I have some hardware devices that send some data that need to be stored on the cloud server and also I need to do some real time processing on them.
The data they send need to be preserved for months in some custom binary files. These files related to each device can grow in size up to 10GB over time.
There will client programs (mobile / web) that will be looking at the processed data at real time.
My prefered choice of language is C/C++/C#, since there is time sensitive number crunching involved.
Goal is write scalable application that can have thousands of such devices monitored on the cloud.
Do I have to upfront write the code for running on the cloud ( undestand Azure / amazon EC2) ? Can I write multi threaded desktop application and later migrate to cloud ?
I have used Message passing interface (MPI) in the past for clusters. Can I still use MPI ?
If I use microsoft azure API can I still host my software on Amazon cloud ?
For mobile devices to talk to the server, I understand that I need to have a webservice running. how can I convert a desktop program writeen in C++ / C# to act as a web service talking to client?
Are there any 3rd part frame works or tools taht can help me with my work ?
With most cloud compute services you can deploy an off-the-shelf server and install your own software on it. So, yes, you can write and test you application locally then migrate to the cloud once you get all the bugs worked out. Here are the available EC2 server configurations.
I have not tried MPI but you should be able to run just about anything you want on the servers in the cloud. However, Amazon does offer the Simple Queue Service which provides message passing in the cloud. Your software does not need to run in the cloud to use this service.
I have not used Azure. I doubt there are any restrictions regarding which external servers you use for storage and/or compute. However, keeping your cloud storage and compute resources within a single provider will reduce costs, improve performance and provide you with a unified management interface and billing system.
Web servers are fairly simple things. See this post. That took me about 10 seconds to find.
There is plenty of third party software out there. Figure out what you need in more detail and ask more specific questions
Related
Warning : I'm new in application architecture and officially speaking - this is the first time I'm designing something this big. This is also my own application so I got full authority to change things.
I'm building a serverless application which consists of an on-demand application streaming platform.
Customers who seek to try a specific application (usually large and expensive ones like Photoshop or Solidworks for example) could have the possibility to directly try one from their computers, on their browser, while the application is running on a similar to their computer type of infrastructure.
I'd use the CI/CD pipelines and IaC technology to build EC2 infrastructure that will host these applications and use those same technologies to destroy that infrastructure, since it's volatile.
So to create/destroy that EC2 infrastructure I use the GitLab API.
I've thus decided to go with AWS Lambda & GitLab for now.
Now the architecture questions :
Is it better to have one serverless function that handles everything or several functions ?
I'm planning to destroy the EC2 infrastructure after a certain amount of time (10-15 minutes). How should I schedule HTTP communication? Should I use a queue like SQS? Should I use some database and check every minute?
Again, thanks a lot for your wisdom!
Edit : Clarification on some stuff.
I'm contemplating to use Parse as a platform for my app, as I'm trying to avoid creating and managing the cloud infrastructure myself.
For the sake of simplicity let's say that my app will hook into an Exchange Server and will need to leverage some hosted Machine Learning service to categorize my e-mail and report on insights found.
I'm assuming that Parse would store my core data, while the hosted ML will store the "Big Data" associated with processing for insights.
I'm also expecting my app to receive push notifications generated by the hosted ML service.
Does this sound like a plausible way to go about it and leverage Parse, or am I better off developing the backend myself?
I think parse.com is the right place for you requirements, because they have everything you need like storage of core data, push notifications, cloud module which can be integrated with heroku, social integration, user management functionalities.
They also have large set of client libraries for desktop and mobile apps (node,java,.net etc...) also they have libraries of embedded devices.
The biggest advantage is that everything is setup, and you are focused on software development not on infrastructure things. This is my opinion.
I've been experimenting with the above stack and so far was really impressed. Seems like a viable path forward. The Cloud Code capability of Parse is very solid, and easy to work with. If you want to run services outside of Parse code this us also possible : just issue REST calls.
I am currently working heavily in Azure. I am actually quite fond of ARM (Azure Resource Manager) right now and would love to keep using it. Right now in the old portal, We have a lot of resources tied up as Cloud Services. Now, I know cloud services are available in the new portal, but it seems that Microsoft is moving away from the classic cloud service model. Can someone explain if this is true? If so, what will the new model look like? I already use resources groups to manage Websites (WebApps), so I assume this is where the azure future lies. Will we see the "deprecation" of cloud services on down the line?
I am trying to understand if I need to begin re-structuring my Azure Infrastructure.
Any insight, explanation, or documentation is greatly appreciated.
So there are two things here - Cloud Services and managemenet of Cloud Services.
