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Search - "reliability"
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--- HTTP/3 is coming! And it won't use TCP! ---
A recent announcement reveals that HTTP - the protocol used by browsers to communicate with web servers - will get a major change in version 3!
Before, the HTTP protocols (version 1.0, 1.1 and 2.2) were all layered on top of TCP (Transmission Control Protocol).
TCP provides reliable, ordered, and error-checked delivery of data over an IP network.
It can handle hardware failures, timeouts, etc. and makes sure the data is received in the order it was transmitted in.
Also you can easily detect if any corruption during transmission has occurred.
All these features are necessary for a protocol such as HTTP, but TCP wasn't originally designed for HTTP!
It's a "one-size-fits-all" solution, suitable for *any* application that needs this kind of reliability.
TCP does a lot of round trips between the client and the server to make sure everybody receives their data. Especially if you're using SSL. This results in a high network latency.
So if we had a protocol which is basically designed for HTTP, it could help a lot at fixing all these problems.
This is the idea behind "QUIC", an experimental network protocol, originally created by Google, using UDP.
Now we all know how unreliable UDP is: You don't know if the data you sent was received nor does the receiver know if there is anything missing. Also, data is unordered, so if anything takes longer to send, it will most likely mix up with the other pieces of data. The only good part of UDP is its simplicity.
So why use this crappy thing for such an important protocol as HTTP?
Well, QUIC fixes all these problems UDP has, and provides the reliability of TCP but without introducing lots of round trips and a high latency! (How cool is that?)
The Internet Engineering Task Force (IETF) has been working (or is still working) on a standardized version of QUIC, although it's very different from Google's original proposal.
The IETF also wants to create a version of HTTP that uses QUIC, previously referred to as HTTP-over-QUIC. HTTP-over-QUIC isn't, however, HTTP/2 over QUIC.
It's a new, updated version of HTTP built for QUIC.
Now, the chairman of both the HTTP working group and the QUIC working group for IETF, Mark Nottingham, wanted to rename HTTP-over-QUIC to HTTP/3, and it seems like his proposal got accepted!
So version 3 of HTTP will have QUIC as an essential, integral feature, and we can expect that it no longer uses TCP as its network protocol.
We will see how it turns out in the end, but I'm sure we will have to wait a couple more years for HTTP/3, when it has been thoroughly tested and integrated.
Thank you for reading!26 -
Me: *listening to some random semi-obscure track on spotify, liking it, add it to playlist*
Come home, girlfriend playing the same track. "Yeah I've had that in my playlist for two weeks now". Our accounts are not linked in any way, and I only use Spotify on a PC at work, while my girlfriend only uses it at home.
It might just be coincidence, or us having similar tastes.
But the issue is that it's getting more and more difficult to know whether me and my girl are spiritually linked unique snowflake soulmates who are so perfectly in sync with each other, or whether an algorithm suggestively linked us both that song based on scraped location and behavior data.
And whether it matters. Maybe it matters. I don't know yet.
In twenty years maybe humans will be unsure whether it was a wonderful coincidence bordering on cosmic fate that you ran into your new love, or whether Google purposefully drove you towards the same lunch cafe at a specific time because it calculated that she was the perfect candidate to strengthen your susceptibility to advertisements over the coming decade.
Malicious AI will not come into lives bearing guns.
It will not instantly take all of our jobs and enslave us.
It will just know you better than you know yourself, it will know everyone around you better than you know them, and it will play incredible mind games. It will not be designed with malicious intent, just perfectly execute on top of the malicious systems we already have, and even arise as an emergent property within new systems.
It will rarely be clearly visible, but you will increasingly say to yourself: "That's odd, I was just thinking about that". It will detect depression from a smile, physical attraction from a glance, reliability from patterns in your voice and illness from the bloodflow in your cheeks.
It will not just make our cars autonomous, it will make our lives autonomous. It will protect us, decide for us, keep revenues and human satisfaction in a "balanced maximized" state, it will make everything feel easy, slightly abuse us, and when one of us suddenly crashes at 140 mph into depression, debt or addiction it will prove impossible to know whether the humans or the algorithms were at fault.
I'm incredibly afraid and excited about the coming 10 years.12 -
Simplicity is a prerequisite for reliability.
