#AWS Global Infrastructure

[poojalate]

How Leading Companies Are Leveraging Infrastructure as a Service (IaaS)

As businesses increasingly turn to digital solutions, Infrastructure as a Service (IaaS) has emerged as a vital component for modern enterprises. By utilizing cloud platforms, companies can enhance their agility, scalability, and cost-efficiency. This article explores infrastructure as a service examples and how leading companies are leveraging IaaS providers to drive innovation and growth.

What is Infrastructure as a Service (IaaS)?

IaaS is a cloud computing service model that delivers virtualized computing resources over the internet. It enables businesses to rent infrastructure components like servers, storage, and networking, rather than investing in physical hardware. This flexibility allows companies to scale resources according to their needs and focus on core activities without the burden of managing IT infrastructure.

1. Netflix: Enhancing Scalability and Performance

Cloud Infrastructure Examples

Netflix, the global streaming giant, leverages IaaS to manage its vast content library and ensure seamless streaming experiences for millions of users worldwide. By using IaaS providers like Amazon Web Services (AWS), Netflix can quickly scale its infrastructure to handle peak loads, such as new releases or seasonal spikes in viewership. This scalability ensures high performance and availability, crucial for maintaining customer satisfaction.

2. Airbnb: Optimizing Resource Management

IaaS Use Cases

Airbnb, the popular online marketplace for lodging, utilizes IaaS to manage its global operations. The company employs cloud services examples like dynamic scaling to match infrastructure resources with fluctuating demand. During peak travel seasons or significant events, Airbnb can scale up its infrastructure to accommodate increased traffic, ensuring reliable service and user experience.

3. Slack: Ensuring Data Security and Compliance

Cloud Platforms

Slack, a leading collaboration platform, relies on IaaS for data security and regulatory compliance. By partnering with IaaS providers like Google Cloud Platform (GCP), Slack benefits from advanced security features, including encryption and compliance with industry standards such as GDPR and HIPAA. This ensures that sensitive business communications remain secure and compliant with regulations.

4. Pinterest: Enhancing Development and Innovation

IaaS Providers

Pinterest, a visual discovery and bookmarking platform, leverages IaaS to accelerate development cycles and foster innovation. Using cloud platforms like Microsoft Azure, Pinterest provides its developers with the tools and resources needed to build, test, and deploy new features rapidly. This agile development environment supports continuous improvement and innovation.

5. Spotify: Delivering Seamless Music Streaming

Cloud Infrastructure Examples

Spotify, the music streaming service, utilizes IaaS to manage its extensive music catalog and deliver high-quality streaming experiences. By using cloud platforms like Google Cloud, Spotify ensures that users can access their favorite music anytime, anywhere. The scalable infrastructure allows Spotify to handle millions of concurrent users without compromising performance.

6. Coca-Cola: Supporting Global Operations

IaaS Use Cases

Coca-Cola, a global beverage leader, uses IaaS to support its worldwide operations. By partnering with IaaS providers like IBM Cloud, Coca-Cola manages its supply chain, customer data, and digital marketing initiatives across different regions. This integrated approach enables Coca-Cola to maintain consistency and efficiency in its global operations.

7. Twitter: Managing Real-Time Data

Cloud Services Examples

Twitter, the social media platform, leverages IaaS to manage and process vast amounts of real-time data. Using cloud platforms like AWS, Twitter can handle high volumes of tweets, mentions, and user interactions with minimal latency. This capability is crucial for delivering real-time updates and maintaining user engagement.

8. General Electric: Facilitating Industrial IoT

IaaS Providers

General Electric (GE) uses IaaS to power its Industrial Internet of Things (IIoT) initiatives. By utilizing cloud platforms like Microsoft Azure, GE connects industrial equipment and collects data to optimize performance and predict maintenance needs. This data-driven approach enhances operational efficiency and reduces downtime.

9. eBay: Ensuring High Availability

Cloud Infrastructure Examples

eBay, the e-commerce giant, employs IaaS to ensure high availability and reliability for its global marketplace. By using IaaS providers like AWS, eBay can quickly scale its infrastructure to handle large volumes of transactions and user interactions. This reliability is essential for maintaining trust and satisfaction among buyers and sellers.

10. Zoom: Supporting Remote Communication

IaaS Use Cases

Zoom, the video conferencing service, relies on IaaS to support its global user base. By leveraging cloud platforms like Oracle Cloud, Zoom ensures high-quality video and audio communication, even during peak usage times. This scalability and reliability are critical for supporting remote work and virtual events.

Conclusion

Leading companies across various industries are leveraging Infrastructure as a Service (IaaS) to enhance scalability, performance, security, and innovation. By partnering with top IaaS providers and utilizing cloud infrastructure services, these businesses can stay agile, competitive, and responsive to market demands. Whether it's optimizing resource management, ensuring data security, or supporting global operations, IaaS provides the flexibility and power needed to drive business success in the digital age.

[tsukihigui]

deleted my twitter app (not account) bc i really can’t handle the intense no-nuance high-stakes takes right now. not that here is all that much better but it’s definitely less of a time sink

[jcmarchi]

NDI Showcases HDCP over NDI, NDI 6.2 and Launches AVIXA-Certified “NDI Basics” Classroom Session at InfoComm 2025

New Post has been published on https://thedigitalinsider.com/ndi-showcases-hdcp-over-ndi-ndi-6-2-and-launches-avixa-certified-ndi-basics-classroom-session-at-infocomm-2025/

NDI Showcases HDCP over NDI, NDI 6.2 and Launches AVIXA-Certified “NDI Basics” Classroom Session at InfoComm 2025

AV professionals can demo HDCP over NDI courtesy of ProITAV, explore products updated with NDI 6.2, and earn RU credits in the in-person classroom.

LISBON, Portugal (May 29, 2025) – NDI, the global standard for plug-and-play IP video connectivity, today announced a technology-driven lineup for InfoComm 2025, including live showcases of NDI 6.2, the industry’s first-ever HDCP over NDI demonstration, and the launch of its AVIXA-certified NDI Basics Classroom Session. These developments mark a major step forward in simplifying and securing IP video for corporate, education, and live production workflows. 

In collaboration with ProITAV, NDI will present the first-ever demonstration of HDCP-compliant content transmission over NDI at the NDI booth – 3780 on level 2 of the Exhibit Hall. Using a new metadata setting, this innovation enables the secure transport of HDCP-protected content, addressing a longstanding challenge in enterprise and education AV environments. 

