business process.
• Loosely coupled, reusable, programming language independent
and location transport.
• Services composed and aggregated into a service oriented
architecture(SOA), a logical way of organising software system to
provide services to the users through interfaces.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• SOC has 2 important concepts
• Quality of service(QoS):- indentifies funstional and non-
functional attributes used to evaluate behavior of a service.
• Performance metrics such as response time, or security attributes,
transactional integrity, reliability and availability.
• QoS requirements are established via SLA between user and
provider.
• Software-as-a-service(SaaS):- delivers software service based
solutions across the wide area network from a central data center
and make available on rental basis or subscription.
• SaaS approach reaches its full development with SOC where
loosely coupled software components can be exposed and priced
singularly, rather than entire applications.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Service orientation is represented by web services.
• Web services are software components that expose functionalities
accessible using a method invocation pattern that goes over HTTP.
• Interface of web service is expressed by Web Service Description
Language(WSDL).
• Interaction happens through Simple Object Access
Protocol(SOAP).
• Using SOAP and WSDL over HTTP, web services become
independent and accessible.
• Standards and Specifications of Web services are controlled by WE
Consortium(W3C).
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Utility Oriented Computing
• Compute services in which resources are packaged and offered on
pay-per-use basis.
• The business model introduced with utility computing brought new
requirements and led to improvements in mainframe.
• All factors contributing to the deveopment of the concept of utility
computing and offered important steps in the realization of cloud
computing, in which the vision of computing utilities comes to its
full expression.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Building Cloud Computing Environment
The creation of cloud computing environments encompasses both the
development of applications and systems that leverage cloud computing
solutions and the creation of frameworks, platforms, and infrastructures
delivering cloud computing services.
Application Development
• Web applications take advantage of cloud computing services.
• Performance is mostly influenced by the workload generated by varying
user demands.
• Web has become a platform for developing rich and complex applications,
includes enterprise applications.
• These applications are characterized by complex processes that are
trigerred by interaction with users and develop interaction between several
tiers behind web front end.
• Applications are sensible to inappropriate sizing of infrastructure, service
deployment or variablility in work load.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Resource intensive applications gain advantage of cloud computing
services.
• Needs sufficient resources for complete execution in a reasonable
timeframe.
• Large amounts of resources are not needed constantly or for a long
duration.
• For example, scientific applications can require huge computing
capacity to perform large-scale experiments once in a while, so not
feasible to buy the infrastructure supporting them.
• Cloud computing can be the solution.
• Resource-intensive applications are not interactive and they are
mostly characterized by batch processing.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Cloud computing provides a solution for on-demand and dynamic scaling
across the entire stack of computing.
• This is achieved by (a) providing methods for renting compute power,
storage, and networking; (b) offering runtime environments designed for
scalability and dynamic sizing; and
• All these capabilities leverage service orientation, which allows a simple
and seamless integration into existing systems.
• Developers access such services via simple Web interfaces, often
implemented through representational state transfer (REST) Web services.
• These have become well-known abstractions, making the development and
management of cloud applications and systems practical and
straightforward.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
Infrastructure and system development
• Distributed computing, virtualization, service orientation, and Web 2.0 form
the core technologies enabling the provisioning of cloud services from
anywhere on the globe.
• Developing applications and systems that leverage the cloud requires
knowledge across all these technologies.
• New challenges need to be addressed from design and development
standpoints.
• Distributed computing is a foundational model for cloud computing.
• Cloud computing solutions are addressed at the mid-dleware layer of
computing system.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• IaaS solutions provide the capabilities to add and remove resources, but it is
up to those who deploy systems on this scalable infrastructure to make use of
such opportunities with wisdom and effectiveness.
• PaaS solutions embed into their core offering algorithms and rules that control
the provisioning process and the lease of resources.
• These can be either completely transparent to developers or subject to fine
control.
• Integration between cloud resources and existing system deployment is
another element of concern.
• Web 2.0 technologies constitute the interface through which cloud computing
services are delivered, managed, and provisioned.
• Besides the interaction with rich interfaces through the Web browser, Web
services have become the primary access point to cloud computing systems.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Virtualization is core feature of the infrastructure used by cloud providers in
cloud computing.