I put those words on the wall in giant vinyl letters, and I point to them every time someone asks me "can you add a frontend button which checks this external API and stores the correlation between the amount of rain and the sales numbers of purple buttplugs inside the user profiles?"
People always ask for one more column in a table, one more paragraph under an image — they never ask for replacement or removal of items.
So I force them. Want a feature? Fine, if you point at something of equal or greater complexity to delete.2 -
!rant
Most programming shirts/hoodies really suck. They fall into two categories:
1. Super lame pun quotes in an ugly font.
2. Memes transfer-printed onto cheap fabric
I'm not against puns, or quotes. I quite like the design from @AlexDeLarge
https://devrant.io/rants/830390/, and I've been looking for a nice shirt with Dijkstra's "simplicity is a prerequisite for reliability" on it.
But many do not put any thought into beautiful design, and shit like "No place like 127.0.0.1", "404 girlfriend not found" or "There are 10 kinds of people" really stopped being funny a decade ago.
Good design, colors & quality are so fucking important.
What are your favorite dev-related clothes?16 -
Riddle me this:
While calculating software reliability in number of faults per million line of code, would the software become more reliable if the number of lines are increased instead of errors reduced 🤔8 -
why do i have an iphone?
well, let's start with the cons of android.
- its less secure. this isn't even arguable. it took the fbi a month or something (i forget) to break into an ios device
- permission, permissions, permissions. many of the android apps i use ask for the not obscure permissions.
· no, you don't need access to my contacts
· no, you don't need access to my camera to take notes
· no, you don't need access to my microphone to send messages
· no, you don't need access to my saved passwords to be a functioning calculator
- not being able to block some apps from an internet connection
- using an operating system created and maintained by an advertising company, aka no more privacy
- i like ios's cupertino more than material design, but that's just personal preference
pros of ios:
- being able to use imessage, at my school if you don't have an iphone you're just not allowed to be in the group chat
- the reliability. i've yet a data loss issue
- the design and feel. it just feels premium
- if i could afford it, ios seems like a lot of fun to develop for (running a hackintosh vm compiled a flutter app 2x as fast as it did on not-a-vm windows)
so that's why i like iphones
google sucks55 -
I am tired of people shi**ng all over Windows and Microsoft. Microsoft runs probably the biggest website and cloud environment in the world. And guess what? On Windows servers. The company I work for has 200,000 employees and many massive data centers with trillions of client records. And we run a 100% Microsoft environment.
I would imagine that any sys admin or developer can appreciate such scale and reliability.17 -
Biggest mistake I've made in my life is assuming other people knew more than me and asking for advice and integrating their advice. I suffered many years being tortured by terrible advice that had no actual relation or usefulness in reality but caused me stress to have to follow, and I was too inexperienced to know any of this.
The other problem with bad advice is; how do you know it's bad advice? If you got the advice when you were naive, and you followed it, never strayed from it, you will still be naive in that area, because of the dutifulness by which you stuck to that advice. You literally imprison yourself, forever, especially if you are very good at putting effort in and have high conscientiousness, reliability. You will never know you were wrong.8 -
After this weekend's work with React and Material UI, I started thinking about the downsides to going that route (particularly social media sharing & SEO). The obvious solution is to render server-side, but then you have to ask yourself...is there really a benefit to all of this, or are we just coming full-circle and pretending this is better? I'm all for something that improves maintainability, performance, and reliability, but I feel the more I try to keep up with the latest fads, the slower I work, the more compiling and caching b.s. I have to deal with, and the less I trust the final product to "just work". Anyone else feel this way?4
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A big, fat FUCK YOU to everyone who pushes out app-updates with generic "Improvements for speed and reliability" changelogs. I hope you and all your descendants, relatives, friends and pets get huge, hairy, painful warts between your buttcheeks that grow larger every day and return after every attempt to have them removed. Fuck you, and fuck your bullshit updates.
And if there are any devs on devRant guilty of this behaviour, fuck you too. I hope your sexual organs rot and fall off, and that you lose all your upvotes.7 -
A Rant that took my attention on MacRhumors forum.
.
I pre-calculated projected actual overall cost of owning my i5/5/256 Haswell Air, which I got for $1500.