Attendees will also get an exclusive look at NDI 6.2, a new update set to be released in June 2025 and publicly demonstrated for the first time at InfoComm 2025. The technology update introduces enhanced device discoverability, new monitoring tools and a fully redesigned NDI Discovery Tool, enabling more scalable, efficient deployment across diverse AV-over-IP systems.  

NDI will also debut it’s AVIXA-certified “NDI Basics” Classroom Session on Wednesday, June 11 at 11 a.m. in Room W307CD. Led by Technical Director Roberto Musso, the 60-minute training is designed for AV engineers, IT professionals and system integrators transitioning to IP-based video, offering RU credits and practical, real-world insights. The session is included in AVIXA’s Manufacturers’ Training Pass and costs $99 for members, $149 for non-members.     “As the AV industry rapidly shifts toward IP-based solutions, mastering NDI is no longer optional. It’s essential,” said Roberto Musso, Technical Director at NDI. “This session goes beyond theory. It gives professionals the tools, context, and confidence to simplify their workflows, make smarter infrastructure decisions, and lead successful IP deployments in live production, corporate AV, or education.” 

On the show floor, NDI will demonstrate the full power of its ecosystem at its booth through live demos and partner pods featuring BirdDog, Bolin, NZBGear, NETGEAR, Ross, Vizrt, and Yamaha. Several partners, including audio manufacturer K-array, will unveil and demo brand-new NDI-enabled products at InfoComm. Two feature walls will also highlight products from BirdDog, Bolin, Canon, CND Live, Lumens, Magewell, Mevo, and Obsbot. 

NDI will also showcase its growing collaboration with AWS. At the booth, attendees can explore how AWS MediaConnect now natively outputs NDI High Bandwidth streams directly to a VPC, or the new cloud-native version of Discovery Server available in the AWS marketplace. 

For more information, visit https://ndi.video/events/infocomm-2025/. To register for NDI’s in-person course, visit https://www.infocommshow.org/infocomm-2025/ndi-basics-classroom-session. 

# # #

ABOUT NDI   

NDI, a fast-growing tech company, is removing the limits to video and audio connectivity. NDI – Network Device Interface – is used by millions of customers worldwide and has been adopted by more media organizations than any other IP standard, creating the industry’s largest IP ecosystem of products.    

NDI allows multiple video systems to identify and communicate with one another over IP; it can encode, transmit and receive many streams of high-quality, low-latency, frame-accurate video and audio in real-time. The growth of NDI is backed by a growing community of installers, developers, AV professionals, and users who are deeply engaged with the company through community events and initiatives. NDI is a part of Vizrt. For more information: https://ndi.video/   

[rainbowsky]

Anonymous asked: Hello Rainbowsky, Did you see what happened on [Twitter BS redacted] What do you have to say about the whole situation? Could I stay anonymous please I’m new here 💛

Hi Anon,

Be forewarned, rant incoming.

As a new person I'll forgive you for not already knowing that I hate it when people bring Twitter drama over here. There is a reason I am here and not over there. What's the point of having come here, when people keep trying to bring garbage from over there to here? I feel chased by this BS.

This is exactly the kind of thing that made me close my anonymous inbox a while back.

All that aside, people should not be bragging that they're on Twitter. Anyone still on Twitter loses my respect, sorry - and that's the politest way I can stomach saying it.

I just can't understand how anyone could remain on a platform run by a neo-nazi scumbag whose entire personality and value system revolves around getting richer (despite being the richest man in the world) by exploiting everyone 'beneath' him and destroying everything that any decent person holds dear.

He's racist, xenophobic, misogynistic (and notoriously predatory/abusive toward women), he's deeply homophobic, anti-trans to a... nazi degree... let's just put it that way, anti worker rights, anti science unless it furthers corporate exploitation, anti-environment, and his primary goal is to destroy all the institutions, regulations and infrastructure that were built to protect human rights, human health and equity in society. He has voiced that he'd like to destroy the people who believe in those values, too.

He says that EMPATHY is the biggest human weakness/problem. Yes, this asshole genuinely believes that empathy is a negative trait in human beings. WTAF.

He supports everything Trump is doing - including handing Ukraine to Russia (after exploiting them for every resource they have), handing Palestine to Israel (after ensuring all the inhabitants have been obliterated), destroying global alliances that are the only thing maintaining world peace, and invading other countries - including my own!

He has the money and power to do this, and he is working on it all as we speak! Pull your head out of your goddamn asses, people - he's an imminent existential threat to this planet and everyone on it!

If you're on Twitter right now, you might as well be on Truth Social AFAIAC.

I have never liked Twitter - it's a cesspool of hate (as is evidenced by your ask, Anon), and always has been. Yeah, of course good things have been done on Twitter, and good people have been on there over the years, but those days are long past. The few stragglers still on there are constantly embroiled in drama and feuds, and the only reason they cling on is because they can't let go of the vanity of seeing the big follower numbers on their profiles.

There's absolutely no excuse for people to remain on Twitter. None. There's no rationale for remaining on a neonazi platform, propping up and validating this awful man. It's disgusting.

That there are still turtles on Twitter is a constant source of shame and grief for me, frankly. Those who are still on there show their lack of commitment to queer rights, human rights and equality, world peace, the environment and everything that is good and right in the world. They either lack the values or the moral courage to make a change.

And there's no excuse for it. There is a solid, fully featured (in fact, with all the features Twitter once had, but which that dirtbag removed or destroyed) alternative that is easy to migrate to. The community there is infinitely better, and most people already have an account, they just aren't using it.

I don't know what it will take, or how many more horrors we'll need to witness and experience before people wake the fuck up.

As for the petty arguments with XFX, block and ignore, and get off of Twitter. As fans we should be focused on GG and DD, not on the behavior of other fans. Block and ignore.

Or of course you can do whatever you want, but you asked my opinion, and here it is.

Related posts:

Why I closed my anonymous inbox

Feminization of GG in the Fandom

Oversexualization and homophobia among turtles

Fandom Survival Guide

If you're new here, you might also find my masterlist post helpful.

