For caching, only if you don't specify your preferred providers and let OpenRouter route each request itself. I have stuff like this in my OpenCode config for each model I use and I regularly get ~90-95% cache hit rates.
It still won't be quite as high as you'd get by just using DeepSeek because occasionally a request will fail and you'll get routed to a backup provider with nothing cached, but it's close enough not to matter in most instances.
But I can't argue with the lower off-peak pricing when using DeepSeek directly. The downside is they train their models on your input, which might be a deal-breaker for many users (as it is for me).
You can have all the measures in place that are described in that post, and your code can still be bad. High unit test coverage tells you exactly zero about the solution itself.
And technical quality gates do not help if the human side lacks defense against slop code. If you don't have the right managers in place, the 2 years of experience vibecoder who ships a feature in 4 hours will always win against the 20+ year senior who actually looks at the code he is about to ship.
Most likely, their own data residency terms prohibit this. It would be interesting to know if, when 2 out of 3 AZs got destroyed, customers got a heads up to move their data to a different region?
We received repeated, constant heads up to move our data by the first AZ much less second. The problem is that nobody is storing data in Bahrain unless there are data residency requirements for it.
nobody wakes up one morning and chooses to launch instances, CDN or S3 and would choose Bahrain as that without a requirement to, we were contractually and legally forbidden (in the middle as a vendor) to copy even encrypted data where we don't have the key out for redundancy, so the best we could do was tell our subcustomers to download all of their buckets to their office or some employee laptops at their office
If a AWS customer chooses to store their data in a single AZ, that is a design choice. AWS is not taking a daily copy of a entire regions S3 cluster and driving it to some warehouse for a "just in case" situation. That is why Multi-AZ exists.
"Additionally, S3 stores data redundantly across a minimum of 3 Availability Zones by default, providing built-in resilience against widespread disaster."
I wonder if "can't restore some data" includes any S3 data?
I'd expect to lose EC2 instance EBS data in the event of a datacenter being destroyed, but I kinda assume I wouldn't lose S3 data? Now I'm wondering if RDS backups are more like EBS or S3...
> "The damage to our infrastructure spanned multiple Availability Zones and exceeded what our regional and multi-AZ services are designed to withstand," AWS said in the status update
That's absolutely something you can configure your S3 bucket to do if you want (I have one of mine replicating elsewhere).
The amount of data S3 stores "automatically replicating" to other geographical locations would make things prohibitively expensive, especially when you consider the daily delta, and how much of that is ephemeral or frequently mutated data that is stored. The bandwidth costs alone would be eye-watering, let alone the storage costs.
S3 cannot make any automated decision about whether data is, or isn't important, and if they did they'd only open themselves up to lawsuits if they guessed wrong. That's why it's made an option for the end user to enable replication if they want to, or choose to replicate their own data.
> The amount of data S3 stores "automatically replicating" to other geographical locations would make things prohibitively expensive
It did work like this! And it was! My recollection is that the first S3 was out of SEA and had no user concept of region. Then “VDC” was added in virginia. That provided API endpoints in what became us-east-1. A bucket could be accessed from either location, and the original intent was for object store to replicate between them. By the time dub/eu-west-1 came along that was obviously not tenable; itd take 10s of gbs to replicate.
So S3 became regional. But the original sea/vdc deployments still had shared APIs and data in both regions. Your object would be stored in the region of the API you geolocated to via DNS, but read from either. _eventually_ all the data migrated to IAD, but those API endpoints were transparently proxying across the continent until 2013 or so.
And of course glacier had much more interesting takes on this with cross dc/az/region erasure encoding. But i dont think any of the wacky multi dimensional cross region stuff ever materialised in practice.
The minute you cross borders you run into data sovereignty concerns. No idea if it applies at the subnational level (US states, Emirates in the UAE etc) but it wouldn't surprise me if it did in some cases.
There is a published sticker price, but I don't think anyone outside of tiny installs with just a few users pays that... it's very much the enterprise sales model of "let's schedule a call and talk about it." They also for many years would let previously negotiated prices stand during renewals even when sticker price went up, so older orgs often have the "same" license being charged at many different prices based on when it was first purchased and how the negotiations went at the time.
Astra for deep dive investigations, Sol 5.6 at mid-level for day to day tasks, Grok 4.6 via Cursor for routine and low complexity tasks.
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