After calculations, this machine would cost me about $3000 for 3 years of use.
(Apple Care, MS Office Business, Parallels, Thunderbolt adapter to HDMI, Case... and so on).
Yea... A lot of people think it's all about the laptop with Apple. nah... not at all. There's a reason Apple is gradually dropping the price of their laptops.
They are slowly moving to a razor and blade business model... which basically is exactly what it sounds like - you buy the razor which isn't too expensive, but you've got no choice but to buy expensive additional blades.
I doubt Apple is making much money from laptop sales alone... well definitely not as much as they were making 5 years or so ago (remember the original air was about $1800 for base model, and if i remember correctly - $1000 additional dollars to upgrade to 64GB SSD from the base HDD.
Yes, ONE THOUSAND DOLLARS FOR 64GB SSD!
Well, anyways, the point is that Apple no longer makes them BIG bucks from the laptop alone, but they still make good profits from upgrades. $300 to go to 512GB SSD from 256, $100 for 4GB extra ram, and $150 for a small bump in processor. They make good profits from these as well.
But that's not where they make mo money. It's once you buy the Macbook, they've got you trapped in their walled garden for life. Every single apple accessory is ridiculously overpriced (compared to market standards of similar-same products).
And Apple makes their own cables and ports. So you have to buy exclusively for Apple products. Every now and then they will change even their own ports and cables, so you have to buy more.
Software is exclusive. You have no choice but to buy what apple offers... or run windows/linux on your Mac.
This is a douche level move comparable to say Mircrosoft kept changing the usb port every 2-3 years, and have exclusive rights to sell the devices that plug in.
No, instead, Intel-Microsoft and them guys make ports and cables as universal as possible.
Can you imagine if USB3.0 was thinner and not backwards compatible with usb2.0 devices?
Well, if it belonged to Apple that's how it would be.
This is why I held out so long before buying an apple laptop. Sure, I had the ipod classic, ipod touch, and more recently iPad Retina... but never a laptop.
I was always against apple.
But I factored in the pros and cons, and I realized I needed to go OS X. I've been fudged by one virus or another during my years of Windows usage. Trojans, spywares. meh.
I needed a top-notch device that I can carry with me around the world and use for any task which is work related. I figured $3000 was a fair price to pay for it.
No, not $1500... but $3000. Also I 'm dead happy I don't have to worry about heat issues anymore. This is a masterpiece. $3000 for 3 years equals $1000 a year, fair price to pay for security, comfort, and most importantly - reliability. (of course awesome battery is superawesome).
Okay I'm going to stop ranting. I just wish people factored in additional costs from owning an a mac. Expenses don't end when you bring the machine home.
I'm not even going to mention how they utilize technology-push to get you to buy a Thunderbolt display, or now with the new Air - to get a time capsule (AC compatible).
It's all about the blades, with Apple. And once you go Mac, you likely won't go back... hence all the student discounts and benefits. They're baiting you to be a Mac user for life!
Apple Marketing is the ultimate.
source: https://forums.macrumors.com/thread...3 -
"Creativity isn’t worth a thing if it isn’t served with an equal amount of reliability. " - Anton Peck
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A quote I came up with, during some beers when complaining about how we've required our Devs to be always available on-call because we've shied away from investing in the reliability of our systems.1
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How many of you fellas have thinkpads? Bought this refurbished unit about a month ago and the machine is great, really. Very happy with its performance, sturdiness & reliability.
Only thing I'm not too psyched about is the battery life. Probably need a new one as I'm hitting about 4 hours max on a 6cell.
Running Xubuntu 16.04, might switch distros as quite there are a few bugs in the new release but at the same time I don't wanna downgrade to 14.04.13 -
I'm extremely sick of Windows PCs and their reliability, if it's not some stupid bug it's some idiotic overheat issue or driver issue or compatibility issue, I never hear Mac or Linux people complain about their PCs but I could write a book of complaints for Windows11
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“Everyone is busy building stuff for right now, today, rarely for tomorrow. But it would be nice to also have stuff that lasts a little longer than that.... You don’t have to be a genius to write fast programs. There’s no magic trick. The only thing required is not building on top of a huge pile of crap that modern toolchain is.”