[theaguanzon]

I’ve been writing for as long as I can remember. Novellas, poetry, fanfiction—you name it. There was always a burning desire to express what was in my heart, to tell the stories that lived in my head. However, because I’m located in the Global South, because I’m the product of several generations of law and medicine, l never let myself think that it could be anything more than a hobby only for my spare time. It wasn’t until 2020 that I took a leap of faith, quitting my office job and deferring my master’s program abroad in order to write a fantasy romance epic rooted in Southeast Asian culture, tradition, and mythology.

And now, flash forward three years, my debut novel THE HURRICANE WARS is a USA Today, Indie, and New York Times bestseller in its first week of release! This would never have been possible without: my communities, fandom and Filipino, and all the book bloggers who really showed up for this novel, who tirelessly spread the word; my brilliant agent Thao Le who’s had my back since day one; my Harper Voyager US team, who poured so much time and creative energy into THW’s publishing and campaign; and the booksellers and librarians throughout the US who advocated for an unknown brown author’s debut to have a place on their shelves. I owe it all to you!

I kind of want to cry for the girl I used to be, battling mental health issues and flitting from one degree program to the next, hoping to find the one that was fulfilling and “acceptable” at the same time, even though deep down writing was all there ever was or could be. I kind of want that girl to see into her future and say “Kaya naman pala” and wallow a bit. But I prefer to embrace this moment, in awe at the knowledge that my past has informed the voice that I now share with the world, and it is this same past that has gotten me here.

I’m proud to represent my motherland the Philippines in this achievement. I hope that in some small way this can be a step toward encouraging Southeast Asian policymakers to address the gaps in support and infrastructure for our talented local writing scenes, as well as motivating the global publishing industry to seek out more Southeast Asian writers and give our stories a platform. Onward! 💖🌩️

[thatgirlwhokeepsreading]

As a person in Dickson I want to make a joking "you're welcome" post about us voting the Feral Dick out, but in some ways I can't take the credit bc I have not once preferenced Dutton above France, like I personally didn't do anything particularly different this election. So I guess this is a lowkey shout out to swing/former LNP voters who finally got it together so no more kids have to see this man's stupid fucking face at their school events and I no longer have to see his stupid fucking face on his office when I drive to the train station or go to the shops.

I cannot emphasise enough that he was both a fucking monster in the policies he supported, but also awful to have as an elected rep on a fundamental level and I simply wouldn't have been able to vote for him even if he wasn't collecting human rights violations like Pokemon cards. One time when I was 15 I went to a town hall thing between him and France about why Australia wasn't meeting its G20 commitments to global aid (we had committed to 0.6% of GDP and at the time only gave 0.34% iirc) and he refused to talk about anything except highways. Not even deflecting to "issues at home", or arguing for spending that money on infrastructure, but non-stop talk about spending money on the highway specifically. Like that was supposed to appease us. I know I have off-topic disorder and can't-read-the-room disorder but even I know there's a time and place buddy. And it's not at the event specifically about solutions to global poverty.

Anyway, goodbye and good riddance to the number one most unpleasant politician I've shared air with, I hope one day you grow an ounce of compassion but in the meantime I'm glad that your lack of decency is no longer my or the Australian people's immediate problem

[albertserra]

I really think Americans need to learn more about other countries in the global south. Rather than replying with things like well our (us Americans’) government is awful and exploits the poor and persecutes racial and other minorities and we don’t have accessible healthcare and our infrastructure sucks and our militarized police kill and assault and harass people daily and on and on and on (all of which are of course true!)… instead take some time to understand where someone from the global south’s frustrations are coming from and look at the living standards, the government and police force, etc. Are for them.

Their governments can also treat them awfully *on top* of being colonized (in the traditional and neo- sense) and exploited and pillaged by america and other western countries. Thai student protestors being murdered by their right wing military government, indigenous Vietnamese peoples being persecuted by the Vietnamese government and military, Egyptians not being allowed to protest as just came up recently with brave people coming out to do so anyway in solidarity with Palestine. Read about what Bolsonaro did in Brazil while he was president. To name just a few examples. All while American/European hegemony and exploitation mean food is less accessible and what Americans consider “basic” technology costs multiple times as much relatively and their labor is constantly exploited etc.

Instead of countering with examples of life in America also sucking for a lot of us, learn about the conditions that people from the global south are living in that make them rightfully despise America

[mariacallous]

The global backlash against the second Donald Trump administration keeps on growing. Canadians have boycotted US-made products, anti–Elon Musk posters have appeared across London amid widespread Tesla protests, and European officials have drastically increased military spending as US support for Ukraine falters. Dominant US tech services may be the next focus.

There are early signs that some European companies and governments are souring on their use of American cloud services provided by the three so-called hyperscalers. Between them, Google Cloud, Microsoft Azure, and Amazon Web Services (AWS) host vast swathes of the internet and keep thousands of businesses running. However, some organizations appear to be reconsidering their use of these companies’ cloud services—including servers, storage, and databases—citing uncertainties around privacy and data access fears under the Trump administration.

“There’s a huge appetite in Europe to de-risk or decouple the over-dependence on US tech companies, because there is a concern that they could be weaponized against European interests,” says Marietje Schaake, a nonresident fellow at Stanford’s Cyber Policy Center and a former, decade-long member of the European Parliament.

The moves may already be underway. On March 18, politicians in the Netherlands House of Representatives passed eight motions asking the government to reduce reliance on US tech companies and move to European alternatives. Days before, more than 100 organizations signed an open letter to European officials calling for the continent to become “more technologically independent” and saying the status quo creates “security and reliability risks.”

Two European-based cloud service companies, Exoscale and Elastx, tell WIRED they have seen an uptick in potential customers looking to abandon US cloud providers over the last two weeks—with some already starting to make the jump. Multiple technology advisers say they are having widespread discussions about what it would take to uproot services, data, and systems.

“We have more demand from across Europe,” says Mathias Nöbauer, the CEO of Swiss-based hosting provider Exoscale, adding there has been an increase in new customers seeking to move away from cloud giants. “Some customers were very explicit,” Nöbauer says. “Especially customers from Denmark being very explicit that they want to move away from US hyperscalers because of the US administration and what they said about Greenland.”

“It's a big worry about the uncertainty around everything. And from the Europeans’ perspective—that the US is maybe not on the same team as us any longer,” says Joakim Öhman, the CEO of Swedish cloud provider Elastx. “Those are the drivers that bring people or organizations to look at alternatives.”