When you manage Cloud Services in current portal the underlying mechanism used is Azure Service Management (ASM) where as it is Azure Resource Manager (ARM) in the preview portal. To me, ARM is the new way of managing your Cloud resources in Azure (including Cloud Services).
I don't work for Microsoft so I would not know if Cloud Services themselves will be deprecated down the road or not but one thing I think will happen is that ASM will be deprecated in favor of ARM. At some point of time, the only option you will be left with managing your cloud resources will be through Azure Resource Manager. One example that makes me believe this thing is the presence of Classic resource providers (e.g. Classic Storage Resource Provider which enables you to manage storage accounts created in current portal via ASM in the preview portal which works exclusively on ARM).
Personally I can't see a place for cloud services in the new ARM world of Azure. I have always found them a convoluted concept that simply added complexity to a deployment.
In the ARM view of deployments servers are collected together in a VNet, and each server is attached to a Nic which in turn can be connected to the internet. A security group then takes care of ingress / egress rules.
This is a much cleaner deployment method, as it puts connectivity configuration at the server layer instead of mapping them all through a higher layer of abstraction.
I don't see the place of cloud services in ARM, however after a quick search it seems that there is a plan to implement it
Still no direction from the Azure Advisers group other than officially they will not drop support for Cloud Services. I think they are nearing giving us some kind of direction but I can't say anymore than that.
I asked a question about the future of Cloud Services on the recent Azure Compute AMA.
You can read the answers directly on Reddit for all details, below are a few interesting quotes (emphasis mine).
On ARM Integration for Cloud Services:
We are looking at ways to make the transition to ARM easier for Cloud Service customers- one of those options includes CS integration in ARM. This investigation is in the very early stages though, so if you are looking for a solution soon, check out VMSS/ACS/SF/Web Apps (meagan-msft)
And:
I think it's safe to say that if we make any significant investment in CS in the near future, it would be ARM integration, and as Meagan suggests, that's still in planning. Beyond that, there are no major feature improvements on the horizon. We believe the platform is pretty mature at this point. (seanmichaelmckenna)
So it doesn't look like any major innovations will hit Cloud Services soon, however:
Cloud Services are not going anywhere. In fact, many Microsoft services run on Cloud Services, so we heavily rely on them as well. They are fully supported, so feel free to continue to use them.
(meagan-msft)
For those who want to switch to a different Compute service, these recommendations were made:
However, if you would like to check out other services that are integrated with ARM today, we recommend checking out the following:
Web Apps for customers who want a fully managed platform and are building traditional web applications
Service Fabric for customers who want an opinionated application platform and managed infrastructure, but still need some control over the IAAS layer
VM Scale Sets for customers who need IaaS-level control with easy scaling, autoscale and load balancer integration
Azure Container service was also listed as a potential alternative.
Some things to consider (my understanding):
Service Fabric currently (2017) requires at least 5 VM instances, except for dev/test purposes. So probably only an option for larger services
VM Scale Sets is an IaaS offering, i.e. you have to manage OS updates etc. yourself. However, support for automatic OS updates is being worked on.
I have a project and I'm planning to start the web app as an Azure Web Site and then migrate it to an Azure Cloud Service (also called Hosted Service) if it is needed as a scale strategy.
The decision is because I read that Azure Web Sites are more simple and fast to develop with almost no Azure-specific configurations or code. So starting fast and simple is a good starting point for the project.
But, is that a good starting point for you?
Is migrating an Azure Web Site to an Azure Cloud Service the same as you were migrating a normal ASP.NET Website to an Azure Cloud Service?
Would you start with an Azure Cloud Service right from the beginning? If yes, why?
Thanks for your time.
There are benefits to both deployment models, it will eventually come down to what you are trying to achieve and ultimately the success of your application.
Below I've outlined the Pros and Cons of each of the models to ensure that you're making the right choice for your applications goals.
Windows Azure Web Sites
You have properly identified that Windows Azure Web Sites is a great starting point for an application, however you could also consider that Web Sites does offer enough scalability for many solutions.
Pros
10 Free sites during preview [Free for 12 months]
Easy Deployment (use Git, TFS, Web Deploy or FTP)
Quick Scalability (You can move to your own dedicated cluster [aka reserved standard])
Simple Development (Supports Classic ASP, ASP.NET, Node.js, Python & PHP)
Persistent Environment (most people are used to this)
Cons
No SSL Support on Custom Domains
in Preview (currently no SLA)
Windows Azure Cloud Services
Cloud Services (formerly known as Hosted Services) is definitely the vision for the future of Web Applications. It is built with resiliency in mind to keep the cost of applications affordable by scaling to meet demand, and dial back capacity when your traffic slows.