• Virtualization concept is more than 40 years old, but cloud computing
introduces new challenges,like management of virtual environments, whether
they are abstractions of virtual hard-ware or a runtime environment.
• Developers of cloud applications need to be aware of the limitations of the
selected virtualization technology and the implications on the volatility of
some components of their systems.
• Cloud computing essentially provides mechanisms to address surges in
demand by replicating the required components of computing systems under
stress (i.e., heavily loaded).
• Dynamism, scale, and volatility of such components are the main elements
that should guide the design of such systems.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• Computing platforms and technologies
• Development of a cloud computing application happens by leveraging
platforms and frameworks that provide different types of services, from the
bare-metal infrastructure to customizable applications serving specific
purposes.
1) Amazon web services (AWS)
• AWS offers comprehensive cloud IaaS services ranging from virtual
compute, storage, and networking to complete computing stacks.
• AWS used for its compute and storage-on-demand services, namely Elastic
Compute Cloud (EC2) and Simple Storage Service (S3).
• EC2 provides users with customizable virtual hardware that can be used as
the base infrastructure for deploying computing systems on the cloud.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• EC2 instances are deployed either by using the AWS console, which is a
comprehensive Web portal for accessing AWS services, or by using the Web
services API available for several programming languages.
• EC2 also provides the capability to save a specific running instance as an
image, thus allowing users to create their own templates for deploying
systems.
• These templates are stored into S3 that delivers persistent storage on demand.
S3 is organized into buckets; these are containers of objects that are stored in
binary form and can be enriched with attributes.
• Users can store objects of any size, from simple files to entire disk images,
and have them accessible from everywhere.
• Besides EC2 and S3, a wide range of services can be leveraged to build
virtual computing sys-tems. including networking support, caching systems,
DNS, database (relational and not) support, and others.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
2) Google AppEngine
• Google AppEngine is a scalable runtime environment mostly devoted to executing
Web applica-tions.
• Used for large computing infrastructure of Google to dynamically scale as the
demand varies over time.
• AppEngine provides secure execution environment and a collection of services for
high performance web based applications
• Services include in-memory caching, scalable data store, job queues, messaging.
• Developers can build and test applications on their own machines using the
AppEngine software development kit (SDK), which replicates the production
runtime environment and helps test and profile applications.
• When development is complete, developers can easily migrate their application to
AppEngine, set quotas to contain the costs generated, and make the application
avail-able to the world.
• The languages currently supported are Python, Java, and Go.Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
3)Microsoft Azure
• Microsoft Azure is a cloud operating system and a platform for developing
applications in the cloud.
• It provides a scalable runtime environment for Web applications and distributed
applications in general.
• Currently, there are three types of role: Web role, worker role, and virtual
machine role.
• The Web role is designed to host a Web application, the worker role is a more
generic container of applications and can be used to perform workload
processing, and the virtual machine role provides a virtual environment in
which the computing stack can be fully customized, including the operating
systems.
• Besides roles, Azure provides a set of additional services that complement
application execution, such as support for storage (relational data and blobs),
networking, caching, content delivery, and others.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
4)Hadoop
• Apache Hadoop is an open-source framework that is suited for processing large data
sets on com-modity hardware.
• Hadoop is an implementation of MapReduce, an application programming model
developed by Google, which provides two fundamental operations for data
processing: map and reduce.
• The former transforms and synthesizes the input data provided by the user; the latter
aggre-gates the output obtained by the map operations.
• Hadoop provides the runtime environment, and developers need only provide the
input data and specify the map and reduce functions that need to be executed.
• Hadoop is an integral part of the Yahoo! cloud infrastructure and supports several
business pro-cesses of the company.
• Currently, Yahoo! manages the largest Hadoop cluster in the world, which is also
available to academic institutions.Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
5)Force.com and Salesforce.com
• Force.com is a cloud computing platform for developing social enterprise
applications. The platform is the basis for SalesForce.com, a SaaS solution for
customer relationship management.
• Force.com allows developers to create applications by composing ready-to-use
blocks; a complete set of components supporting all the activities of an enterprise
are available.