—Nikita Prokopov, “Software disenchantment”, retrieved from http://tonsky.me/blog/...5 -
Long time stalker, but I finally signed up! Maybe I have dragged it out to not get too addicted, but it seems like that plan has failed.. ;)
Now for the question:
Can anyone recommend a VPN provider (well, functionally proxy) that works in (South) China these days? Because of the holidays the CCP is blocking everything they can to ensure that.. well let's not get political.
Priorities: Reliability > Privacy > Cost (trial or guarantee would be great though)
Thanks :)7 -
I prefer it doing 2 tasks parallely during the initial phase of requirement gathering and design phase.(makes more sense if you are working extremely new system and framework)
1. Keep collecting requirements from clients and understand them.
2. Collect different designing aspects for the project and parallely, build a POC for 2 purpose: to get hands into the new Framework and also as a demo to clients. Working on POC helps in 3 ways: Improving understanding of requirement, improving framework knowledge, and playing around with code whenever bored of designing and reading tons of existing designs..
3. Once primary requirements are clear and fixed, analyse all different designs, if possible I setup meetings with senior devs, principal engineers (they help a lot when it comes to reviews on scalability and reliability of a design)
4. The above design is mostly architectural level. Once design is fixed, then I start taking each component and prepare a detailed implementation design. (Notice that whenever I am bored of designing, I spend sometime in building POC)
5. In detail design, I focus on modularity and flexibility. Anything defined should have getters and setters for example. This will help you reuse your code. Keep the interface between components in your design as generic as possible, so that in case your MySQL is change to Postgre or NoSQL, your design should be able to adapt new features..
6. Instead of building entire project, define feature targets and deliver small features.. this will help you to be in line with the requirements with minimum deviation. -
Software RAID 1 is better than hardware RAID 1! Here's why:
1. Hardware RAID controllers do fail, and when they do, they kill all hard drives connected to them.
2. If your controller didn't fry your hard drives when it failed, you'll have to find the exact replacement, or you can kiss your data goodbye. You installed a hardware RAID array using second hand Broadcom controller three years ago, and now it failed? You better get on looking for the same controller of same revision running the same firmware version (of course you can't update firmware yourself) if you want your data back. Oh, Broadcom discontinued this model? Tough cookies. With software RAID, everything is easily recoverable.
3. You save a lot of money you can invest in other parts of your system. Good hardware controllers, even second hand ones, don't cost less than $200.
Performance loss is negligible.
RAID built into your motherboard is the worst of both worlds: it's just the software RAID you can't reallly control. Don't do that.
Hardware RAID is only worth it if you have a contract with your hardware supplier that says they're responsible for managing your RAID array. They have the resources to replace failed controllers properly. You know how IBM installs full rack worth of servers just to disable 70% of them because of your plan limitations? It's easier for them to do that than to physically go there and take servers away, just to reinstall them when you grow. Yeah, that kind of contract at that kind of level. If you're there, you don't need me telling you all that.
TL;DR: if you want to buy a two 8TB hard drives for $150 each on newegg and a used RAID controller to make RAID 1 array, you can make both 16TB _and_ make your system more reliable. Reliability is what you're after if you want RAID 1, isn't it?
What are you do... wha... no! stop! are you gonna buy a raid box from Aliexpress? are you fucking crazy?!8 -
Acer vs MSI Laptops.
Five years ago I bought an acer aspire vn7-591 laptop in Redcoon. It was the expensive laptop I bought ever in those days. My experience at the beginning was really bad because the battery laptop crashed after few months and the screen had some vague/dead pixels, but the worst was the imminent bankruptcy of Redcoon. So I couldn't use the warranty. Anyway, It didn't bother so much I have been enjoying this laptop and still doing it. However, last year the screen put me on alert since it started to fail with vertical bars and color changes.
It was time to buy a new computer and due to the problems with some of the components, I've decided to buy a laptop from a company with a better reputation than Acer in aspects as the reliability of the components.
My choice was a Msi Prestige 15 because of the thunderbolts, since the rest of specs are 'more or less similar', although it has more updated hardware, it is lighter, battery holds up to 4-5 hours etc... But... It is really noisy compared to my Acer computer. 2 CPU fans are around 3000 rpm in idle state... Acer seems to be working without using the fans if you are doing intensive work. I google it as I thought it was a factory problem, but it seems to be not a malfunctioning... In fact I found other users complaining about the same and the community proposed to reduce the fan speed through software.