Concerns have been raised about the current data-sharing agreement between the EU and US, which is designed to allow information to move between the two continents while protecting people’s rights. Multiple previous versions of the agreement have been struck down by European courts. At the end of January, Trump fired three Democrats from the Privacy and Civil Liberties Oversight Board (PCLOB), which helps manage the current agreement. The move could undermine or increase uncertainty around the agreement. In addition, Öhman says, he has heard concerns from firms about the CLOUD Act, which can allow US law enforcement to subpoena user data from tech companies, potentially including data that is stored in systems outside of the US.

Dave Cottlehuber, the founder of SkunkWerks, a small tech infrastructure firm in Austria, says he has been moving the company’s few servers and databases away from US providers to European services since the start of the year. “First and foremost, it’s about values,” Cottlehuber says. “For me, privacy is a right not a privilege.” Cottlehuber says the decision to move is easier for a small business such as his, but he argues it removes some taxes that are paid to the Trump administration. “The best thing I can do is to remove that small contribution of mine, and also at the same time, make sure that my customers’ privacy is respected and preserved,” Cottlehuber says.

Steffen Schmidt, the CEO of Medicusdata, a company that provides text-to-speech services to doctors and hospitals in Europe, says that having data in Europe has always “been a must,” but his customers have been asking for more in recent weeks. “Since the beginning of 2025, in addition to data residency guarantees, customers have actively asked us to use cloud providers that are natively European companies,” Schmidt says, adding that some of his services have been moved to Nöbauer’s Exoscale.

Harry Staight, a spokesperson for AWS, says it is “not accurate” that customers are moving from AWS to EU alternatives. “Our customers have control over where they store their data and how it is encrypted, and we make the AWS Cloud sovereign-by-design,” Straight says. “AWS services support encryption with customer managed keys that are inaccessible to AWS, which means customers have complete control of who accesses their data.” Staight says the membership of the PCLOB “does not impact” the agreements around EU-US data sharing and that the CLOUD Act has “additional safeguards for cloud content.” Google and Microsoft declined to comment.

The potential shift away from US tech firms is not just linked to cloud providers. Since January 15, visitors to the European Alternatives website increased more than 1,200 percent. The site lists everything from music streaming services to DDoS protection tools, says Marko Saric, a cofounder of European cloud analytics service Plausible. “We can certainly feel that something is going on,” Saric says, claiming that during the first 18 days of March the company has “beaten” the net recurring revenue growth it saw in January and February. “This is organic growth which cannot be explained by any seasonality or our activities,” he says.

While there are signs of movement, the impact is likely to be small—at least for now. Around the world, governments and businesses use multiple cloud services—such as authentication measures, hosting, data storage, and increasingly data centers providing AI processing—from the big three cloud and tech service providers. Cottlehuber says that, for large businesses, it may take many months, if not longer, to consider what needs to be moved, the risks involved, plus actually changing systems. “What happens if you have a hundred petabytes of storage, it's going to take years to move over the internet,” he says.

For years, European companies have struggled to compete with the likes of Google, Microsoft, and Amazon’s cloud services and technical infrastructure, which make billions every year. It may also be difficult to find similar services on the scale of those provided by alternative European cloud firms.

“If you are deep into the hyperscaler cloud ecosystem, you’ll struggle to find equivalent services elsewhere,” says Bert Hubert, an entrepreneur and former government regulator, who says he has heard of multiple new cloud migrations to US firms being put on hold or reconsidered. Hubert has argued that it is no longer “safe” for European governments to be moved to US clouds and that European alternatives can’t properly compete. “We sell a lot of fine wood here in Europe. But not that much furniture,” he says. However, that too could change.

Schaake, the former member of the European Parliament, says a combination of new investments, a different approach to buying public services, and a Europe-first approach or investing in a European technology stack could help to stimulate any wider moves on the continent. “The dramatic shift of the Trump administration is very tangible,” Schaake says. “The idea that anything could happen and that Europe should fend for itself is clear. Now we need to see the same kind of pace and leadership that we see with defense to actually turn this into meaningful action.”

[electrificata]

here are my house observations, im in season 3

some of the shit house says to foreman is genuinely unforgivable

foreman as a character i generally like. omar epps is giving a good performance of an even-keeled-but-not-without-effort kind of guy, i do like the plotline of a guy who came to learn from an expert whos the worst guy in the world and trying to figure out how to do the same thing without being the worst guy in the world. i also think they way they keep him out of hospital love triangles is racist, foreman is not currently hot but could be with 15% more attention from the writers room.

really sexist as a general rule. i have not encountered the idea of "jailbait" this much in literal years.

hipster racism. its the 2000s. funny to talk abt this because "hipsters" were younger at this point and the character of house is, im assuming, in his mid 40s at the start of the show, but thats the general logic that seems to be on display. "well you know that he's a good guy so its ironic and funny that he's threatening to use the n word as a joke."

a) stupid logic to begin with, doing something ironically is also just doing it, b) doesnt even work on its own terms here because house is widely acknowledged to be an awful person in the context. the entire show is built around the question "how much deliberately annoying, dangerous bullshit will we endure from this dickhead to maintain access to his unique skillset"

i still dont "get" house/wilson. like i do see it, like i can see that theyre a little obsessed with each other and they have a fun mutually manipulative dynamic, and they make sense as foils (guy who's self-consciously awful and often ends up doing noble things accidentally/guy who's self-consciously noble and often deliberately does awful things). but i cannot feel myself going insane about it. if anything i like him better with cuddy

cuddy really really hot. really really really hot. cuddy.

so like yeah i see house/wilson im just not going insane about it the way i thought i might. altho tbh it took a global pandemic and a extended, byzantine renaissance of tumblrina supernatural scholarship to make me have a destiel spiral. i need infrastructure for these things.

cameron's character is such an old school token girl character. i hate how they treat her "niceness" almost as much as i hate how they treat her crush on house.

a better show (written by me) would have some more cuddy and foreman "managing" house plotlines (foreman being a protege allows focus on the legacy of house's medicine, how to replicate it, how to contain damage), probably give him some of the cuddy and wilson time. the three of them together would be good i could do that.

cuddy/foreman. hm. in the remake.

like, i do get how this happened. house is troubled in a durable, interesting way. the writing is good enough to support his layers, the way his snap-judgement psychoanalysis of everyone he meets curls back around to shine a light on his own issues. good balance of competence and patheticness. laurie is giving a masterclass in the niche field of "british comedian comes to us tv drama, grows some stubble, becomes a sex symbol." i read an old review that referred to his "sourpuss charisma" i really like that turn of phrase.