Pros
Increased control over the cost of your application (if architected correctly)
Flexibility (You have full control over the environment)
SSL Support
Language Agnostic
Web Server Agnostic (although IIS is available by default)
Auto Management of Servers
Cons
Architecture should be carefully considered
Deployment time is slower (Slows development cycle)
Things to consider for Portability
The items above might have given you enough to plan the immediate future of the application and it is very likely that you might want to consider Cloud Services in the future (it fits a number of application scenarios better in the long run).
Here is a list of things to help portability between Web Sites to Cloud Services:
Start thinking Stateless
Windows Azure Web Sites is nice as it is a persistent environment, which means you are able to store things like session state and assets to the disk.
Although this is a good feature, it's best to start planning towards a stateless application, if your end goal is to be in Cloud Services. Here are a few things you can do to start thinking stateless:
Don't rely on Session State
If you need it, come up with a strategy to make it scale (Caching Service, SQL, or Storage)
Use the Storage Service
Assets such as Static HTML, css, javascript and images are better placed in Storage
Avoids additional bandwidth on your Web Site (potentially stay shared longer for lower cost)
Can be CDN Enabled, provides a better experience for International markets
Easier to update web assets when application is migrated to Cloud Services
Storing User content
If your application already stores to the Storage Service, there is one less code modification in the future when moving to cloud services.
Make it easy to discover patterns in your Data
The benefit of Cloud Services is it enables you to reduce cost by only scaling what needs scaled. Starting the process of identifying your scale units i.e. How you partition your database or Tables in Storage.
I read all post and all of them are very helpful.
In addition to all post , I found an info on msdn : Windows Azure Websites, Cloud Services, and VMs: When to use which?
With Windows Azure Websites you can:
Build highly scalable web sites on Windows Azure.
Quickly and easily deploy sites to a highly scalable cloud environment that allows you to start small and scale as needed.
Use the languages and open source applications of your choice then deploy with FTP, Git or TFS, and easily integrate Windows Azure services like SQL Database, Caching, CDN and Storage.
With Cloud Services you can:
Build or extend your enterprise applications on Windows Azure.
Create highly-available, scalable applications and services using a rich PaaS environment. Support advanced multi-tier scenarios, automated deployments and elastic scale. Deliver great SaaS solutions to customers anywhere around the world.
And also there is summarizes the option on msdn :
And comparing some features Web Sites and Cloud Services on msdn:
Azure is a great place to have your app, but there are some considerations you need to know before start migrating it.
Azure Websites and Hosted Services are really trivial to deploy. With
Visual studio you generate the package and simply upload it. Then you
have a Development environment to check it. If it's ok for you, swap
ips. If it's not ok for you, upgrade again.
Your instances have some properties that could be annoying. For
example, you cannot be sure about your IP. Then if your app works
with some provider using IP restriction, you will need to figure out
how to proceed.
More considerations. Your "server" could be reimaged at any moment.
If you store something on the local disc, that file could go away at any moment.
Azure works very nice if you have at least 2 instances or more for
each website. Maybe your app is not prepared for that. The first step
will be managing the sessions with the appFabric. Is really
easy, just a change on your web config. Be careful because this
session state doesn't work exactly as the "old one". You cannot store
non-serializable objects (should be easy to adapt) or a very large objects (more than 8MB).
If you are going to develop something from zero, I suggest you to start into azure from the beginning. The reason is simple: it's really cheap to start and you will not pay serious money until the app have lot's of visits. It's also very cheap to setup a SQLAzure and a storage account. One you have all in place, it's easy to add more instances or scale up.
Example:
Imagine you have an idea and you wish to show up to some possible investors.
You start setting up a little SQLAzure database (1GB ), $9,99 monthly.
Then you build a site and you put 2 extra small instances, $18,72 monthly.
Let's say you need 100 GB of space (images, backups, ...), $12,50 monthly.
At his point, you have all in place to start your business paying less than $50 monthly.
If you site have exit and the visits starts to come, you change your instances for small instances (it's really dangerous to have production environment with extra small instances, because do not have cpu reservation). Then you change the extra small cost ($18,71) up to $57,60. Maybe you need more space to that SQL Azure? etc...
prices calculated from here: http://www.windowsazure.com/en-us/pricing/calculator/?scenario=web .
Those are few tips, there is a lot more. My advice is to start a trial account and play with it.
Final advice: Its very easy to solve everything just purchasing more resources. Sometimes you need to refactor and optimize your code. If you simply add more resources each time you have a problem, you could end with a huge bill and a very messy code.