Right now I have both laptops working and since the new boy is in house, Acer is working flawlessly. I am preparing the Acer for my girlfriend as a gift, otherwise it is a pitty to shut it down and store it in a wardrobe.
So, this is my impression about ACER and MSI. I m still experiencing with the new laptop, but I find weird things like the fan speed or how hot it gets in idle despite it uses a new generation of intel i7 cpu with lower consumption... I should monitor the power consumption...8 -
SRE as Site Reliability Engineering was invited by Google in US.
SRE was also Sex and Relationships Education in UK.Until around 2017 when it was changed to RSE
Watching Sex Education on Netflix could be great source of funny memes for my workplace. Especially that my company is UK based :D1 -
TL;DR Does MacBooks degrade faster for developers due to poor thermals?
I’m developing on a 15” MacBook Pro for work. I got it new last year. Now I’m experiencing that it crashes when punishing my CPU with my hardly CPU optimized scripts.
My thought that the poor thermals MacBooks has could be the reason. I mean, Macs are sort of known for their reliability, however I punish my CPU a lot more for many more hours, every single day than the average MacBook user.
Could the instability really be due to a fact that last gen 15” MacBook Pros have poor thermals, thus bad design for programmers, making the CPU unstable due to degradation?9 -
Being a developer for nearly 5 years now (that's gone too fast!!) has made me suspicious of the reliability of third-party technologies and how often "sods law" likes to creep up on people at the worst times it can.
So much so I found that I caught myself earlier putting this in an email to my solicitors fearing the pending wire transfer I'll have to do soon (goodbye savings!): -
I got an offer to be part of an asset management team in a position of "maintenance and reliability engineer" although I would be the IT/Infra/Network responsible. Basically chasing the integrator, and checking if they do their job according to expectations that the company currently doesn't have (🫣). I decided to let you guys decide.7
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Half of the courses we had in our college were about electronics. Except Microprocessors and Transistors, it's not relevant.
We even had chemistry and engineering drawing. So we essentially wasted more than half of our time.
Besides languages, weren't taught anything about real world software development.
Nothing about how to work with an existing code base, version control, design patterns, system design, creating a website, debugging, functional programming, scalability, reliability.
The industry should be involved in setting the syllabus and also contributing part time teachers.3 -
Mark Russinovich, the chief technology officer of Microsoft Azure, says developers should avoid using C or C++ programming languages in new projects and instead use Rust because of security and reliability concerns.20
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Deploying a full test strategy across the company's range of php products because you haven't been scheduled to do anything else and the company has no automated testing after 10 years of functioning.
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Hooray! voice is now working on localhost! Now to find a high latency, low reliability connection to stress-test the thing. Do you reckon sending the packets 3 times to echo.websocket.org is unreliable enough?
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So this is kinda shocking but expected and deep and with layers:
layer 1 :
I just realised that : AI +Junior dev + 10% senior dev = 1 Senior Dev. This doesn't quite sit well technically, but for certain managers, this logic works and I got to see it working.
So I got cancer and took a sabbatical of 2 months. I am a dev with 6+ yrs of experience, and before I had gone , I was making PRs that consisted of adding features which required 3-4 screens , numerous logics, multiple APIs and which sould add significant impact. Basically a 3-4 days worth of task, all done solely by me to perfection, which comes with years of experience with nitty gritties of android.
And just a month ago, our team was joined by a fresh college passout, who did basic course of flutter, had 0 knowledge of Native Android and was making terrible screens using xml and viewbinding as a part of his initial training.
Now when I come back, I see a weird dynamics in group: he is always sitting around another SE1 , and is working on a task of similar intensity as I would do. He asked for an estimate of 5 days(!) and was able to create all the screens apis logics etc in those days.
1. during this time, he was near our seats every 10 mins, showing what he has made, asking next steps, and then going back to his seat.
2 on his seat, he would open chat gpt, put all his code there, get some response, put it back in AS gemini, then put it in AS, fix red lines again using gemini, run and come back to us to show if its correct.