(i was also into josh on the west wing when i watched that last year, i have a type i love antagonism. no im not dating anyone right now, who wants to take me for a candlelit dinner and tell me i smell good and my voice is sexy) (you cant just compliment me, ill be bored or uncomfortable, you have to bury it in a disagreement and make it clear youre kind of mad that youre into me)

that said i think the show kind of misunderstands house's sex appeal. it feels very written-by-men. women characters throw themselves at house in a porny kind of take-me-now way. in my observations guys who are arent traditionally hot but attractive in this antagonistic, talky was dont really get that kind of treatment, but they do get the main cast wilson/cuddy/cameron "i hate this guy but im obsessed with him and i will never make a move or i will and itll go badly" kind of stuff. my phantom house reboot does have cameron and house hook up and its a really mean and destructive fwb thing with like 4 false endings. does this make sense.

right now im in the middle of the plotline where leighton meester plays a 17 yr old girl stalking house because shes so in love. like thats not the vibe. at least from what ive seen. im not omniscient.

lol it turns out she has a spore makign her hypersexual lolllll i literally have this on in the background rn ok i take some of this back.

whenever i mention to someone im watching house theyll recount to me the plot of the one episode they can remember and it always sounds insane and its never made up.

"the one with the intersex teen model who fucks her dad to manipulate him and has testicular cancer" like yeah. yeah thats real. if you talked to me 3 weeks ago thatd be the one i recounted to you.

yes house does leer at her in that episode and its treated as logical and normal for a 45 year old man.

i hate chase, he's awful but boring.

im curious how long im gonna keep watching this, i know the later seasons get kind of soapy plotwise and i dont know if thats what i want out of this

[refermegroup]

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By Sesona Mdlokovana

Understanding Data Colonialism

Data colonialism is the unregulated extraction, commodification and monopolisation of data from developing countries by multinational corporations that are primarily based in the West. Companies like Meta (outlawed in Russia - InfoBRICS), Google, Microsoft, Amazon and Apple dominate digital infrastructures across the globe, offering low-cost or free services in exchange for vast amounts of governmental, personal and commercial data. In countries across Latin America, Africa and South Asia, these tech conglomerates use their technological and financial dominance to enforce unequal digital dependencies. For example:

- The dominance of Google in cloud and search services means that millions of government institutions and businesses across the Global South store highly sensitive data on Western-owned servers, often located outside of their jurisdictions.

- Meta controlling social media platforms such as WhatsApp, Facebook and Instagram has led to content moderation policies that disproportionately have serious impacts on non-Western voices, while simultaneously profiting from local user-generated content.

- Amazon Web Services (AWS) hosts an immense amount of cloud storage and creates a scenario where governments and local startups in BRICS nations have to rely on foreign digital infrastructure.

- AI models and fintech systems rely on data from Global South users, yet these countries see little economic benefit from its monetisation.

The BRICS bloc response: Strengthening Digital Sovereignty In order to counter data colonialism, BRICS countries have to prioritise strategies and policies that assert digital sovereignty while facilitating indigenous technological growth. There are several approaches in which this could be achieved:

[chiragqlanceblogs]

How Python Powers Scalable and Cost-Effective Cloud Solutions

Explore the role of Python in developing scalable and cost-effective cloud solutions. This guide covers Python's advantages in cloud computing, addresses potential challenges, and highlights real-world applications, providing insights into leveraging Python for efficient cloud development.

Introduction

In today's rapidly evolving digital landscape, businesses are increasingly leveraging cloud computing to enhance scalability, optimize costs, and drive innovation. Among the myriad of programming languages available, Python has emerged as a preferred choice for developing robust cloud solutions. Its simplicity, versatility, and extensive library support make it an ideal candidate for cloud-based applications.

In this comprehensive guide, we will delve into how Python empowers scalable and cost-effective cloud solutions, explore its advantages, address potential challenges, and highlight real-world applications.

Why Python is the Preferred Choice for Cloud Computing?

Python's popularity in cloud computing is driven by several factors, making it the preferred language for developing and managing cloud solutions. Here are some key reasons why Python stands out:

Simplicity and Readability: Python's clean and straightforward syntax allows developers to write and maintain code efficiently, reducing development time and costs.

Extensive Library Support: Python offers a rich set of libraries and frameworks like Django, Flask, and FastAPI for building cloud applications.

Seamless Integration with Cloud Services: Python is well-supported across major cloud platforms like AWS, Azure, and Google Cloud.

Automation and DevOps Friendly: Python supports infrastructure automation with tools like Ansible, Terraform, and Boto3.

Strong Community and Enterprise Adoption: Python has a massive global community that continuously improves and innovates cloud-related solutions.

How Python Enables Scalable Cloud Solutions?

Scalability is a critical factor in cloud computing, and Python provides multiple ways to achieve it:

1. Automation of Cloud Infrastructure

Python's compatibility with cloud service provider SDKs, such as AWS Boto3, Azure SDK for Python, and Google Cloud Client Library, enables developers to automate the provisioning and management of cloud resources efficiently.

2. Containerization and Orchestration

Python integrates seamlessly with Docker and Kubernetes, enabling businesses to deploy scalable containerized applications efficiently.

3. Cloud-Native Development

Frameworks like Flask, Django, and FastAPI support microservices architecture, allowing businesses to develop lightweight, scalable cloud applications.

4. Serverless Computing

Python's support for serverless platforms, including AWS Lambda, Azure Functions, and Google Cloud Functions, allows developers to build applications that automatically scale in response to demand, optimizing resource utilization and cost.

5. AI and Big Data Scalability

Python’s dominance in AI and data science makes it an ideal choice for cloud-based AI/ML services like AWS SageMaker, Google AI, and Azure Machine Learning.

Looking for expert Python developers to build scalable cloud solutions? Hire Python Developers now!

Advantages of Using Python for Cloud Computing

Cost Efficiency: Python’s compatibility with serverless computing and auto-scaling strategies minimizes cloud costs.

Faster Development: Python’s simplicity accelerates cloud application development, reducing time-to-market.

