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Posted by orliesaurus 10/24/2024

AWS data center latencies, visualized(benjdd.com)
529 points | 209 comments
CountVonGuetzli 10/24/2024|
It would be really cool if it didn't just show the ping, but how much worse it is compared to the theoretical optimum (speed of light in fiber optic medium, which I believe is about 30% slower than c).

I raise this because I've been in multiple system architecture meetings where people were complaining about latency between data centers, only to later realize that it was pretty close to what is theoretically possible in the first place.

eitally 10/24/2024||
I'm under the impression that within the hyperscalers (and probably the big colo/hosting firms, too), this is known. It's important to them, and customers, especially when a customer is trying to architect an HA or DR system and needs to ensure they don't inadvertently choose a region (or even a zone that isn't physically in the same place at other zones in the same region) that has "artificially" (can be for all kinds of legitimate reasons) latency from the primary zone.

This is not an uncommon scenario. My current employer specializes in SAP migrations to cloud and this is now a conversation we have with both AWS & GCP networking specialists when pricing & scoping projects... after having made incorrect assumptions and being bitten by unacceptable latency in the past.

nullindividual 10/24/2024|||
Doesn't look like this is a ping[0]! Which is good. Rather it is a socket stream connecting over tcp/443. Ping (ICMP) would be a poor metric.

[0] https://github.com/mda590/cloudping.co/blob/8918ee8d7e632765...

sulandor 10/24/2024|||
ping is synonymous with echo-request, which is largely transport agnostic.

but you're right

dopp0 10/24/2024|||
why 443? are you assuming ssl here? serious question, I'm not sure. But if it is, wouldn't it be hard to disregard the weight of SSL in the metric?
semiquaver 10/25/2024|||
The code closes the connection immediately after opening a plain TCP socket, so no SSL work is done. Presumably 443 is just a convenient port to use.
nullindividual 10/25/2024||||
tcp/443 is likely an open port on the target service (Dynamodb based on the domain name). TLS is not involved.

ICMP ECHO would be a bad choice as it is deprioritized by routers[0].

[0] https://archive.nanog.org/sites/default/files/traceroute-201...

quie 10/25/2024|||
The script connects to well known 'dynamodb.' + region_name + '.amazonaws.com' server that expects HTTPS
nabla9 10/24/2024|||
You would have to map out the cables to do that.

Light in fiber optic cable travels roughly 70% of the speed of light ~210,000 km/s Earth's circumferences is ~40,000 kilometers. Direct route from the other side of Earth to another would be roughly 100 milliseconds, round trip 200 ms.

Bluecobra 10/24/2024|||
It’s pretty trivial to do this, any big fiber company will provide you with Google Earth KMZ files (protected by NDA) when considering a purchase. This is absolutely necessary when designing a redundant network or if you want lower latency.
ls65536 10/24/2024||||
Since light travels at 100% the speed of light in a vacuum (by definition), I have wondered if latency over far distances could be improved by sending the data through a constellation of satellites in low earth orbit instead. Though I suspect the set of tradeoffs here (much lower throughput, much higher cost, more jitter in the latency due to satellites constantly moving around relative to the terrestrial surface) probably wouldn't make this worth it for a slight decrease in latency for any use case.
darrin 10/24/2024|||
Hollow core fiber (HCF) is designed to substantially reduce the latency of normal fiber while maintaining equivalent bandwidth. It's been deployed quite a bit for low latency trading applications within a metro area, but might find more uses in reducing long-haul interconnect latency.
joemag 11/4/2024||||
Absolutely! The distance to LEO satellites (like spacex or kuiper) is low enough that you would beat latency of fiber paths once the destination is far enough.
mrguyorama 10/24/2024||||
In the past we just had line of sight microwave links all over the US instead.

I think it's just too damn expensive for your average webapp to cut out ten milliseconds from backend latency.

cyberax 10/24/2024||||
Yes. There are companies that sell microwave links over radio relay towers to various high frequency traders.
thmsths 10/24/2024|||
I am pretty sure this was one of the advertised strength of Starlink. Technically the journey is a bit longer, but because you can rely on the full speed of light you still come out ahead.
not_kurt_godel 10/24/2024|||
Cable mapping would be nice but 100ms is a meaningfully long amount of time to make straight-line comparison worthwhile
londons_explore 10/24/2024|||
clicking around that map, I don't see any examples where the latency is a long way out of line with the distance.

