Karolis Scerbiakas

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Karolis Ščerbiakas

Cloud vs. Bare Metal Kubernetes: Why I Run My Bitcoin Node on K3s

Cloud vs. Bare Metal Kubernetes: Why I Run My Bitcoin Node on K3s

When deploying Kubernetes, the choice between cloud infrastructure and bare-metal or local servers can significantly impact performance, cost, and maintenance. While cloud solutions offer powerful, managed Kubernetes clusters, they’re not always ideal for projects with heavy hardware requirements. I’ve experienced this firsthand while running a Bitcoin node on

How AI is Transforming SEO and Content Marketing

How AI is Transforming SEO and Content Marketing

AI is reshaping digital marketing by automating content creation, optimizing keywords, and improving search rankings. This article explores how businesses—especially smaller ones—leverage AI to compete more effectively, streamline SEO, and enhance marketing ROI.

Data and concept drift in simple words

What is data drift? Data drift occurs when a model, trained to recommend summer clothes in summer, encounters unexpected changes, like a heatwave starting in May. As a result, the model still is recommending spring clothes, even though outside weather is hot. This leads to irrelevant recommendations, poor user experience

Bitcoin RPC Commands and Methods

Bitcoin RPC Commands and Methods

Introduction to RPC Methods Bitcoin Remote Procedure Call (RPC) methods are for developers and anyone looking to interact with the Bitcoin blockchain. These commands form a communication bridge, enabling applications to interact directly with the Bitcoin network. Through RPC, developers can initiate transactions, retrieve blockchain data, manage wallets, and perform

Understanding Bitcoin Node RPC

Understanding Bitcoin Node RPC

Running a Bitcoin node might seem technical, but at its core, it’s about joining the backbone of the Bitcoin network. When you run a node, you’re validating transactions, adding to network security, and you have your own gateway to Bitcoin’s entire blockchain

Benefits Of Limiting Users.

Benefits Of Limiting Users.

Setting limits on services and features can improve the revenue, cost and user experience aspects of SaaS applications. Limits may sound not right, but allow to guide user to better experience.

Understanding Service Level Indicators (SLIs).

Understanding Service Level Indicators (SLIs).

Introduction: In the world of SaaS, ensuring the reliability and performance of applications is paramount. Service Level Indicators (SLIs) are a crucial component of this process, providing a quantifiable measure of the quality of service being provided. For developers and operations teams understanding and implementing effective SLI metrics is essential