3. and somehow his code did ended up working.
4. I reviewed his pr and apart from some basic fixes, all seemed fine. His code didn't considered various edge cases but I said fuck it, its responsibility of dev and qa to identify those cases (my PRs are essentially reviewed like this only, that's how i learnt to write quality code which won't burst on input of "abc" instead of "123")
5. but then his code got merged in temp branch from where we were to give the qa build and it crashed 3 seperate screens unrelated to his feature but related to the shitshow he had done on the data layer.
6. he and his SE1 senior then again fixed that shit and the that feature got merged, reviewed by QAs , got fixed for more bugs and finally got merged in our code.
7. however all this (stuff before qa review) happened in those 5 days and thus the managers thought that the task was done by this junior trainee in 5 days only .
thus trainee + AI + 10-30 mind per hour per day of SE1 (~3hrs) = 1 feature.
now my salary = 2x of trainee..
if i am layed off and 10% increment is given to that SE1, the total cost saved by company is around 40% of my salary.
And this blows my mind coz ever since I came, I am getting menial tasks while freshers are being given large scale tasks.
layer 2 : is it good for company?
I might sound biased but company would soon need to realise if they could afford cutting on reliability of experienced devs with this weird "hack the system with AI" style of development.
Even we seasoned devs use AI but review it on our own and think of cases before putting it in front of stakeholders as "yes sir, done!"
Additionally I don't think putting confidential code from codebase onto grmini and chat gpt would always be considered okay. Its like no one is caring for data now, but if those companies tried to come up with competition or something , we are digging our own grave.
layer 3 : is it impacting users(i e the devs?)
Well, I am scared that they might think of me as a burden and fire me for a junior trainee, so yeah its highly impacting me.
But that SE1 that is helping this trainee guy, is this part of his job role now?is it part of every Senior dev's role to train trainees via AI bots?
And what about that trainee himself? Is this really beneficial for him to learn Android Development like that?
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I personally have always valued folks who could write efficient code . I don't care about their ds algo knowledge, or if they deeply understand the working of apis and core code underneath. Just writing efficient, easy to understand and reliable quality code was enough for me to hire u and vice versa.
But AI is changing things for the bad and I think we will be seeing an even more increase in ds algo questions and other shitty ways by which faang like companies seperate cream devs from the rest. And this would be coming from every startup/mnc/small scale company , not just the FAANG5 -
My planning says i’m working on project A and B this week. Scrummaster (who also makes the planning) says i’m working on project C and D.
So much for the reliability of planning here. -
Recently i switched from using git with gui tools to just console, and love the speed and reliability increase, but guys do you really resolve merge conflicts in console? Is it effective/worth getting used to?4
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Have any of you fin devs out there on the interwebs had any experience with building social networks using `Stream`??
I am looking into their API for use in a golang project of mine but I am unsure about a few things...
1. Reliability
2. Scalability and the cost of it
3. General API quality, in Golang specifically but any comments are great.
It's a stretch I'm sure but if there was a place that folks would know it would be here @ devRant1 -
{
-i won't follow logging practices
-i won't follow secure coding
-i won't leverage profiling n monitoring tools
-i won't reuse best practices
-i won't listen to thought leaders
-i will outsource writing UT
-i will outsource code quality checks
-i will outsource all testing
-i will ignore n overide CTO team
But I still want high stability, security n 4 9s availability. Just want it done. My team is best. Am a fast-track leadership program leader who never has or ever needs to cod. I just know ...
}
People I have to deal with every sprint. Site reliability is not easy ...
Teaching good code makes great products to morons, toughest ...
"Beginners mind needed"2 -
site reliability engineering: the haiku
once called the “noc” team.
we were left alone, mostly.
then the “cloud” happened 😦 -
Been using a MBP the last 5 years. I would like to move to pure Linux laptop. Any recommendations on laptop brand?
Back in the day it was always such a PITA getting Linux to run on a laptop due to non existent drivers for sound and wifi. Has any laptop manufacturer filled this gap yet?
I don't want to spend all my time getting the laptop to work, which is why I went with MBP. Reliability is my first requirement, followed closely by performance.5 -
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However, they can find more tips to check the quality of an application essay sample from custom essays.17 -
In Postgres, parallel query works by having multiple workers....