Cross-Platform Compatibility: Python runs seamlessly across different cloud platforms.

Security and Reliability: Python-based security tools help in encryption, authentication, and cloud monitoring.

Strong Community Support: Python developers worldwide contribute to continuous improvements, making it future-proof.

Challenges and Considerations

While Python offers many benefits, there are some challenges to consider:

Performance Limitations: Python is an interpreted language, which may not be as fast as compiled languages like Java or C++.

Memory Consumption: Python applications might require optimization to handle large-scale cloud workloads efficiently.

Learning Curve for Beginners: Though Python is simple, mastering cloud-specific frameworks requires time and expertise.

Python Libraries and Tools for Cloud Computing

Python’s ecosystem includes powerful libraries and tools tailored for cloud computing, such as:

Boto3: AWS SDK for Python, used for cloud automation.

Google Cloud Client Library: Helps interact with Google Cloud services.

Azure SDK for Python: Enables seamless integration with Microsoft Azure.

Apache Libcloud: Provides a unified interface for multiple cloud providers.

PyCaret: Simplifies machine learning deployment in cloud environments.

Real-World Applications of Python in Cloud Computing

1. Netflix - Scalable Streaming with Python

Netflix extensively uses Python for automation, data analysis, and managing cloud infrastructure, enabling seamless content delivery to millions of users.

2. Spotify - Cloud-Based Music Streaming

Spotify leverages Python for big data processing, recommendation algorithms, and cloud automation, ensuring high availability and scalability.

3. Reddit - Handling Massive Traffic

Reddit uses Python and AWS cloud solutions to manage heavy traffic while optimizing server costs efficiently.

Future of Python in Cloud Computing

The future of Python in cloud computing looks promising with emerging trends such as:

AI-Driven Cloud Automation: Python-powered AI and machine learning will drive intelligent cloud automation.

Edge Computing: Python will play a crucial role in processing data at the edge for IoT and real-time applications.

Hybrid and Multi-Cloud Strategies: Python’s flexibility will enable seamless integration across multiple cloud platforms.

Increased Adoption of Serverless Computing: More enterprises will adopt Python for cost-effective serverless applications.

Conclusion

Python's simplicity, versatility, and robust ecosystem make it a powerful tool for developing scalable and cost-effective cloud solutions. By leveraging Python's capabilities, businesses can enhance their cloud applications' performance, flexibility, and efficiency.

Ready to harness the power of Python for your cloud solutions? Explore our Python Development Services to discover how we can assist you in building scalable and efficient cloud applications.

FAQs

1. Why is Python used in cloud computing?

Python is widely used in cloud computing due to its simplicity, extensive libraries, and seamless integration with cloud platforms like AWS, Google Cloud, and Azure.

2. Is Python good for serverless computing?

Yes! Python works efficiently in serverless environments like AWS Lambda, Azure Functions, and Google Cloud Functions, making it an ideal choice for cost-effective, auto-scaling applications.

3. Which companies use Python for cloud solutions?

Major companies like Netflix, Spotify, Dropbox, and Reddit use Python for cloud automation, AI, and scalable infrastructure management.

4. How does Python help with cloud security?

Python offers robust security libraries like PyCryptodome and OpenSSL, enabling encryption, authentication, and cloud monitoring for secure cloud applications.

5. Can Python handle big data in the cloud?

Yes! Python supports big data processing with tools like Apache Spark, Pandas, and NumPy, making it suitable for data-driven cloud applications.

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Efficient GPU Management for AI Startups: Exploring the Best Strategies

The rise of AI-driven innovation has made GPUs essential for startups and small businesses. However, efficiently managing GPU resources remains a challenge, particularly with limited budgets, fluctuating workloads, and the need for cutting-edge hardware for R&D and deployment.

Understanding the GPU Challenge for Startups

AI workloads—especially large-scale training and inference—require high-performance GPUs like NVIDIA A100 and H100. While these GPUs deliver exceptional computing power, they also present unique challenges:

High Costs – Premium GPUs are expensive, whether rented via the cloud or purchased outright.

Availability Issues – In-demand GPUs may be limited on cloud platforms, delaying time-sensitive projects.

Dynamic Needs – Startups often experience fluctuating GPU demands, from intensive R&D phases to stable inference workloads.

To optimize costs, performance, and flexibility, startups must carefully evaluate their options. This article explores key GPU management strategies, including cloud services, physical ownership, rentals, and hybrid infrastructures—highlighting their pros, cons, and best use cases.

1. Cloud GPU Services

Cloud GPU services from AWS, Google Cloud, and Azure offer on-demand access to GPUs with flexible pricing models such as pay-as-you-go and reserved instances.

✅ Pros:

✔ Scalability – Easily scale resources up or down based on demand. ✔ No Upfront Costs – Avoid capital expenditures and pay only for usage. ✔ Access to Advanced GPUs – Frequent updates include the latest models like NVIDIA A100 and H100. ✔ Managed Infrastructure – No need for maintenance, cooling, or power management. ✔ Global Reach – Deploy workloads in multiple regions with ease.

❌ Cons:

✖ High Long-Term Costs – Usage-based billing can become expensive for continuous workloads. ✖ Availability Constraints – Popular GPUs may be out of stock during peak demand. ✖ Data Transfer Costs – Moving large datasets in and out of the cloud can be costly. ✖ Vendor Lock-in – Dependency on a single provider limits flexibility.

🔹 Best Use Cases:

Early-stage startups with fluctuating GPU needs.

Short-term R&D projects and proof-of-concept testing.

Workloads requiring rapid scaling or multi-region deployment.

2. Owning Physical GPU Servers

Owning physical GPU servers means purchasing GPUs and supporting hardware, either on-premises or collocated in a data center.

✅ Pros:

✔ Lower Long-Term Costs – Once purchased, ongoing costs are limited to power, maintenance, and hosting fees. ✔ Full Control – Customize hardware configurations and ensure access to specific GPUs. ✔ Resale Value – GPUs retain significant resale value (Sell GPUs), allowing you to recover investment costs when upgrading. ✔ Purchasing Flexibility – Buy GPUs at competitive prices, including through refurbished hardware vendors. ✔ Predictable Expenses – Fixed hardware costs eliminate unpredictable cloud billing. ✔ Guaranteed Availability – Avoid cloud shortages and ensure access to required GPUs.