• It is also possible to develop your own components or integrate those available in
AppExchange into your applications.
• The platform provides complete support for developing applications, from the
design of the data layout to the definition of business rules and workflows and the
definition of the user interface.
• The Force.com platform is completely hosted on the cloud and provides complete
access to its functionalities and those implemented in the hosted applications
through Web services technologies.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
6)Manjrasoft Aneka
• Manjrasoft Aneka is a cloud application platform for rapid creation of
scalable applications and deployment on various types of clouds.
• It supports a collection of programming abstractions for developing
applications and a distributed runtime environ-ment that can be deployed
on heterogeneous hardware.
• Developers can choose different abstractions to design their application:
tasks, distributed threads, and map-reduce.
• These applications are then executed on the distributed service-oriented
runtime environment, which can dynamically integrate additional resource
on demand.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
• The service-oriented architecture of the runtime has a great degree of
flexibility and sim-plifies the integration of new features, such as abstraction
of a new programming model and associ-ated execution management
environment.
• Services manage most of the activities happening at runtime: scheduling,
execution, accounting, billing, storage, and quality of service.
• These platforms are key examples of technologies available for cloud
computing. They mostly fall into the three major market segments identified
in the reference model: IaaS, PaaS, and SaaS.
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru

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Cloud Computing Introduction

  • 1. Cloud Computing NAMRATA VARDHAMAN Assistant Professor Department of CSE, AMCEC, Bengaluru Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 3. • Virtualization • Another technology in cloud computing, • It encompasses a collection of solutions allowing the abstaction of some of fundamental elements for computing, such as hardware, runtime environments, storage and networking. • It provides the degree of customization and control that makes cloud computing appealing for users and sustainable for services providers. • Allows creation of different computing environments. • Environments called as virtual because they simulate the interface that is expcted by a guest. • example: hardware virtualization Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 4. • Hardware virtualization allows the existence of diffeent software stacks on top of the same hardware. • These stacks are contained inside virtual machine instances, which operate in complete isolation from each other. • High performance servers can host several VM instances, thus creating the opportunity to have a customised software stack on demand such as Amazon EC2, VMware vCloud etc. • Alongwith h/w virtualization, storage and network virtualization complete the range of technologies for the emulation of IT infrastructure. • Also used to replace runtime environments for programs. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 5. • Applications in process virtual machines instead of being executed by the OS, are run by a spcific program called VM. • Isolates the execution of applications and providing a finer control on the resource they access. • PVM offer a high level of abstraction w.r.t hardware virtualialization. • Isolation and customizable environment with minor impact on performance males virtualization a attractive technology. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 6. • Web 2.0 • Web is the primary interface through which cloud computing delivers its services. • Facilitates interactive information sharing, collaboration, user-centered design, and application composition. • Interface brings interactivity and flexibility into web pages. • Web 2.0 applications are dynamic, improve continously and new updates and features are integrated at a constant rate. • Users can use new software features simply by interating with cloud applications. • Loose Coupling is important property. • Applications are accessible or affordable. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 7. • Service Oriented Computing • Core reference moel for cloud compting services. • SOC supports the development of rapid, low-cost, flexible, interoperable, evolvable applications and systems. • Service is self-describing and can perform simple function to complex business process. • Loosely coupled, reusable, programming language independent and location transport. • Services composed and aggregated into a service oriented architecture(SOA), a logical way of organising software system to provide services to the users through interfaces. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 8. • SOC has 2 important concepts • Quality of service(QoS):- indentifies funstional and non- functional attributes used to evaluate behavior of a service. • Performance metrics such as response time, or security attributes, transactional integrity, reliability and availability. • QoS requirements are established via SLA between user and provider. • Software-as-a-service(SaaS):- delivers software service based solutions across the wide area network from a central data center and make available on rental basis or subscription. • SaaS approach reaches its full development with SOC where loosely coupled software components can be exposed and priced singularly, rather than entire applications. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 9. • Service orientation is represented by web services. • Web services are software components that expose functionalities accessible using a method invocation pattern that goes over HTTP. • Interface of web service is expressed by Web Service Description Language(WSDL). • Interaction happens through Simple Object Access Protocol(SOAP). • Using SOAP and WSDL over HTTP, web services become independent and accessible. • Standards and Specifications of Web services are controlled by WE Consortium(W3C). Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 10. • Utility Oriented Computing • Compute services in which resources are packaged and offered on pay-per-use basis. • The business model introduced with utility computing brought new requirements and led to improvements in mainframe. • All factors contributing to the deveopment of the concept of utility computing and offered important steps in the realization of cloud computing, in which the vision of computing utilities comes to its full expression. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 11. • Building Cloud Computing Environment The creation of cloud computing environments encompasses both the development of applications and systems that leverage cloud computing solutions and the creation of frameworks, platforms, and infrastructures delivering cloud computing services. Application Development • Web applications take advantage of cloud computing services. • Performance is mostly influenced by the workload generated by varying user demands. • Web has become a platform for developing rich and complex applications, includes enterprise applications. • These applications are characterized by complex processes that are trigerred by interaction with users and develop interaction between several tiers behind web front end. • Applications are sensible to inappropriate sizing of infrastructure, service deployment or variablility in work load. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 12. • Resource intensive applications gain advantage of cloud computing services. • Needs sufficient resources for complete execution in a reasonable timeframe. • Large amounts of resources are not needed constantly or for a long duration. • For example, scientific applications can require huge computing capacity to perform large-scale experiments once in a while, so not feasible to buy the infrastructure supporting them. • Cloud computing can be the solution. • Resource-intensive applications are not interactive and they are mostly characterized by batch processing. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 13. • Cloud computing provides a solution for on-demand and dynamic scaling across the entire stack of computing. • This is achieved by (a) providing methods for renting compute power, storage, and networking; (b) offering runtime environments designed for scalability and dynamic sizing; and • All these capabilities leverage service orientation, which allows a simple and seamless integration into existing systems. • Developers access such services via simple Web interfaces, often implemented through representational state transfer (REST) Web services. • These have become well-known abstractions, making the development and management of cloud applications and systems practical and straightforward. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 14. Infrastructure and system development • Distributed computing, virtualization, service orientation, and Web 2.0 form the core technologies enabling the provisioning of cloud services from anywhere on the globe. • Developing applications and systems that leverage the cloud requires knowledge across all these technologies. • New challenges need to be addressed from design and development standpoints. • Distributed computing is a foundational model for cloud computing. • Cloud computing solutions are addressed at the mid-dleware layer of computing system. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 15. • IaaS solutions provide the capabilities to add and remove resources, but it is up to those who deploy systems on this scalable infrastructure to make use of such opportunities with wisdom and effectiveness. • PaaS solutions embed into their core offering algorithms and rules that control the provisioning process and the lease of resources. • These can be either completely transparent to developers or subject to fine control. • Integration between cloud resources and existing system deployment is another element of concern. • Web 2.0 technologies constitute the interface through which cloud computing services are delivered, managed, and provisioned. • Besides the interaction with rich interfaces through the Web browser, Web services have become the primary access point to cloud computing systems. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 16. • Virtualization is core feature of the infrastructure used by cloud providers in cloud computing. • Virtualization concept is more than 40 years old, but cloud computing introduces new challenges,like management of virtual environments, whether they are abstractions of virtual hard-ware or a runtime environment. • Developers of cloud applications need to be aware of the limitations of the selected virtualization technology and the implications on the volatility of some components of their systems. • Cloud computing essentially provides mechanisms to address surges in demand by replicating the required components of computing systems under stress (i.e., heavily loaded). • Dynamism, scale, and volatility of such components are the main elements that should guide the design of such systems. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 17. • Computing platforms and technologies • Development of a cloud computing application happens by leveraging platforms and frameworks that provide different types of services, from the bare-metal infrastructure to customizable applications serving specific purposes. 1) Amazon web services (AWS) • AWS offers comprehensive cloud IaaS services ranging from virtual compute, storage, and networking to complete computing stacks. • AWS used for its compute and storage-on-demand services, namely Elastic Compute Cloud (EC2) and Simple Storage Service (S3). • EC2 provides users with customizable virtual hardware that can be used as the base infrastructure for deploying computing systems on the cloud. