My main use case for Serverless is to run simulation workloads currently. A quick specific example of a simulation workload I'm running with Serverless is that we have a product which runs circuit simulations. This can traditionally run on HPC clusters, but we are also working on running it on a serverless architecture for these simulation jobs. We are currently in the POC area and will spend more time to understand how our customers can use this architecture to achieve better turnaround time for their simulations instead of going the traditional HPC schedule-driven approach.
Product Manager at a tech vendor with 10,001+ employees
Interactive simulation workflows have improved latency but still need better resource scheduling
Pros and Cons
- "We are looking at Serverless for quick scheduling of these jobs, and the turnaround time for optimization has increased tremendously."
- "The reason I choose a seven is primarily resource-based scheduling. This is what we are not able to get around on Serverless."
What is our primary use case?
What is most valuable?
The best features Serverless offers for my use case are specific things within the simulation where we call it optimization. Batch simulation does not work out for us because this is more of an interactive session wherein a thick client can start an iteration and we need remote processing for the actual optimization. Once the optimization result for a single optimization gets back, the thick client can tune it and send out the next optimization. This is the major thing we are trying to achieve using Serverless.
This has changed the workflow and experience for my users, which is a big plus because the optimization jobs are very latency sensitive. We cannot do this using a traditional HPC scheduler because of how HPC schedulers work. We are looking at Serverless for quick scheduling of these jobs, and the turnaround time for optimization has increased tremendously. This is a big win.
What needs improvement?
I do not have any specific suggestion at this point on how Serverless can be improved for my use case. Perhaps down the line I will have more information.
The reason I choose a seven is primarily resource-based scheduling. This is what we are not able to get around on Serverless. It solves a main use case, but it still does not solve our batch executing and batch simulation use cases. However, if this could be one solution to move away from a traditional HPC scheduler, I would have definitely given a ten.
For how long have I used the solution?
I have been using Serverless for just about three to four months.
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What do I think about the stability of the solution?
Serverless is stable in my experience so far.
What do I think about the scalability of the solution?
Serverless's scalability is something that since we have very specific needs, we are not looking at scalability at this point. However, down the line, that is going to be really important if we do a production deployment wherein we expect maybe tens to hundreds of users using it at the same time. That is when the scalability will be a big challenge. At this point, we do not have an issue with scalability.
How are customer service and support?
The customer support experience has not been applicable to me, as this was done by my solutions architect, so I never interacted with the customer support.
Which solution did I use previously and why did I switch?
We did not previously use a different solution, as we are a traditional HPC batch scheduler.
How was the initial setup?
We did not previously use a different solution, as we are a traditional HPC batch scheduler.
What about the implementation team?
We did not previously use a different solution, as we are a traditional HPC batch scheduler.
What was our ROI?
I have seen a return on investment so far, as I can definitely see a cost saving when it comes to keeping a virtual machine running. Serverless actually saves money for our POC. I can definitely say that. However, it is too early to say a comparison between how much we are saving from a traditional scheduler to Serverless computing.
What's my experience with pricing, setup cost, and licensing?
My experience with pricing, setup cost, and licensing is that some of these are done by my solutions architect and I will not have enough information about that in my current role as a product manager.
Which other solutions did I evaluate?
Before choosing Serverless, I did not evaluate other options, as we are still working with Serverless. We have not looked at other solutions.
What other advice do I have?
The transition from HPC clusters to a serverless architecture is going so far by facing the biggest difference where the traditional HPC schedulers have quite a bit of customization when it comes to scheduling jobs. It is traditionally a batch execution. Going for Serverless, we are looking at far quicker scheduling of jobs, but we currently are facing some issues when it comes to using the resources for the jobs and getting the image loaded because the image is very huge.
It is too early to tell if I have any numbers or specific metrics on how much the turnaround time has improved since moving towards Serverless. We are still working on optimization of this entire workflow. We are still trying to figure out all the use cases we can work with. We still need to benchmark the results, so it is too early to provide that information.
The advice I would give to others looking into using Serverless is to especially focus on any traditional HPC application, try to modularize your application and figure out specific workflows which are well suited for Serverless and migrate those into Serverless. I definitely see cost saving, quick scheduling of jobs and the overall improvement in efficiency. I gave this review a rating of seven out of ten.
Which deployment model are you using for this solution?
Hybrid Cloud
If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?
Disclosure: My company has a business relationship with this vendor other than being a customer. Partnership
Last updated: Dec 2, 2025
Flag as inappropriateTechnical Lead at a tech services company with 501-1,000 employees
Auto-scaling has ensured reliable order processing and has reduced costs for unpredictable traffic
Pros and Cons
- "There is a huge impact as my traffic gets auto-adjusted, I do not have to worry about whether my server is capable of handling the traffic or not, Serverless servers are much more capable, and I just need to pay for whatever I am using."