❌ Cons:

✖ High Upfront Costs – Buying high-performance GPUs like NVIDIA A100 or H100 requires a significant investment. ✖ Complex Maintenance – Managing hardware failures and upgrades requires technical expertise. ✖ Limited Scalability – Expanding capacity requires additional hardware purchases.

🔹 Best Use Cases:

Startups with stable, predictable workloads that need dedicated resources.

Companies conducting large-scale AI training or handling sensitive data.

Organizations seeking long-term cost savings and reduced dependency on cloud providers.

3. Renting Physical GPU Servers

Renting physical GPU servers provides access to high-performance hardware without the need for direct ownership. These servers are often hosted in data centers and offered by third-party providers.

✅ Pros:

✔ Lower Upfront Costs – Avoid large capital investments and opt for periodic rental fees. ✔ Bare-Metal Performance – Gain full access to physical GPUs without virtualization overhead. ✔ Flexibility – Upgrade or switch GPU models more easily compared to ownership. ✔ No Depreciation Risks – Avoid concerns over GPU obsolescence.

❌ Cons:

✖ Rental Premiums – Long-term rental fees can exceed the cost of purchasing hardware. ✖ Operational Complexity – Requires coordination with data center providers for management. ✖ Availability Constraints – Supply shortages may affect access to cutting-edge GPUs.

🔹 Best Use Cases:

Mid-stage startups needing temporary GPU access for specific projects.

Companies transitioning away from cloud dependency but not ready for full ownership.

Organizations with fluctuating GPU workloads looking for cost-effective solutions.

4. Hybrid Infrastructure

Hybrid infrastructure combines owned or rented GPUs with cloud GPU services, ensuring cost efficiency, scalability, and reliable performance.

What is a Hybrid GPU Infrastructure?

A hybrid model integrates: 1️⃣ Owned or Rented GPUs – Dedicated resources for R&D and long-term workloads. 2️⃣ Cloud GPU Services – Scalable, on-demand resources for overflow, production, and deployment.

How Hybrid Infrastructure Benefits Startups

✅ Ensures Control in R&D – Dedicated hardware guarantees access to required GPUs. ✅ Leverages Cloud for Production – Use cloud resources for global scaling and short-term spikes. ✅ Optimizes Costs – Aligns workloads with the most cost-effective resource. ✅ Reduces Risk – Minimizes reliance on a single provider, preventing vendor lock-in.

Expanded Hybrid Workflow for AI Startups

1️⃣ R&D Stage: Use physical GPUs for experimentation and colocate them in data centers. 2️⃣ Model Stabilization: Transition workloads to the cloud for flexible testing. 3️⃣ Deployment & Production: Reserve cloud instances for stable inference and global scaling. 4️⃣ Overflow Management: Use a hybrid approach to scale workloads efficiently.

Conclusion

Efficient GPU resource management is crucial for AI startups balancing innovation with cost efficiency.

Cloud GPUs offer flexibility but become expensive for long-term use.

Owning GPUs provides control and cost savings but requires infrastructure management.

Renting GPUs is a middle-ground solution, offering flexibility without ownership risks.

Hybrid infrastructure combines the best of both, enabling startups to scale cost-effectively.

Platforms like BuySellRam.com help startups optimize their hardware investments by providing cost-effective solutions for buying and selling GPUs, ensuring they stay competitive in the evolving AI landscape.

The original article is here: How to manage GPU resource?

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Bennett University: A Leading Destination for Quality Higher Education

When it comes to choosing the right university, students are not just looking for academic excellence but also for institutions that provide holistic development. Bennett University, located in Greater Noida, Uttar Pradesh, is emerging as a prime destination for higher education in India. Established by the Times of India Group in 2016, Bennett University is dedicated to empowering students with cutting-edge skills and global perspectives.

Why Bennett University Stands Out

1. World-Class Curriculum

Bennett University offers a range of undergraduate, postgraduate, and doctoral programs designed in collaboration with leading global institutions. The curriculum is tailored to meet the demands of a rapidly evolving job market, especially in areas like engineering, management, law, and media.

The University emphasizes experiential learning, ensuring that students are equipped with practical skills to excel in real-world scenarios. The faculty includes accomplished academicians and industry professionals, providing students with invaluable insights into their fields.

2. Industry Partnerships and Internships

Bennett University has strong collaborations with leading companies, offering students unparalleled exposure to industry trends. These partnerships open up a wide array of opportunities, including internships and live projects, where students can apply their theoretical knowledge in a practical setting.

The University’s ties with global giants like Microsoft, Amazon Web Services (AWS), and IBM enable students to participate in exclusive training sessions, hackathons, and innovation challenges.

3. State-of-the-Art Infrastructure

The Bennett University campus is designed to foster an environment conducive to learning and innovation. Spread over 68 acres, the campus boasts modern classrooms, laboratories, and research centers. The University is equipped with the latest technological tools to provide students with a world-class education experience.

Additionally, the university offers excellent hostel facilities, libraries, recreational spaces, and sports amenities to ensure that students have a well-rounded campus life.

4. Global Exposure and International Collaborations

What truly sets Bennett University apart is its global outlook. The institution has partnered with internationally renowned universities, including Georgia Tech, Johnson Cornell, and Babson College, allowing students to gain global exposure through exchange programs, joint research initiatives, and international conferences.

This international collaboration enables students to understand global academic and professional standards, making them highly competitive in the global job market.

5. Entrepreneurship and Innovation Ecosystem

Bennett University is committed to nurturing the entrepreneurial spirit among students. The Center for Innovation and Entrepreneurship (CIE) is a hub where students can work on innovative ideas and develop them into market-ready products. The CIE provides mentorship, incubation, and funding opportunities to budding entrepreneurs.

With the growing startup culture in India, Bennett’s focus on entrepreneurship ensures that students are ready to contribute to and lead new ventures.

6. Placements and Career Support

Bennett University has a dedicated placement cell that works tirelessly to ensure that students secure positions in top companies. The university has an impressive placement record, with graduates being hired by leading multinational corporations such as Google, Deloitte, Microsoft, and Tata Consultancy Services.

The placement team also offers career counseling, soft skills training, and interview preparation to help students present themselves confidently to prospective employers.

