{"id":4383,"date":"2026-06-19T10:26:05","date_gmt":"2026-06-19T10:26:05","guid":{"rendered":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/2026\/06\/19\/why-the-rampocalypse-is-the-next-frontier-for-devops-not-the-end-of-the-line\/"},"modified":"2026-06-19T10:26:05","modified_gmt":"2026-06-19T10:26:05","slug":"why-the-rampocalypse-is-the-next-frontier-for-devops-not-the-end-of-the-line","status":"publish","type":"post","link":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/2026\/06\/19\/why-the-rampocalypse-is-the-next-frontier-for-devops-not-the-end-of-the-line\/","title":{"rendered":"Why the RAMpocalypse is the Next Frontier for DevOps, not the End of the Line.\u00a0"},"content":{"rendered":"
\"open-source,<\/div>\n

\"open-source,<\/p>\n

As little as a decade ago, the software industry\u00a0operated\u00a0under the unspoken rule<\/span>\u00a0\u2018hardware is cheap, programmers are expensive<\/span><\/i>\u2019.\u00a0A saying that today\u2019s software developers, who are currently navigating the\u00a0RAMpocalypse, might look at and laugh at. Sure, back then, it did make sense. When apps ran slowly, developers could pull from a bounty of affordable hardware to plug memory leaks and solve the issues.\u00a0<\/span>\u00a0<\/span><\/p>\n

But we took Moore\u2019s Law for granted. Back when it was coined in 1965, the future was full of hardware gains that could outpace any software inefficiencies. Moore\u00a0couldn\u2019t\u00a0have predicted that\u00a0we\u2019d\u00a0face such a sharp hardware shortage, with\u00a0<\/span>high prices<\/span><\/a>\u00a0set to be a mainstay for the near future at least. For today\u2019s developers, that is now the reality \u2013 but it\u00a0doesn\u2019t\u00a0mean\u00a0we\u2019re\u00a0at the end of the line.\u00a0<\/span>\u00a0<\/span><\/p>\n

Instead, we could take this as an opportunity to embark on the next frontier. Development processes have shifted to prioritise speed, and while the growth of AI technology is boosting this,\u00a0it\u2019s\u00a0also\u00a0<\/span>producing additional<\/span><\/a>\u00a0software instabilities<\/span><\/a>. Even if we had the hardware to spare, we\u00a0couldn\u2019t\u00a0patch every leak. Using the frustration of this\u00a0RAMpocalypse, developers should spark a return to optimisation and streamline their software development. Partially because the shortages\u00a0don\u2019t\u00a0leave many other options, but also due to the benefits for software performance that it could unlock.\u00a0<\/span>\u00a0<\/span><\/p>\n

The Silicon Ceiling<\/span><\/b>\u00a0<\/span><\/h3>\n

Either way,\u00a0there\u2019s\u00a0no waiting around and waiting for these shortages to pass. As we begin to look further into the future,\u00a0<\/span>recent announcements from leading memory manufacturers<\/span><\/a>\u00a0have already made it clear that production will increasingly favour High Bandwidth Memory (HBM)\u00a0in order to\u00a0meet the\u00a0demands\u00a0set by AI chips. The immediate shortage might well ease, but prices will remain high \u2013 and resources will\u00a0likely remain\u00a0limited.<\/span>\u00a0<\/span><\/p>\n

So\u00a0developers will need to face these shortages head-on, no matter what sector they work in or where in the development process they are. For those working on new products, they can either push launches back to buy more time or ship them on cheaper hardware, which could compromise the user experience they have worked so hard to create.\u00a0<\/span>\u00a0<\/span><\/p>\n

But\u00a0it\u2019s\u00a0important to clarify that no developer sets out with the intention to create inefficient software.\u00a0It\u2019s\u00a0merely a byproduct of the ever-increasing push for speed and innovation. Teams are under more pressure than ever to create the \u2018next big thing\u2019,\u00a0ideating impressive and unique proofs-of-concept for products. At this stage, the sky is often the limit, and teams pack these full of features and all the code that goes with them, without thinking about the knock-on effect on developers.\u00a0<\/span>\u00a0<\/span><\/p>\n

By the time these proofs enter the similarly rushed production phase, developers are left to somehow squeeze all of this\u00a0unoptimised\u00a0code into a go-to-market product.\u00a0Almost inevitably, time constraints lead to this code being shipped as is \u2013 normally propped up by hardware fixes to get it functioning.\u00a0It\u2019s\u00a0never the development team\u2019s intention \u2013 as we all\u00a0know, no software development cycle is perfect. But with the ongoing shortages, these fixes are simply no longer\u00a0an option.\u00a0<\/span>\u00a0<\/span><\/p>\n

