Transform with Compute: The Overlooked Giant in Tech Innovation

Transform with Compute: The Overlooked Giant in Tech Innovation

I envisioned a seamless journey after graduation because everyone expects life to be a smooth Mercedes ride. As a newly graduated engineer, I assumed people and systems would help me sail through the tides without much turbulence.

Whether it was luck or a blessing in disguise, I found myself working as a Support Specialist—a title that sounds fancy on paper. The knowledge transfer began with a heap of SOPs, and, to be honest, I tend to zone out when someone talks for more than a few minutes. Suddenly, my senior paused, and I distinctly heard one word: Compute. That single word marked the beginning of my journey into a world I barely understood but would soon be surrounded by.

Realizing It’s More Than Just a Word

Coming from a non-IT background, “Compute” was unfamiliar territory. I nodded as if I understood it thoroughly, but days passed, and I started hearing terms like “Virtual Machine” and “Server.” The funny part? I thought they referred to entirely different things! Fresh out of college with a head full of mugged-up codes and logic, I initially failed to connect the dots.

From Curiosity to Dependence

Over time, I noticed that server provisioning was a significant activity, restricted to a select group of senior folks with the necessary authority. My curiosity pushed me to observe and memorize the flow of provisioning a server, even though it wasn’t part of my role. Something about this exclusive, almost “godly” task intrigued me.

Eventually, I got the opportunity to handle L1 tasks. Reflecting on those tasks today, most people wouldn’t even consider doing them because they’re largely automated or no longer necessary for humans. My main responsibility involved monitoring server performance and reporting deviations or red alarms to the L2 team.

Encountering Complexities in the Fintech Realm

As the years progressed, provisioning servers became routine. However, the rise of Kubernetes and the dependence on VMs as the primary “fuel” for powering the orchestration engine added new layers of complexity. Working in fintech, I discovered that provisioning VMs wasn’t straightforward. Numerous approval processes often hinged on cost, making the entire procedure slower than I had imagined.

I often wondered why it was so difficult. Weren’t data centers filled with thousands of servers ready to be deployed anytime? Gradually, I understood that fuel isn’t just a word—it’s a commodity—valuable, limited, and tied to a careful balance of resources.

The Compute Revolution I Witnessed

The landscape of Compute underwent a profound revolution. Tasks that once seemed complex—like automating server provisioning—transformed drastically with the evolution of Infrastructure as Code (IaC). Initially, IaC felt intimidating, but as the community contributed more, it became approachable and flexible.

The Cultural Shift

For those in the cloud space, two tools became almost synonymous with IaC: Terraform and CloudFormation. Their importance reminded me of those school math drills where everyone practiced the same 3x3 matrix problems for board exams. Using these tools, deploying virtual machines or Kubernetes clusters evolved into a near push-button experience. It wasn’t just a technical leap; it was a cultural shift that bridged the gap between Development and Operations—paving the way for that magic word: DevOps.

Cloud providers like AWS, Azure, and Google accelerated this change. Suddenly, provisioning servers on-demand became the norm, leading to groundbreaking concepts like Autoscaling and Serverless Computing—shaking up the idea that VMs were the only “fuel” for orchestrating environments.

How Compute Shapes My World Today

From the moment I wake up and reach for my smartphone, Compute is woven into every part of my life. It has almost become invisible, powering cloud-based apps, social media platforms, and services like Apple iCloud. Machine learning and AI applications are everywhere, making things even more fascinating. And suddenly, everyone around me is talking about Compute again. But why?

AI, GPUs, and the Endless Demand

Nvidia stocks are skyrocketing; many of my peers are investing heavily because Nvidia seems poised to become the pioneer in the Compute market, fueling much of the AI revolution. While data is often called the “fuel” for AI, it’s Compute that powers the engine. Without high-throughput computing, clustering, and supporting components, even the most ambitious AI systems can’t function. Compute is the unsung hero, shaping how we experience technology every day.

The Road Ahead: My Vision for Compute

A few weeks ago, Google revealed a groundbreaking advancement in quantum computing with a new-generation chip that solved a complex problem in just five minutes—a task that would take a classical computer longer than the history of the universe. While quantum computing pushes the limits of what’s possible, cloud providers continue to redefine how we approach Compute with hyper-scalable environments distributed across geographically diverse data centers.

Decentralization, Sustainability, and Beyond

Decentralized infrastructure is also emerging as a critical focus. As businesses seek resilient, distributed solutions, technologies like blockchain and edge computing are growing in importance. Meanwhile, sustainability is becoming a cornerstone of future Compute strategies, with companies investing in renewable energy and optimizing resource usage to reduce carbon footprints.

The future of Compute is not about a single paradigm but the convergence of quantum, edge, and cloud technologies. These advancements will power innovation across industries—from healthcare to finance. In this rapidly evolving landscape, my vision is one of boundless collaboration—a world where Compute continues to drive meaningful progress while addressing the challenges of scalability, equity, and sustainability.


Compute can’t be ignored—it’s vital to nearly everything we do, whether we see it or not.

👉 Read the full story here: Transform with Compute: The Overlooked Giant in Tech Innovation

Ramkumar Velan

Sr Automation Test Engineer at LexisNexis Risk Solutions, RELX Group

3mo

Great blog and insightful

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