As such, depending on workers available, queries can run theoretically fast (workers available) or slow (workers not available) - right?
Question is: are there more optimizations like this... And is my assumption correct?
It seems like a major pain in the ass... Scalability and reliability wise. (?!)8 -
Working on a feature which heavies relies on a data pipeline. I noticed it is a couple of lambda functions calling each other ( Fuck you to the guy who made it). The best way to get sanity back is build a proper etl pipeline. Any suggestions for building a etl in python with reliability.
Options already considered
1. Celery tasks - Worked well but no overview of the single task progress across celery tasks
2. Airflow - Gives good overview but the docs make less sense than a 10 yr talking. Mostly because they introduced a new syntax and not everything has migrated fully yet. Also no support for reusing dags2 -
External hard drive reliability question.
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I found a Seagate Backup Plus Portable, 4TB. It seemed reasonable, until i googled failure rates of seagate drives.
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It's disheartening to witness the unfortunate experiences many people face due to online fraudulent activities, leading to substantial losses and sometimes life-altering consequences. I found myself caught in the web of deceit when I fell victim to a fraudulent binary platform, IngoInvest Binary Options, resulting in a staggering loss of approximately $170,000. The devastation and confusion that followed were indescribable. In my despair, a ray of hope emerged through a colleague who had faced a similar predicament. They introduced me to a legitimate, certified, and verified funds and digital assets recovery firm. This introduction marked a turning point in my ordeal, offering a glimmer of hope that I could recover what I had lost. The recovery firm's swift and truthful services became the beacon guiding me out of the darkness of financial loss. Wizard Web Recovery played a pivotal role in restoring my lost funds. The saga began with my engagement in binary options on the IngoInvest platform. Initially, everything seemed promising, but soon the reality of fraudulent activities unfolded. I found myself in a situation where the platform, supposedly designed for investment, turned out to be a trap. The scammers behind IngoInvest Binary Options exploited the trust I placed in the system, leading to a substantial loss of $170,000. The aftermath left me not only financially drained but also emotionally shattered. It was in this vulnerable state that my colleague extended a helping hand, introducing me to the recovery firm that had assisted them in a similar situation. The recommendation was grounded in the firsthand experience of successful recovery, instilling a sense of trust and reliability in the services provided by this certified firm, coupled with the efficacy of the Wizard Web Recovery. Upon contacting the recovery firm, their approach was both swift and truthful. They navigated the complexities of digital fraud with diligence and efficiency. The recovery process unfolded seamlessly, and, to my immense relief, I witnessed the restoration of the funds that I had thought were lost forever. For anyone finding themselves in the throes of online losses involving funds, crypto, or other digital assets, I wholeheartedly endorse reaching out to a reputable recovery firm and considering Wizard Web Recovery. The key is to seek assistance from certified professionals who can guide you through the recovery process, leveraging advanced technologies to reclaim lost assets. My experience serves as a testament to the effectiveness of such recovery firms, offering a lifeline to those who have fallen victim to online scams.
Get in Touch with Wizard Web Recovery through below;
Email ; wizardwebrecovery(@)programmer. net.
