First off, I am sorry if this gets a little scattered, it encompasses a large problem for me I have been dealing with for some time.

Here is a little background: I operate an educational website with video on demand for online classes. For 4 years we hosted all our own media using 6 dedicated Wowza servers around the world to deliver our media. Our cost on that was around $1,500/month.

In an effort to improve service, we enlisted a CDN, which has been doing well, but now our hosting costs are up near $6,000/month and we would like to go back to hosting 98% ourselves, and only outsourcing to a CDN as a last resort with a rollover script.

When we had all our own dedicated servers, we would typically use a 2X quad core 2.66GHz w/ 16GB ram and 2 SSD in a RAID0. Even though we were ordering the same thing from the same hosting company, just in different parts of the world, we would notice large performance differences, that seemed to be on a hardware level, never network level.

We struck a deal to do some collocating with them at a great price, but now I am stuck with trying to determine how to get the best performance for what I need.


Now for my question

Say I want the best data transfer / seek times to deliver the highest number of simultaneous videos? If I have 1000 users online at a time, they may have up to 250-400 individual video files open at the same time. I realize I can get 8 SSD SAS drives and put them in a RAID, but what about the processor, or RAM?

Looking on ebay, I see stuff like:

PowerEdge R810 1U Server (4X) 1.87GHz Eight-Core Xeon L7555 192GB RAM

From a processor perspective, I can find ones with 8MB - 30MB L3 Cache, but does it really matter for this? Am I better off with 2 quad core processors, or do I need 4 eight core to really get the most out of this?

I understand from the software vendor that more ram is better when you have multiple files open, but overall, they refuse to give more details about what type of hardware will actually give you a specific result. All they say is:

High-load recommended production hardware
CPU: Dual Quad-Core or a single Hex-Core, 3.00 GHz or better
RAM: 16-32GB
Disk: 2 or more in RAID 0 (striping)
Network: 10Gbps Ethernet

Which is great, but it doesn't say what the result would be with this config. I typically on any given day need to be able to stream 15,000 videos over the course of the full day, with 1,500 peak simultaneous. From a bandwidth perspective, I could achieve that with a single internet connection, if the hardware could keep up. I know there are benefits to having multiple locations, but I could still save over $50,000/year if I can just figure out the hardware issues.

In the end I guess I am wondering if I did have a super high performance RAID, what is the order of things I need to worry about next? Should I focus only on clock speed, L3 cache, RAM?



I purchased a new server and am learning more about RAID configurations and performances, if you want to follow along, you can see the next part of the saga here:

New RAID hdparm slow

  • How many videos are in your inventory? How much disk space do they take up, total? What were the bottlenecks on your previous servers? Dec 29, 2014 at 21:48
  • We have 700 videos, but then we have each video available in 4 qualities. Overall it took up about 600GB in space. We had a hard time identifying our previous bottleneck since the server was typically not out of ram, had a low load on the CPU, and the network was typically only hitting 50-75MBs. On those servers that were "identical" one would support 500+ users, the other would max out around 90.
    – Alan
    Dec 29, 2014 at 22:53
  • @Alan When it maxed out, what maxed out? CPU? Memory? I/O? Dec 30, 2014 at 5:08
  • So I ran some tests internally on a Dual 2.66Ghz with 32GB RAM, 4X 15K SAS in RAID 0 and got it to stream 1200 simultaneous streams to 3 computers running a load testing client before running out of bandwidth. The RAM started low, but then higher as we would stop and restart the tests. It never seemed to drop down again even when there were 0 connections. Now it is using 24GB RAM with nothing using the server, I have restarted all processes, but it hasn't freed up the RAM. I tried to check hard drive usage, but iotop, and iostat show basically 0% usage, so not sure what to do next.
    – Alan
    Dec 30, 2014 at 19:33

1 Answer 1


I don't think it's possible to say: Buy X, install Y, and your problem will be instantly solved. This is going to take several iterations to get through, and you'll need to put more work into identifying the bottlenecks when they inevitably appear. For the most part I'm going to avoid recommending specific hardware, as that would be out of date by the time I click the submit button.

So, since we don't have good data on what the bottlenecks were, let's just pretend this is a greenfield project. This is how I would approach it:

  1. Video streaming doesn't require that much RAM or CPU, but it does require fast storage. Let's say four 400GB SAS SSDs in RAID 10, for 800GB usable space, to store your videos. You may want to increase that, though, if you plan to have a lot more videos to serve in the next few years. Say, four 800GB SAS SSDs in RAID 10, for 1600GB usable space.
  2. Don't cheap out on the NIC. Your NIC should support, at minimum, TCP/IP offload (even if you end up not using it), receive side scaling and receive side coalescing. Some NICs such as those from Intel have further features to improve performance. You might spend a little time researching this.
  3. Though you do need to pay attention and make sure your server's networking is configured and tuned well, network throughput problems are sometimes the fault of the network infrastructure. If you're colocated and don't control this, be prepared to argue a lot with your datacenter. In particular, make sure that you aren't buying a network port which is throttled to some fraction of the link speed, and that the datacenter actually has more than enough bandwidth to accommodate you at peak times.
  4. The CPU doesn't matter a lot, but it does matter. The web server won't use much CPU, but processing interrupts from the NIC may use as much CPU as the web server does, and quite possibly more. You probably don't need something top of the line, but you shouldn't cheap out here either.
  5. You will have additional tuning work to do if you use a dual-CPU system. In such a system each CPU can access half the RAM quickly, and the other half more slowly, and vice versa for the other CPU. This is called NUMA, and you will need to watch out for bottlenecks related to your web server or interrupt handling running on one CPU and accessing memory from the other. Linux does include tools to help you deal with this.
  6. You don't need that much RAM to serve videos, but your server will make use of all the RAM you can give it, as a very fast disk cache. You aren't likely to hit a bottleneck here, I think, so I'd start small and upgrade the RAM if necessary. 32GB might make a good start; 192GB would be overkill unless you already knew you needed it.
  7. I would use the nginx web server. I always do, since it is much more capable of handling thousands of simultaneous connections than Apache, by default. You may need to increase the number of file descriptors on the system though.
  8. I would build this on Red Hat Enterprise Linux 7, and purchase and keep the subscription active for the life of the server. Besides Red Hat's comprehensive documentation on its distribution and on performance tuning, and its extensive knowledge base, Red Hat Support can help you identify and resolve bottlenecks when they appear, which is easily worth the price of admission.
  9. Be prepared to upgrade components if circumstances warrant. You might want to upgrade the NIC, RAM or the CPU based on actual issues discovered after you go into production.
  10. All of this assumes you are building multiple servers, and that requests are load balanced between them somehow. You should build the servers with more capacity than they need, so that in the event one fails or needs to be rebooted, upgraded, etc., the remainder can take up the slack.
  • Thanks Michael, I ended up getting a new server for a steal yesterday. I picked up a HP DL180 G6 w/ 25X 146GB 15K hard drives and 36GB RAM for $700. I ordered another 64GB ram for it, and am going to get 2 X5675 to speed it up. I got the 15K drives for $16 each, and they sold me some 450GB 10K SAS for $20 each. In the mean time I have a bunch of hardware I can swap out and figure out what my real needs will be. You gave me some awesome tips to go over, I appreciate your knowledge and your willingness to share.
    – Alan
    Dec 31, 2014 at 15:18

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