Obviously it's theoretically possible to do ~40% better by using hollow fibers and as-the-crow-flies fiber routing, but few are willing to pay for that.

sebzim4500 10/24/2024|||
The 'practical' way to beat fiber optics is to use either

(i) a series of overground direct microwave connections (often used by trading firms)

(ii) a series of laser links between low altitude satellites. This would be faster in principle for long distances, and presumably Starlink will eventually offer this service to people that are very latency sensitive

sandworm101 10/24/2024||
Low-bandwidth/low-latency people tend to also demand high reliability and consistency. A low-orbit satellite network might be fast but, because sats move to quickly, cannot be consistent in that speed. Sats also won't ever connect data centers other than perhaps for administrative stuff. The bandwidth/reliability/growth potential just isn't there compared to bundles of traditional fiber.
dmurray 10/24/2024|||
> Low-bandwidth/low-latency people tend to also demand high reliability and consistency.

For trading applications, people will absolutely pay for a service that is hard down 75% of the time and has 50% packet loss the rest, but saves a millisecond over the fastest reliable line. Because otherwise someone else will be faster than you when the service is working.

They can get reliability and consistency with a redundant slower line.

kqr 10/24/2024||
Can you provide a source to this statement? The redundancy needed to transmit at desirable reliability with 50 % packet loss would, I imagine, very quickly eat into any millisecond gains -- even with theoretically optimal coding.

Someone more familiar with Shannon than I could probably quickly back-of-the-napkin this.

hylaride 10/24/2024|||
Financial companies have taken and upgraded/invested in microwave links because they can be comparatively economical to get "as the crow flies" distances between sites:

https://www.latimes.com/business/la-fi-high-speed-trading-20...

https://arstechnica.com/information-technology/2016/11/priva...

https://en.wikipedia.org/wiki/TD-2#Reemergence

I'm not sure about the high packet loss statement, but it wouldn't suprise me that it's true if the latency is lower enough to get to take advantage of arbitrage opportunities often enough to justify the cost.

londons_explore 10/24/2024|||
Traders wouldn't use redundancy etc. Whenever a packet with info arrives, they would trade on that info (eg. "$MSFT stock is about to go down, so buy before it drops!"). If there is packet loss, then some info is lost, and therefore some profitable trading opportunities are missed. But thats okay.

There are thousands of such opportunities each second - they can come from consumer 'order flow' - ie. information that someone would like to buy a stock tells you the price will slightly rise, so go buy ahead of them and sell after them in some remote location.

sandworm101 10/24/2024||
There is also a market for stocks that trade on different exchanges, resulting in fleeting differences in price between exchanges. Those who learn of price moves first can take advantage of such differences. In such cases, all you need to transmit is the current stock price. The local machine can then decide to buy or sell.
sebzim4500 10/24/2024||||
There's definitely a few billion a year in revenue for Starlink if they sell very low latency, medium bandwidth connections between Asia, the US, Europe and Australia to trading firms. Even if the reliability is much worse than fiber.
pclmulqdq 10/24/2024||
Starlink latencies sadly aren't competitive due to the routing paths it uses. And sadly there are currently no competitors to starlink.
matthewdgreen 10/24/2024||
The routing paths traveling via ground stations, you mean? My understanding is that they were experimenting with improvements to this, they just haven't deployed anything yet.
sandworm101 10/24/2024|||
A radio will beat starlink on ping times. Even a simple ham bouncing a off the ionosphere can win out over an orbiting satellite, at least for the very small amounts of data needed for a trade order. The difficulty in such schemes is reliability, which can be hit-or-miss depending on a hundred factors.
pclmulqdq 10/24/2024|||
No, even with proposed inter-satellite routing paths, they are too slow. The trading industry has very much done the math on this.