Companies are already renegotiating RAM prices quarterly. So, while during development you might be able to source the 4.0 GB of RAM modules your software stack needs at a profitable price, by the start of production, that same module could have increased in price. Suddenly,\u00a0you\u2019ve\u00a0got a product that is no longer financially\u00a0viable.\u00a0<\/span>\u00a0<\/span><\/p>\n

Taking a Side Step to Move Forward <\/span><\/b>\u00a0<\/span><\/h3>\n

While these outside circumstances are out of the hands of any development team, there are changes that can be made internally to mitigate their effects.\u00a0In a nutshell, developers need to reduce their reliance on hardware. Instead of letting hardware procurement difficulties force their hand, developers can address these issues proactively, bringing software efficiency to the forefront.\u00a0<\/span>\u00a0<\/span><\/p>\n

By now,\u00a0we\u2019re\u00a0all familiar with the \u2018shift left\u2019 philosophy for the testing process. Well, now, we need to apply that same thinking to optimisation and performance. Optimising code at the development phase can drive incremental benefits, but the real change comes from applying it at the proof-of-concept stage too.\u00a0<\/span>\u00a0<\/span><\/p>\n

Core KPIs like speed normally occupy the position of highest regard during the development process, so why not put performance and memory usage up there too? Now, this might sound a little radical, but\u00a0it\u2019s\u00a0already a widely followed process in embedded systems production. Any developer who has worked on an embedded system will tell you that hard caps on resources are a mainstay in every process. From day one, development teams are given clear boundaries and held to them. Not to restrict their creativity, but to ensure that they can\u00a0actually deliver\u00a0the concepts they are\u00a0coming up with. This way, the\u00a0end product\u00a0isn\u2019t\u00a0just profitable and optimised for the end user \u2013 but it\u00a0actually matches\u00a0that proof-of-concept idea.\u00a0<\/span>\u00a0<\/span><\/p>\n

A New (Old) Approach <\/span><\/b>\u00a0<\/span><\/h3>\n

In many ways, these changes are a return to the past. Just a decade ago, many of the big names had entire teams devoted entirely to optimisation day in and day out. Their sole focus was on improving software, making it run not just leaner, but better. But today, these teams are rare, and developers would struggle to pick up their work. Sure, most developers have some general optimisation skills, but they lack the in-depth knowledge that allows them to spot and adjust those granular details visible only to a specialist \u2013 the changes that add up to the larger memory savings.\u00a0<\/span>\u00a0<\/span><\/p>\n

For those looking to expand their optimisation skills, a programming language could be the place to start. Most developers default automatically to Python for the convenience it unlocks, despite its high memory consumption. To act like specialists, developers need to take a more holistic approach, using a variety of languages to suit different needs across their software. Language agnosticism like this will prove essential for navigating these shortages. When coding performance-critical layers, consider turning to C++ or Rust to minimise Python use and save resources. Asking questions like \u2018what coding language is most appropriate at this point\u2019 will be a key part of the optimisation process. And beyond just the choice of language, developers can explore additional options, such as GPU offloading and selective caching.\u00a0<\/span>\u00a0<\/span><\/p>\n

It will take a while for developers to learn these optimisation skills,\u00a0likely with\u00a0some trial and error involved too, but these skills will be essential to carry them through these shortages and beyond successfully. In the long-term, optimisation\u00a0doesn\u2019t\u00a0just\u00a0represent\u00a0a way around hardware constraints; it could be the path to improved software quality and performance overall. And with the AI boom creating plenty of temptation to build with quick but bulky AI-generated code, it will only become more vital.\u00a0<\/span>\u00a0<\/span><\/p>\n

Ultimately, it\u2019s\u00a0up to developers to decide what to take from this\u00a0RAMpocalypse. But if they choose to embrace the lessons\u00a0it\u2019s\u00a0teaching us about optimisation and embed it as a core discipline with teams, they could reap the rewards. Those who take proactive action now will be the ones best placed not just to navigate this situation, but to face whatever comes next. After all, good software is just as important as fast software.<\/span><\/p>\n

Read More<\/a><\/p>\n

\u200b<\/p>","protected":false},"excerpt":{"rendered":"

As little as a decade ago, the software industry\u00a0operated\u00a0under the unspoken rule\u00a0\u2018hardware is cheap, programmers are expensive\u2019.\u00a0A saying that today\u2019s […]<\/p>\n","protected":false},"author":1,"featured_media":4384,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[5],"tags":[],"class_list":["post-4383","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-devops"],"_links":{"self":[{"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/posts\/4383","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/comments?post=4383"}],"version-history":[{"count":0,"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/posts\/4383\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/media\/4384"}],"wp:attachment":[{"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/media?parent=4383"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/categories?post=4383"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rssfeedtelegrambot.bnaya.co.il\/index.php\/wp-json\/wp\/v2\/tags?post=4383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}