Hope it helps!
Another advantage of Windows Azure Cloud Services over Web Sites is that a cloud service can be added to an Azure Virtual Network. This can give it access to on-premises resources like databases. So if your requirements are such that you need the scalability offered by Azure but need to keep your data on-premises due to security restrictions, cloud services is a better choice.
Azure web sites cannot be part of an Azure virtual network. To access on-premises resources mechanisms such as Azure Service Bus Relay must be configured.
We've had our web site running on PHP on some hosting and at some point decided to move it to Azure (where sits main part of our service). We've started with Azure Web Sites which was great from development point of view (mainly integration with git). But after about a week of testing (when we've decided to actually move the production web site) we've found that currently
No SSL for custom domains
Custom domains are available only for reserved instances (no shared infrastructure)
SLA
So we moved to Hosted Service. The main problem for us was lack of ability of simple deployment (need to build package and upload whole package of the web site), and found solution was to use dropbox - as a startup task for role, we're installing dropbox service on the machine, which takes all the web site from dropbox, which in turn have SVN checked out folder, so site updates became very easy.
I just started learning Ruby on rails and I was wondering what Heroku really is? I know that its a cloud that helps us to avoid using servers? When do we actually use it?
Heroku is a cloud platform as a service. That means you do not have to worry about infrastructure; you just focus on your application.
In addition to what Jonny said, there are a few features of Heroku:
Instant Deployment with Git push - build of your application is performed by Heroku using your build scripts
Plenty of Add-on resources (applications, databases etc.)
Processes scaling - independent scaling for each component of your app without affecting functionality and performance
Isolation - each process (aka dyno) is completely isolated from each other
Full Logging and Visibility - easy access to all logging output from every component of your app and each process (dyno)
Heroku provides very well written tutorial which allows you to start in minutes. Also they provide first 750 computation hours free of charge which means you can have one processes (aka Dyno) at no cost. Also performance is very good e.g. simple web application written in node.js can handle around 60 - 70 requests per second.
Heroku competitors are:
OpenShift by Red Hat
Windows Azure
Amazon Web Services
Google App Engine
VMware
HP Cloud Services
Force.com
It's a cloud-based, scalable server solution that allows you to easily manage the deployment of your Rails (or other) applications provided you subscribe to a number of conventions (e.g. Postgres as the database, no writing to the filesystem).
Thus you can easily scale as your application grows by bettering your database and increasing the number of dynos (Rails instances) and workers.
It doesn't help you avoid using servers, you will need some understanding of server management to effectively debug problems with your platform/app combination. However, while it is comparatively expensive (i.e. per instance when compared to renting a slice on Slicehost or something), there is a free account and it's a rough trade off between whether it's more cost effective to pay someone to build your own solution or take the extra expense.
Heroku Basically provides with webspace to upload your app
If you are uploading a Rails app then you can follow this tutorial
https://github.com/mrkushjain/herokuapp
As I see it, it is a scalable administrated web hosting service, ready to grow in any sense so you don't have to worry about it.
It's not useful for a normal PHP web application, because there are plenty of web hosting services with ftp over there for a simple web without scalability needs, but if you need something bigger Heroku or something similar is what you need.
It is exposed as a service via a command line tool so you can write scripts to automate your deployments. Anyway it is pretty similar to other web hosting services with Git enabled, but Heroku makes it simpler.
That's its thing, to make the administration stuff simpler to you, so it saves you time. But I'm not sure, as I'm just starting with it!
A nice introduction of how it works in the official documentation is:
https://devcenter.heroku.com/articles/how-heroku-works
Per DZone: https://dzone.com/articles/heroku-or-amazon-web-services-which-is-best-for-your-startup
Heroku is a Platform as a Service (PaaS) product based on AWS, and is vastly different from Elastic Compute Cloud. It’s very important to differentiate ‘Infrastructure as a Service’ and ‘Platform as a Service’ solutions as we consider deploying and supporting our application using these two solutions.
Heroku is way simpler to use than AWS Elastic Compute Cloud. Perhaps it’s even too simple. But there’s a good reason for this simplicity. The Heroku platform equips us with a ready runtime environment and application servers. Plus, we benefit from seamless integration with various development instruments, a pre-installed operating system, and redundant servers.
Therefore, with Heroku, we don’t need to think about infrastructure management, unlike with AWS EC2. We only need to choose a subscription plan and change our plan when necessary.
That article does a good job explaining the differences between Heroku and AWS but it looks like you can choose other iaas (infrastructure) providers other than AWS. So ultimately Heroku seems to just simplify the process of using a cloud provider but at a cost.