The comparison is against radio and hollow-core fiber, not conventional fiber.

fragmede 10/24/2024||
Laser links between satellites have been active since late 2022, or was there some additional improvement you're referring to?
pclmulqdq 10/24/2024||
I haven't kept track of that, but there is no other improvement. Even with the straightest possible laser links in space, they are too slow.
semiquaver 10/25/2024|||
> sats move to quickly, cannot be consistent

Satellites in geostationary orbit are a (very common) thing.

class700 10/25/2024||
Geostationary is so much further than LEO though so worse latency
plantain 10/24/2024|||
AU <-> South Africa & South America is way less than distance.
bddicken 10/24/2024|||
Author here - Interesting. Someone on X also gave this idea to me. Any good resources for how to accurately compute this?
dgemm 10/24/2024||
The theoretical best latency would be something like speed_of_light_in_fiber/great_circle_distance_between_regions, both of which are pretty easy to find. The first is a constant you can look up, and the second you can compute from coordinates of each region pair.
CountVonGuetzli 10/24/2024||
Thats what we did as well, via wolfram alpha. I.e. we were too lazy to look up everything ourselves and just asked it straight up how long of a roundtrip it would be between two destinations via fiber. We checked one result and it was spot on. This was six years ago tho
liveoneggs 10/24/2024|||
IIRC about 125 miles per ms
Drunkfoowl 10/24/2024||
[dead]
alex_suzuki 10/24/2024||
I have red-green color blindness, which makes it hard/impossible for me to distinguish between the <100ms and >200ms lines.

This affects about 8% of male population btw, maybe you can add a color-blind mode, very nice visualization otherwise!

blauditore 10/24/2024||
As a quick workaround, you can set a CSS filter on the whole page: Either use dev tools to put a rule `filter: hue-rotate(60deg);` on the `body` element, or simply run `javascript:void(document.body.style.filter='hue-rotate(60deg)')` from the url bar.
alex_suzuki 10/24/2024|||
Nice hack, thank you! :-)
punnerud 10/24/2024|||
Can also use Chrome Extentions like Colorblindly to change all the colors. Tested it on the webpage now (I am not colorblind) and I see that the colors change: https://chromewebstore.google.com/detail/colorblindly/flonia...
bloopernova 10/24/2024||||
You can also use ublock origin, it has a section for your own filters:

https://gist.github.com/aclarknexient/c39c83f2f97c3c6b1c307c...

zweifuss 10/24/2024||
benjdd.com##html:style(filter:hue-rotate(45deg))

Tested with uBlock Origin on Firefox Mobile.

dspillett 10/24/2024|||
In case you are not aware, you can put this sort of thing in a bookmark on the bookmark bar (both FF and Chrom{e|ium}, I assume other browsers too) for easy access. If you don't have the bookmark bar visible hit [ctrl][shift][B] to flip it on (and the same to flip it back off later if you don't want to keep it).
jeffhuys 10/24/2024|||
let i = 0; setInterval(() => document.body.style.filter=`hue-rotate(${i++}deg)`, 16);

Disco mode!

(better to use requestAnimationFrame but I'm lazy atm)

blauditore 10/25/2024||
There you go:

  let i = 0;
  function bump() {
      document.body.style.filter=`hue-rotate(${i+=2}deg)`, 16;
      requestAnimationFrame(bump);
  }
  requestAnimationFrame(bump);
bddicken 10/24/2024|||
Author here - Thanks for the suggestion Alex. From your perspective, what are some of the best ways you've seen people solve for this in the past? If you have links, please share.
alex_suzuki 10/24/2024|||
Hi! Thanks for getting back to me, appreciate it. To be honest, I‘m not an expert at all in this topic. I‘d imagine choosing a colorblind-friendly palette (see: https://davidmathlogic.com/colorblind/ ) would be an easy fix. Alternatively, or in addition, you could use dotted/dashed/straight lines to visualize the latency buckets. Might make for an interesting effect?