- "Serverless is a very comprehensive platform. I have not explored everything, but I use it only for traffic management and the auto-scaling features. That is why I deducted one point."
What is our primary use case?
The main use case we are using is auto-scaling and cost-effectiveness. Some of our use cases involve unpredictable traffic. For example, during Eid events, I am from the QSR domain, so traffic on Eid day is not predictable. When using Serverless, it auto-scales, and I pay based on actual usage.
In my case, I use everything on my main server for what we build, but for order processing, we are using Serverless where we do not want any hassle of server management, such as upscaling. Order processing is the key part of my application. I preferred to use Serverless for this part so that none of my customers face any problems processing orders, because if any order fails, it loses the customer's confidence or trust.
I suggested my team use auto-scaling and Serverless for order processing and notifications, with auto-adjusting features to auto-manage traffic. For this feature, we are using Serverless.
What is most valuable?
There is a huge impact as my traffic gets auto-adjusted. I do not have to worry about whether my server is capable of handling the traffic or not. Serverless servers are much more capable. I do not have to bear the cost burden. I just need to pay for whatever I am using.
Serverless has definitely improved cost savings and there are fewer order failures due to high traffic.
What needs improvement?
Serverless is a very comprehensive platform. I have not explored everything, but I use it only for traffic management and the auto-scaling features. That is why I deducted one point.
For how long have I used the solution?
My team has been using Serverless for the last three to four years.
What other advice do I have?
If you are a startup or have any stable product and you want on-traffic payment, then you should definitely use Serverless. If you are not able to predict your traffic, then you should definitely use Serverless. For example, some days we have one hundred orders, but on a big day, we may have hundreds of thousands of orders. You cannot upscale your server from day one. You should definitely shift to Serverless. It will definitely help you reduce your costs and you can easily manage your traffic. I would rate this product as a 9 out of 10.
Which deployment model are you using for this solution?
Public Cloud
If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?
Other
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Last updated: Apr 14, 2026
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June 2026
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Manager, Software Development at a outsourcing company with 201-500 employees
Local testing has accelerated API development and reduces ongoing backend operations
Pros and Cons
- "Serverless has positively impacted my organization as it has been a good experience for the team overall because it is a new framework that we had to learn, and cost-wise, it helps because moving to Serverless means you do not have resources spinning all the time."
- "I struggled with wanting to put breakpoints throughout the code and then use the debugger."
What is our primary use case?
Our main use case for Serverless is to build Serverless APIs, and the complete back-end is built with Serverless. A specific example of an API or back-end workflow built using Serverless is a parts integration related to buying parts catalogs, which is a third-party integration API, and everything was built using Serverless.
What is most valuable?
Serverless offers the ability to test locally, as it can spin up a bunch of AWS resources and mock them as if they were deployed onto the cloud, allowing development locally without having to spin up the resources into an actual AWS account.
The local testing feature has helped speed up development for my team without having to wait for deployment into the cloud, and for debugging purposes, it has been beneficial to find out when things are not working properly as I can step through the code and see or log local errors.
Serverless has positively impacted my organization as it has been a good experience for the team overall because it is a new framework that we had to learn, and cost-wise, it helps because moving to Serverless means you do not have resources spinning all the time. It only uses Lambdas, and it is infinitely scalable, so you only use resources as the quota is used up or as the Lambda is invoked, with team collaboration being mostly about everyone learning something new together and giving each other tips.
What needs improvement?
I struggled with wanting to put breakpoints throughout the code and then use the debugger. At the time, I was not able to step through the code with breakpoints, so if Serverless had that support, that would be great.
The overall documentation is great, and I do not have anything else to add about needed improvements.
For how long have I used the solution?
I have been using Serverless for about a year and a half.
What do I think about the stability of the solution?
Serverless is very stable.
How are customer service and support?
Our customer support experience has been straightforward as we have not really had to contact them.
How would you rate customer service and support?
Which solution did I use previously and why did I switch?
Previously, we had a .NET Core back-end deployed onto ECS clusters, but when we switched over to Serverless, there is less DevOps involvement, and we take all the AWS resources we need, while Serverless helps deploy everything.
How was the initial setup?
My experience with pricing, setup cost, and licensing was all very straightforward and very easy to use.
What was our ROI?
I have seen a return on investment in terms of time saved. To be honest, we were using .NET as our back-end for the most part, but switching over to use Serverless made the development cycle a little bit faster, as we use one-week sprints rather than two with .NET.
Which other solutions did I evaluate?
Before choosing Serverless, we evaluated other options, including AWS SAM, but it was mostly just between these two options.
What other advice do I have?
Our customer support experience has been straightforward as we have not really had to contact them. I would rate this review an 8.
Which deployment model are you using for this solution?
Private Cloud
If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?
Amazon Web Services (AWS)
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Last updated: Dec 2, 2025
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