Courses Offered at Bennett University

Bennett University offers a diverse range of courses across multiple disciplines:

Engineering: B.Tech (in various specializations including Computer Science, Electronics, and Biotechnology)

Management: BBA, MBA

Law: BA LLB (Hons.), BBA LLB (Hons.)

Media and Liberal Arts: BA (Journalism and Mass Communication), BA Liberal Arts

Doctoral Programs: Ph.D. in various fields

Each program is designed to provide in-depth knowledge while fostering critical thinking and problem-solving skills.

Campus Life at Bennett University

Campus life at Bennett is vibrant, with a wide range of cultural, social, and academic activities. The university organizes frequent guest lectures, workshops, and seminars to enrich students’ learning experiences. Moreover, Bennett has numerous student clubs and societies that cater to a variety of interests, from performing arts to robotics and coding.

Sports enthusiasts also have ample opportunities to engage in activities such as cricket, basketball, football, and swimming. With its blend of academics and extracurricular activities, Bennett University ensures that students develop both personally and professionally.

Why Choose Bennett University?

Choosing Bennett University is about more than just earning a degree. It’s about becoming part of a community that is committed to excellence, innovation, and leadership. With its focus on holistic development, Bennett University ensures that students are prepared to take on challenges, drive change, and lead in their respective fields.

For students looking for a university that offers world-class education, industry exposure, and global opportunities, Bennett University is the perfect choice.

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Cloud Agnostic: Achieving Flexibility and Independence in Cloud Management

As businesses increasingly migrate to the cloud, they face a critical decision: which cloud provider to choose? While AWS, Microsoft Azure, and Google Cloud offer powerful platforms, the concept of "cloud agnostic" is gaining traction. Cloud agnosticism refers to a strategy where businesses avoid vendor lock-in by designing applications and infrastructure that work across multiple cloud providers. This approach provides flexibility, independence, and resilience, allowing organizations to adapt to changing needs and avoid reliance on a single provider.

What Does It Mean to Be Cloud Agnostic?

Being cloud agnostic means creating and managing systems, applications, and services that can run on any cloud platform. Instead of committing to a single cloud provider, businesses design their architecture to function seamlessly across multiple platforms. This flexibility is achieved by using open standards, containerization technologies like Docker, and orchestration tools such as Kubernetes.

Key features of a cloud agnostic approach include:

Interoperability: Applications must be able to operate across different cloud environments.

Portability: The ability to migrate workloads between different providers without significant reconfiguration.

Standardization: Using common frameworks, APIs, and languages that work universally across platforms.

Benefits of Cloud Agnostic Strategies

Avoiding Vendor Lock-InThe primary benefit of being cloud agnostic is avoiding vendor lock-in. Once a business builds its entire infrastructure around a single cloud provider, it can be challenging to switch or expand to other platforms. This could lead to increased costs and limited innovation. With a cloud agnostic strategy, businesses can choose the best services from multiple providers, optimizing both performance and costs.

Cost OptimizationCloud agnosticism allows companies to choose the most cost-effective solutions across providers. As cloud pricing models are complex and vary by region and usage, a cloud agnostic system enables businesses to leverage competitive pricing and minimize expenses by shifting workloads to different providers when necessary.

Greater Resilience and UptimeBy operating across multiple cloud platforms, organizations reduce the risk of downtime. If one provider experiences an outage, the business can shift workloads to another platform, ensuring continuous service availability. This redundancy builds resilience, ensuring high availability in critical systems.

Flexibility and ScalabilityA cloud agnostic approach gives companies the freedom to adjust resources based on current business needs. This means scaling applications horizontally or vertically across different providers without being restricted by the limits or offerings of a single cloud vendor.

Global ReachDifferent cloud providers have varying levels of presence across geographic regions. With a cloud agnostic approach, businesses can leverage the strengths of various providers in different areas, ensuring better latency, performance, and compliance with local regulations.

Challenges of Cloud Agnosticism

Despite the advantages, adopting a cloud agnostic approach comes with its own set of challenges:

Increased ComplexityManaging and orchestrating services across multiple cloud providers is more complex than relying on a single vendor. Businesses need robust management tools, monitoring systems, and teams with expertise in multiple cloud environments to ensure smooth operations.

Higher Initial CostsThe upfront costs of designing a cloud agnostic architecture can be higher than those of a single-provider system. Developing portable applications and investing in technologies like Kubernetes or Terraform requires significant time and resources.

Limited Use of Provider-Specific ServicesCloud providers often offer unique, advanced services—such as machine learning tools, proprietary databases, and analytics platforms—that may not be easily portable to other clouds. Being cloud agnostic could mean missing out on some of these specialized services, which may limit innovation in certain areas.

Tools and Technologies for Cloud Agnostic Strategies

Several tools and technologies make cloud agnosticism more accessible for businesses:

Containerization: Docker and similar containerization tools allow businesses to encapsulate applications in lightweight, portable containers that run consistently across various environments.

Orchestration: Kubernetes is a leading tool for orchestrating containers across multiple cloud platforms. It ensures scalability, load balancing, and failover capabilities, regardless of the underlying cloud infrastructure.

Infrastructure as Code (IaC): Tools like Terraform and Ansible enable businesses to define cloud infrastructure using code. This makes it easier to manage, replicate, and migrate infrastructure across different providers.

APIs and Abstraction Layers: Using APIs and abstraction layers helps standardize interactions between applications and different cloud platforms, enabling smooth interoperability.

When Should You Consider a Cloud Agnostic Approach?

A cloud agnostic approach is not always necessary for every business. Here are a few scenarios where adopting cloud agnosticism makes sense:

Businesses operating in regulated industries that need to maintain compliance across multiple regions.

Companies require high availability and fault tolerance across different cloud platforms for mission-critical applications.

Organizations with global operations that need to optimize performance and cost across multiple cloud regions.

Businesses aim to avoid long-term vendor lock-in and maintain flexibility for future growth and scaling needs.

Conclusion

Adopting a cloud agnostic strategy offers businesses unparalleled flexibility, independence, and resilience in cloud management. While the approach comes with challenges such as increased complexity and higher upfront costs, the long-term benefits of avoiding vendor lock-in, optimizing costs, and enhancing scalability are significant. By leveraging the right tools and technologies, businesses can achieve a truly cloud-agnostic architecture that supports innovation and growth in a competitive landscape.

Embrace the cloud agnostic approach to future-proof your business operations and stay ahead in the ever-evolving digital world.