Also it‘s common to hide this „colorblind mode“ behind a checkbox somewhere. So you don’t have to uglify your product. :-)

bddicken 10/24/2024||
Cool, thank you for the input.
bobthepanda 10/24/2024|||
not op but this is one of the classic dataviz color palette pickers https://colorbrewer2.org/#type=sequential&scheme=BuGn&n=3

https://venngage.com/tools/accessible-color-palette-generato... also seems nifty

bjornsing 10/24/2024|||
I don’t see any lines at all. Just blue dots repeating the data centers. Very confusing.
RantyDave 10/24/2024|||
You have to click one of the data centres
spott 10/24/2024||||
Tap a blue dot.
kqr 10/24/2024|||
Click dots.
eknkc 10/24/2024|||
Do you have some kind of an accessibility tool for this? Maybe a whole screen filter that changes colors in a specific way so you can distinguish them?
alex_suzuki 10/24/2024||
No I don't. It's actually not a big deal in day-to-day life. People often go "But how the hell can you drive if you can't distinguish red from green at the stoplight?"... in reality it's more nuanced. As another comment already mentioned, perception varies across even among colorblind people. I find it hard to distinguish R/G if the colors are not fully saturated or in low-light situation. Also the brain knows that "red is on top" and "green is at the bottom" at the stoplight and thereby improves the contrast for me. ;-)

My comment was meant to raise awareness of this issue with the author of the tool. Many video games, especially the ones with some kind of HUD, minimap, etc. these days have a color-blind mode.

eknkc 10/24/2024||
Yeah I’ve seen colorblind modes in a lot of apps. It is great for those affected. And probably not a huge hassle to implement anyway.

But I was curious if one needs to rely on the application developers to deliver a solution or if there was a generalized filter or whatever that would work always. Maybe like screen readers, those work fine if the app does not do something horrible. But with some help from apps, they perform much better.

saagarjha 10/24/2024|||
Color-blind man here. While I think it’s important to consider color blindness when choosing colors, it’s not actually 8% of men who would have trouble distinguishing the two colors. That number is somewhat lower. Perception of color varies even across colorblind people so just because someone says it works for them doesn’t mean it will work for someone else, and vice versa.
stogot 10/24/2024|||
This is such an easy thing to overlook for those of us that don’t. Red/green tends to be a default selection, perhaps because of traffic lights?

I started putting myself in the shoes of a family member who is in the 8% and now i spend more time trying to pick better color schemes

dredmorbius 10/24/2024|||
FWIW, anyone reading on a monochrome e-ink device will have similar issues.

Those are becoming somewhat more prevalent these days.

roundstars 10/24/2024|||
There are some chrome extensions for colorblind. It might be helpful to you. Please check it out.
david241103 10/24/2024|||
[flagged]
YetAnotherNick 10/24/2024||
It's sad that this is the top comment for the post. Many people have stopped posting their crappy work online due to harsh comments like yours. There's no easy reply to your comment.

Maybe we should be less critical specially with "Make it fit for my workflow" type comment, and more so if it is built by some random guy in their free time, and not say a project which is asking money.

sealeck 10/24/2024|||
I think this an uncharitable take – the parent comment is just proposing an improvement that would really help them given their colour-blindness (they also say they like the visualisation). Personally I find part of the reason for putting things on the internet is to allow other people to use them and obtain their feedback.
YetAnotherNick 10/24/2024||
Every product has flaws which are outside of design scope. Pointing that is unnecessary. If I want feedback on my quick and dirty project, I want it on within the scope of design, not the missing features, bad accessibility etc.

Specially HN crowd is very susceptible to feeling for accessibility comment. Return of "think of poor kids in Africa".

philipwhiuk 10/24/2024||
> If I want feedback on my quick and dirty project, I want it on within the scope of design, not the missing features, bad accessibility etc.

This wasn't posted with that directive.

And if your "design is great" but your implementation sucks then maybe the design sucks too.

philipwhiuk 10/24/2024||||
Maybe we should be building accessible UIs by default rather than treating an actual disability as a 'my workflow' problem.
patmorgan23 10/24/2024||||
This was not a harsh criticism. Accessibility on the web is important, especially if you want people to actually engage with what you have published.

Color blindness is nothing new, there are freely available color blind friendly color plates. Pointing out to the author that they could make a small tweak to make their work more accessible is good feedback and should continue to be given.

alex_suzuki 10/24/2024||||
Sorry it came across that way, that was not my intent at all… it was meant as a simple suggestion for a potential low-hanging fruit improvement that would benefit people like me. Clearly you did not perceive it that way.
some_random 10/24/2024||||
I totally understand being frustrated about people demanding workflow changes or huge accessibility features, but this is literally just a color swap that can be done with a touch of CSS it's really not a big deal.
rsynnott 10/26/2024||||
Oh, calm down. Some people aren’t aware of this, someone pointed it out.
Vinnl 10/24/2024|||
The easy reply is "thanks, I learned something today!"
adamcharnock 10/24/2024||
Random fact: I did some planning around this for a client a while ago. While measuring the AWS latencies I found I could get approximate latencies (within 10%) by measuring the rough undersea cable length (km) and dividing by 150.