Telegram ; wizardwebrecoveryteam -
Finding a trustworthy partner in recovery becomes paramount. In the realm of digital deception, Cybertech Wizard emerges as a beacon of hope for those ensnared in the snares of cyber criminals. Having endured the anguish of falling victim to a binary operations scam, I found solace in the expert hands of Cybertech Wizard. After losing a substantial sum of $12,000 in cash and 6 BTC to counterfeit binary options and bitcoin investors, despair threatened to engulf me. However, a glimmer of redemption shone through when my in-law recommended Cybertech Wizard. True to its reputation, Cybertech Wizard swiftly sprang into action, orchestrating a remarkable turnaround in less than 72 hours. With precision and professionalism, they navigated the intricate labyrinth of digital deception, reclaiming what was rightfully mine – both my lost funds and bitcoins. Their dedication to restoring financial equilibrium amidst the chaos of online scams is nothing short of commendable. What sets Cybertech Wizard apart is not merely their ability to recover lost assets but their unwavering commitment to client satisfaction. From the moment of initial contact, their team exudes empathy, understanding, and a relentless drive to right the wrongs inflicted by cyber criminals. Their transparent communication and willingness to guide clients through every step of the recovery process instill confidence and peace of mind. Moreover, Cybertect Wizard's expertise transcends the confines of traditional recovery services. Whether grappling with wallet hackers, fake hackers, BTC wallet hacks, or counterfeit binary investors, they possess the acumen and resources to confront any challenge head-on. Their multidisciplinary approach, coupled with a deep understanding of evolving cyber threats, empowers clients to confront adversity with resilience and resolve. However, amidst the accolades, it's imperative to approach Cybertech Wizard with discernment and due diligence. While my personal experience attests to their efficacy and integrity, prospective clients should conduct thorough research and verification before engaging in their services. Independent reviews, testimonials, and a comprehensive assessment of Cybertech Wizard credentials can provide invaluable insights into their legitimacy and reliability. In a digital landscape fraught with peril, Cybertech Wizard stands as a bastion of trust and redemption. To those who have suffered the sting of online scams, I extend to reach out to Cybertech Wizard and embark on a journey towards restitution and renewal. In the face of adversity, remember, there's always a solution, and Cybertech Wizard embodies that unwavering truth.
contact via details below;
Email; cybertechwizard@ cyberservices. com
WhatsApp: +1 (859) 743-50222 -
The cryptocurrency investment landscape, full of potential, has become a magnet for fraudsters. These con artists are skilled at crafting convincing schemes that promise substantial profits but ultimately lead to significant financial losses. They often employ sophisticated tactics to lure investors, creating a false sense of security with elaborate agreements and persuasive communication. Victims are frequently introduced to groups of supposed investors who vouch for the legitimacy of the opportunity, further encouraging the investment of hard-earned money.My encounter with such a scam was both alarming and disheartening. Enticed by an apparently promising opportunity, I invested a substantial amount—6 BTC. Initially, everything seemed legitimate, but it wasn’t long before I realized I had been duped. Within a week, I discovered that my funds had disappeared. This revelation was not only frustrating but also devastating, as I faced the harsh reality of losing a significant portion of my assets.In my search for a solution, I reached out to various crypto recovery agents. Unfortunately, my efforts to reclaim my funds were met with disappointment. Many of these agents were unprofessional and lacked the necessary expertise to handle the complexities of my case. The inefficacy of these initial attempts left me feeling despondent and uncertain about how to proceed.Fortunately, a recommendation led me to Cyber Tech Wizard, a team renowned for its expertise in recovering stolen cryptocurrency. Their reputation and previous successes in dealing with such cases made them a compelling choice. Engaging with Cyber Tech Wizard marked a turning point in my situation.From the outset, Cyber Tech Wizard demonstrated a high level of professionalism and competence. They conducted a thorough investigation into my case, utilizing advanced methods to track and recover the stolen funds. Their approach was methodical and transparent, providing me with regular updates and clear communication throughout the process.What distinguished Cyber Tech Wizard from other agents was their speed and reliability. They handled my case with remarkable efficiency, demonstrating their expertise in navigating the complexities of crypto fraud. Their proven track record of successful recoveries gave me confidence in their ability to resolve my case.Thanks to their diligent efforts, I was able to recover the full amount of my 6 BTC investment. The successful recovery not only alleviated my financial distress but also reaffirmed the value of seeking professional help in such situations. Cyber Tech Wizard’s ability to recover my funds restored my trust and provided significant relief.The crypto investment arena is fraught with risks and the potential for fraud. My personal experience with a scam was a stark reminder of these dangers. However, the intervention of Cyber Tech Wizard was crucial in recovering my stolen assets. Their expertise, swift action, and reliability made all the difference. For anyone facing a similar challenge,Cyber Tech Wizard stands out as a top choice for recovering lost funds, given their proven success and professional approach. Reach Them with their contact Below,,,,Email cybertech wizard (@) cyber service DOT com
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I'm currently a fresher and just got an offer for support reliability engineer( tech support in simpler terms) and it pays 5 times the average in my country with lots of perks. Also it involves no programming. I'm interested in programming, should I settle for a developer profile which pays less or a tech support which pays almost the double?9
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