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 18. • EC2 instances are deployed either by using the AWS console, which is a comprehensive Web portal for accessing AWS services, or by using the Web services API available for several programming languages. • EC2 also provides the capability to save a specific running instance as an image, thus allowing users to create their own templates for deploying systems. • These templates are stored into S3 that delivers persistent storage on demand. S3 is organized into buckets; these are containers of objects that are stored in binary form and can be enriched with attributes. • Users can store objects of any size, from simple files to entire disk images, and have them accessible from everywhere. • Besides EC2 and S3, a wide range of services can be leveraged to build virtual computing sys-tems. including networking support, caching systems, DNS, database (relational and not) support, and others. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 19. 2) Google AppEngine • Google AppEngine is a scalable runtime environment mostly devoted to executing Web applica-tions. • Used for large computing infrastructure of Google to dynamically scale as the demand varies over time. • AppEngine provides secure execution environment and a collection of services for high performance web based applications • Services include in-memory caching, scalable data store, job queues, messaging. • Developers can build and test applications on their own machines using the AppEngine software development kit (SDK), which replicates the production runtime environment and helps test and profile applications. • When development is complete, developers can easily migrate their application to AppEngine, set quotas to contain the costs generated, and make the application avail-able to the world. • The languages currently supported are Python, Java, and Go.Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 20. 3)Microsoft Azure • Microsoft Azure is a cloud operating system and a platform for developing applications in the cloud. • It provides a scalable runtime environment for Web applications and distributed applications in general. • Currently, there are three types of role: Web role, worker role, and virtual machine role. • The Web role is designed to host a Web application, the worker role is a more generic container of applications and can be used to perform workload processing, and the virtual machine role provides a virtual environment in which the computing stack can be fully customized, including the operating systems. • Besides roles, Azure provides a set of additional services that complement application execution, such as support for storage (relational data and blobs), networking, caching, content delivery, and others. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 21. 4)Hadoop • Apache Hadoop is an open-source framework that is suited for processing large data sets on com-modity hardware. • Hadoop is an implementation of MapReduce, an application programming model developed by Google, which provides two fundamental operations for data processing: map and reduce. • The former transforms and synthesizes the input data provided by the user; the latter aggre-gates the output obtained by the map operations. • Hadoop provides the runtime environment, and developers need only provide the input data and specify the map and reduce functions that need to be executed. • Hadoop is an integral part of the Yahoo! cloud infrastructure and supports several business pro-cesses of the company. • Currently, Yahoo! manages the largest Hadoop cluster in the world, which is also available to academic institutions.Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 22. 5)Force.com and Salesforce.com • Force.com is a cloud computing platform for developing social enterprise applications. The platform is the basis for SalesForce.com, a SaaS solution for customer relationship management. • Force.com allows developers to create applications by composing ready-to-use blocks; a complete set of components supporting all the activities of an enterprise are available. • It is also possible to develop your own components or integrate those available in AppExchange into your applications. • The platform provides complete support for developing applications, from the design of the data layout to the definition of business rules and workflows and the definition of the user interface. • The Force.com platform is completely hosted on the cloud and provides complete access to its functionalities and those implemented in the hosted applications through Web services technologies. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 23. 6)Manjrasoft Aneka • Manjrasoft Aneka is a cloud application platform for rapid creation of scalable applications and deployment on various types of clouds. • It supports a collection of programming abstractions for developing applications and a distributed runtime environ-ment that can be deployed on heterogeneous hardware. • Developers can choose different abstractions to design their application: tasks, distributed threads, and map-reduce. • These applications are then executed on the distributed service-oriented runtime environment, which can dynamically integrate additional resource on demand. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 24. • The service-oriented architecture of the runtime has a great degree of flexibility and sim-plifies the integration of new features, such as abstraction of a new programming model and associ-ated execution management environment. • Services manage most of the activities happening at runtime: scheduling, execution, accounting, billing, storage, and quality of service. • These platforms are key examples of technologies available for cloud computing. They mostly fall into the three major market segments identified in the reference model: IaaS, PaaS, and SaaS. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru
  • 25. Namrata Vardhaman, Dept of CSE, AMCEC, Bengaluru