While not overly surprising, it was very consistent.

Edit: I think it was actually 155

carlio 10/24/2024||
That reminds me of the story of the 500 mile email (https://www.ibiblio.org/harris/500milemail.html)
MrLeap 10/24/2024|||
I read this yeaaaars ago. I'm about to re-read this, but before I do, I think this was the article that installed a little goblin in my brain that screams "TTS" in instances like this. I will edit this if the article confirms/denies this goblin.

EDIT: mostly, probably, sort of.

debuggerpk 10/24/2024|||
Funny story. He must thank the department of statistics for the quick turn around.
renatovico 10/24/2024|||
I think this is because of medium velocity of light

"Through LabVIEW the speed of light in the optical fiber is calculated to be ~ 2.054 x 108 m/s corresponding to a refractive index of n ≈ 1.4606 which is a typical value" https://web.phys.ksu.edu/posters/2009/juma-Adv-Lab-S09.pdf

kqr 10/24/2024|||
There's a surprising amount of real-world modelling that can be done to satisfactory precision with just multiplication and addition.
keepamovin 10/24/2024|||
This page is such a well executed interactive map. Really enjoyed it

Is the math-planation of your random fact basically

(thanks to https://news.ycombinator.com/user?id=Hikikomori for correcting the lightspeed in fibre medium from 3e5 to 2e5 !)

- lightspeed is 2e5 km/s ~ 2e2 km/ms, so/

- length (km) / 200 (km)/ms ~ K length (km) / 200 (km)/ms, so

- latency (ms) ~ K' length (km)

Where K is approximately 1.3 (K' is 1/155) and factors in things like:

- non straight line distance

- networking overhead / switching

- both ways / measurement error

Basically?

Hikikomori 10/24/2024|||
Speed of light in a medium like fiber is about 200 000km/s.
keepamovin 10/24/2024||
Oh shit! Thanks. Good point. That actually makes it more plausible, as K is smaller.
segfaultbuserr 10/24/2024||
1/2 c in circuit boards (FR-4), 1/3 c in cables, two useful numbers to remember.
keepamovin 10/24/2024|||
Thanks, nice! But wait - so we have

1/2 c ~ 150 km/ms in circuit board.

1/3 c ~ 100 km/ms in cable. And...

2/3 c ~ 200 km/ms in fiber?

I'm a bit confused about difference between cable and fiber heh :)

segfaultbuserr 10/26/2024||
Sorry, it was a typo. I meant 2/3 (including common cables and fiber optics), not 1/3.
Hikikomori 10/24/2024|||
Depends on what kind of cable? As twisted pair network cable is at 2/3.
segfaultbuserr 10/26/2024||
What an embarrassing typo! I was thinking of 0.66, and somehow I thought 0.66 = 1/3 (must've been distracted by the "2" in 1/2). I should've written 0.66 or 2/3.
adamcharnock 10/24/2024|||
It is possible I was measuring latency in a single direction, rather than round-trip-time. My memory is a little hazy now.
keepamovin 10/24/2024||
No I think you had it right. I was off on the speed. Anyway, it could have matched accounting K for other factors heh :)
ape4 10/24/2024||
Right, looking at the visualization most (all?) of the red lines are the longer ones - eg North America to South Africa.
michaelnoguera 10/24/2024||
Interesting. If you click on one of the blue circles representing a data center, it shows latencies to the other data centers. This took me a second to figure out — maybe consider adding a note along the lines of “click to select a data center” on the site?
WaxProlix 10/24/2024||
These aren't even data centers, but aggregates. They're regions, composed of many different bits of networking and compute in various levels of abstraction - dc, edge installation, whatever.

Within these regions there's a lot of variation from zone to zone, so the methodology matters.

bddicken 10/24/2024||
Author here. This is great feedback, thanks.
hyperpape 10/24/2024|||
I appreciate the effort to collect the data, but I think the rotating globe is an idea that looks cool, but makes the visualization harder to use. If I click on us-east-1, there's a 229ms line to...somewhere that I can't see. Meanwhile, I can't see the latency between us-east-1 and us-east-2.

