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I think over-provisioning is way more common and sane approach that can address the bulk of spikes versus auto-scaling. Especially if you have these big known e
by latch 8y ago
I think over-provisioning is way more common and sane approach that can address the bulk of spikes versus auto-scaling. Especially if you have these big known events (new years day, black friday, ...) where you can over-provision (or controlled auto-scale if you will) for a short window.
My guess is they're doing both.
Anecdote time. I worked at a company where one project was over-provisioned on dedicated hardware and another auto-scaled in the cloud. The over-provisioned project was much cheaper, had significantly better response times and was easier to manage. It was load tested to handle over an order of magnitude more traffic than the all-time-peak and even though fully over-provisioned, it was cheaper than the baseline usage (and slower, and harder to manage) cloud solution.
- rhizome 8y agoThe back of the napkin numbers I've seen say metal (onprem or colo) has a 100x price/performance advantage: 10x faster at 1/10th the cost.
- sl1ck731 8y agoDo you have any interesting reads about this? Most of the material I find is biased one way or the other by cloud hype or data centers trying to reel back customers.
- rhizome 8y agoFor one, I thought Bitnami had done the comparison a few years back, but for the life of me I can't find it in the GOOG.
- ridruejo 8y agoI don't remember that we did any benchmarks, but I don't doubt that if you look at the raw performance / price it can easily be an order of magnitude more expensive to go to the cloud. But once you take into account all the automation and services that the major cloud providers have, it can get much more cost effective as it saves significant time / expertise for most companies
- rhizome 8y agoThey may have only mentioned Bitnami images, it's been awhile. However, I think your rationale begs a question: how much of "the automation and services that major cloud providers have" (scare quotes only for readability) is needed by runners of metal? For instance, autoscaling can be mooted by overprovisioning, which would still incur only a minor cost increase. Multi-region is similarly cheap. A lot of the remainder seem like productized functionality that is fairly implementable locally if desired.
- latch 8y agoAWS has gotten much better and closed the gap some. But, your average system will probably see a 4x difference (2x price and 2x performance). There was a very long period of time where SSDs were commonly available from everyone but cloud vendors. For some workloads (like databases), that resulted in a massive difference. This is still true for bandwidth. You can look it up yourself. Off the top of my head, in the US, you can find a server with 100mbps dedicated port for < $300. But that AWS bandwidth is over 3K. So that's less than 1/10th AND you get a relatively [relative to what you can get on AWS] powerful server vs just the bandwidth. Back when the C4 instances were announced, I ran unix bench on them as well as a dedicated i7-4770. You can see the i7 was quite a bit faster, and, if I recall, was less than half the price https://gist.github.com/karlseguin/5a6a45ace2048545b6c3 https://gist.github.com/karlseguin/5a6a45ace2048545b6c3 vs https://gist.github.com/karlseguin/a659ef87b3a4a5d590e9 https://gist.github.com/karlseguin/a659ef87b3a4a5d590e9 I think database workload is still where the average app would see the biggest difference. A properly configured server with a battery backed raid adapter and proper dual network NICs will blow RDS out of the water for raw latency and cost and, most noticeable to me, consistent performance. Unfortunately, fewer and fewer companies seem to be offering servers with BBU and dual NICs. And those that do are charging more...so that's also helped close the gap. IBM really screwed up. They wanted to compete with AWS so tried to turn Softlayer into an AWS clone, rather than focus on what Softlayer did better and fix the issues (automation and ddos mitigation come to mind).
- dijit 8y agoI should corroborate your anecdote with my own. We did two games, one over-provisioned on metal, the other on auto-scaled cloud based infra. The cost is significantly higher. We ended up with a hybrid to control for cost. But our needs are long-lived sessions which does not fit the elasticity of the cloud model well.