Perhaps if you selected a datacenter, and it switched to a 2-d projection with that datacenter at the center of the map, it would be better?

Or perhaps augment the visualization with a table?

bddicken 10/24/2024|||
Author here - You can see the raw data as a table here: https://www.cloudping.co. Sometimes visualizations like this are a careful act of balancing practicality with cool-factor.
dredmorbius 10/24/2024|||
Winkel Tripel projection would mitigate this nicely.

(One of several options, though the best IMO.)

<https://en.wikipedia.org/wiki/Winkel_tripel_projection>

jumploops 10/24/2024|||
Idea: select a data center by default (i.e. us-east-1) to make it more clear.

Bonus: select the nearest data center based on the user’s IP :)

mvanbaak 10/24/2024||
Nitpick detail: us-east-1 (and all other availability zones) are also not a single datacenter by definition. The can also spend several
Hikikomori 10/24/2024||
AWS provides latency numbers between regions, AZ's and within an AZ in network manager. Useful to have as a latency baseline and to see if they have any issue.

https://docs.aws.amazon.com/network-manager/latest/infrastru...

chipdart 10/24/2024|
> AWS provides latency numbers between regions, AZ's and within an AZ in network manager.

AWS also provides dashboards that shows what regions/services are down, and history tells us those are not to be trusted for precisely the same reasons.

Hikikomori 10/24/2024||
Afaik it also requires someone to manually set it to be down on that page. Pretty sure that nobody is entering latency numbers manually every second, but maybe they have a team for that.
bane 10/24/2024||
Cool visualization and concept. I do wish the colors were on a ramp instead of bucketed. The reason is that it makes 100ms look much worse than 99ms, but equal to 200ms. If you click on us-east-1, for example, the latency to the data centers in Western Europe look quite different with eu-central-1 and eu-south-1 looking completely different even though the latency is only around 9ms difference and eu-north-1 and ap-south-1 look the same even though there's about a 88ms difference!

There's some comments here also wondering about the best possible latency for speed of light vs what these measurements are. The problem with this is that c isn't the propagation velocity of information through fiber, it's some velocity well under c and depends on a number of different factors, many of which are unknowable, such as repeater latency and so on. In practice, the best theoretical value is no higher than 70% of c just measuring the velocity of light in a medium as c measures light in a vacuum.

bddicken 10/24/2024|
Author here - The ramping is a really good idea. The current visualization makes a 90ms latency look "good" when in reality, thats totally unacceptable for many applications, especially for things where multiple round-trips need to happen to fulfill a request.
jedberg 10/24/2024||
How did you choose which datacenters to include? For example, eu-south-2 (Spain) is missing.

The reason I know is because I worked on a project that required latency to be under 30ms between datacenters, and we had to use eu-west-1 (Ireland) and eu-south-2.

Turns out that latency is closer to 42ms, mainly because there are no undersea cables between Ireland and the continent (they only go to England, then they have to route across England to get to a cable to the content).

inkyoto 10/24/2024||
> How did you choose which datacenters to include? For example, eu-south-2 (Spain) is missing.

At the bottom of the page it says: «Data scraped from CloudPing», with the CloudPing dataset linked through. If you click through to CloudPing, you won't find «eu-south-2» in the dataset.

bddicken 10/24/2024|||
Author here - I just used what was available on https://www.cloudping.co, which is certainly missing a few. The CloudPing GitHub repo has not had a code change in 4 years. Maybe a few new regions have popped up since it was last actively worked on.
treyfitty 10/24/2024|||
How do you know there aren't any cables between Ireland and the main European continent? I'm genuinely curious where this is published.
jedberg 10/24/2024||
You can search google for [undersea cable map] but this one is the best:

https://www.submarinecablemap.com

This will show you everything connected to Ireland:

https://www.submarinecablemap.com/country/ireland

rsynnott 10/26/2024||
There’ll be one to France as of 2026 (as part of this project: https://en.wikipedia.org/wiki/Celtic_Interconnector)
nixass 10/24/2024|||
There are good few DCs missing on that atlas
jbkkd 10/24/2024|||
Israel (il-central-1) is also missing.
bobnamob 10/24/2024||
Yeah the new(ish) Melbourne region is missing too
JoshTriplett 10/24/2024||
The data is really useful, and the globe is visually impressive, but it feels like it'd be more practically useful to have a flat world map that shows all the data centers at once and makes it easier to read the lines without them getting excessively close to each other.
Tempest1981 10/24/2024||
This was popular in ham radio, iirc:

https://en.wikipedia.org/wiki/Azimuthal_equidistant_projecti...

bustling-noose 10/24/2024|||
A 2D world may not give you the perception of how far some of these locations really are. I think an option to switch between the two would be better.
LargoLasskhyfv 10/24/2024|||
https://www.greatcirclemap.com has this.
JoshTriplett 10/24/2024||||
Draw them as great circles. And in any case, yes, switching between the cool 3D projection and a "show everything at once" 2D map would work.
schnable 10/24/2024|||
The lines between points can be drawn to show curvature, like an airplane route map.
floodle 10/24/2024|||
Agreed! It looks cool, but it's not the best visualisation to actually read the data.
bddicken 10/24/2024||
Author here - Cool and useful is a careful balancing act.
JoshTriplett 10/24/2024||
Completely valid. The 3D globe is cool, it's just awkward to get the data out of.
curtisf 10/24/2024||
Obviously the biggest contribution to latency is distance. But there's also some close-ish regions with poor latency because there's not fiber running directly between them (for example, over the poles)

Are there an examples of regions which dramatically violate the triangle equality? (That is, where the A--C latency is much worse than the best A--B + B--C latencies)?

Just as a curiosity, could you use that idea to "infer" which data-centers are most likely directly connected by fiber, and show only the likely fiber connections?

maxmouchet 10/24/2024||
I can't speak for AWS specifically, but in my PhD thesis [1] I found a bunch of such examples by using RIPE Atlas probes. Essentially looking for pairs of probes where the RTT between probe A and probe C is larger than probe A-B + B-C.

Now there are some issues with this methodology (all common issues with ICMP/RTT measurements + traffic was not really routed through the "relay" probe), but such pairs do exist.

[1] https://theses.hal.science/tel-03666771/document (see page 84 for an example; if you can read French :-))

kqr 10/24/2024|||
> Are there an examples of regions which dramatically violate the triangle equality? (That is, where the A--C latency is much worse than the best A--B + B--C latencies)?

I don't think this would happen at a significant scale, due to how routing works. If taking the "detour" through B is how the ICMP packets get there cheapest, that's the path they will go.

If anything, we could look at where A–C is nearly equal to A–B + B–C and find where such a thing has happened. I suppose it could happen for reasons other than lack of fiber: financially better peering agreements, etc?

bfelbo 10/26/2024|||
There’s very few and poor cables in the areas between Russia/Mongolia/India.

AFAIK, the latency from Mumbai to southern Russia (not that far in distance) is surprisingly high. Much higher than from e.g. Frankfurt to Moscow. Don’t know if it’s enough to violate the triangle equality between Frankfurt-Moscow-Mumbai.

llm_trw 10/24/2024|||
You can just look at the map of fiber optic cables around the world: https://www.submarinecablemap.com/

It's highly unlikely there are any non-disclosed undersea ones since they cost rather a lot to lay down.

defrost 10/24/2024|||
> It's highly unlikely there are any ..

Going back decades when a billion US was real money the original NSA (No Such Agency) that essentially no one had ever heard of, including most of the US houses and much of the defence committees that had clearance but not that clearance, had a 4 Billion+ budget for "off-book" satellites.

Black cables are a damn sight cheaper than black satellites.

curtisf 10/24/2024|||
Yes, although I think it would also clean up the visualization, since you wouldn't have nearly so many lines connecting data centers which actually aren't connected; and it would therefore also be explanatory
Thaxll 10/24/2024||
There are some regions that have notoriously bad networking with higher packet loss, for example South America and South Asia are pretty bad overall.
lhousa 10/24/2024|
I was just using this the other day: https://aws-latency-test.com/
bddicken 10/24/2024|
Author here - yeah, I came across that when I was digging for data I could use for this. It's cool.
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