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Python Blogs

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Suitable motherboard for a DIY NAS?

  • Choosing the right motherboard is crucial for a DIY NAS, impacting performance and compatibility.
  • Key factors include CPU compatibility, RAM support, storage interfaces, network connectivity, and expansion slots.
  • For CPU, consider lower power like Intel Celeron for light tasks or higher-end CPUs for virtualization and transcoding.
  • NAS benefits from at least 8GB of RAM, with ECC support for data integrity on server-grade chipsets.
  • SATA ports for hard drives, M.2 slots for NVMe drives, and Gigabit Ethernet are essential features.
  • Expansion slots like PCIe support future upgrades such as RAID cards or GPUs.
  • Popular motherboard choices range from budget ASRock J4125B-ITX to high-end Supermicro X11SCH-LN4F.
  • Match motherboard size with NAS case, typically Mini-ITX or Micro-ATX.
  • Ensure OS compatibility with chosen motherboard.
  • Best motherboard balances current needs with future scalability.
  • FAQ addresses using desktop motherboards, SATA ports, ECC memory, dual LAN, and form factors for NAS setups.

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Dev

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🔗 From Trust Problems to Trustless Technology: How Blockchain Is Changing Web Development

  • Legacy web applications face trust issues due to data privacy concerns and centralized servers.
  • Blockchain offers solutions to enhance security, transparency, and decentralization in web development.
  • Key benefits of blockchain for web apps include trustless transactions, immutable data storage, smart contracts, and user sovereignty.
  • Tools for blockchain-powered web applications include wallet integration, Web3 libraries, smart contracts using Solidity, and decentralized hosting on IPFS.
  • A use case of a voting app demonstrates blockchain's advantages in terms of security and immutability.
  • Blockchain technology can be applied to various sectors like e-commerce, digital identity verification, royalties, and supply chain tracking.
  • SEO keywords related to blockchain for web developers are highlighted for better content visibility.
  • Web developers are encouraged to start integrating blockchain features gradually to stay relevant in the evolving Web3 environment.

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Dev

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Understanding Variables and Data Types in C++

  • Variables and data types in C++ are fundamental for storing and manipulating data within programs.
  • In C++, variables act as containers for data values and memory locations.
  • Data types in C++ determine the type of data a variable can store.
  • Variables in C++ are named storage locations that can hold values which can be changed during program execution.
  • Variables follow specific naming rules, such as case sensitivity and starting with a letter or underscore.
  • C++ has local, global, and function scopes for variables, dictating where they can be accessed.
  • Primitive data types in C++ include int, char, float, double, and bool for storing different value types.
  • Derived data types like functions, arrays, pointers, and references build on primitive types for added functionality.
  • Understanding variables and data types is crucial for effective programming and efficient data handling in C++.
  • The article provides detailed examples and explanations of variables, data types, and their usage in C++ programming.

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Dev

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10+ Stunning React Icon Library

  • React icon libraries play a crucial role in enhancing the visual appeal and navigation of web designs.
  • They offer pre-designed, customizable icons for seamless integration with React components, saving time and ensuring a polished look.
  • Iconify, Lucide, Lineicons, Material UI Icons, Heroicons, Tabler Icons, Iconoir, Phosphor Icons, React Social Icons, Xicons, React UseAnimations, and Lobe Icons are noteworthy React icon libraries for 2025.
  • These libraries provide thousands of icons with features like seamless integration, customization options, and support for modern frameworks.
  • Most libraries are free and open-source, catering to developers' needs for diverse icon collections without complexity.
  • From animated icons to minimalist designs, developers can choose the right library to elevate their projects' UI/UX effectively.
  • The variety of React icon libraries available in 2025 ensures that developers can find the perfect fit for their specific project requirements.
  • Explore these libraries to enhance your UI effortlessly and let your creativity shine.
  • The article discusses the features, pricing, and licenses of each highlighted React icon library, making it informative for developers seeking suitable resources.
  • Overall, React icon libraries are instrumental in creating visually appealing, consistent, and user-friendly web interfaces.

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Dev

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Build a Local RAG Using Ollama, PostgreSQL and BladePipe

  • Enterprise-grade RAG emphasizes integration, data control, and alignment with business systems, aiming to boost automation and intelligence.
  • BladePipe supports building local RAG services with Ollama for enterprises concerned about data security and compliance needs.
  • Key traits of enterprise-grade RAG systems include a fully private stack, diverse data sources, incremental data syncing, and integrated tool calling.
  • BladePipe's RagApi simplifies building RAG services with vector search and LLM-based Q&A capabilities, supporting various models and platforms.
  • Advantages of using RagApi include two DataJobs setup, zero-code deployment, adjustable parameters, multi-model support, and an OpenAI-compatible API.
  • The article guides users on preparing, deploying, and building a secure RAG service using Ollama, PostgreSQL for vector storage, and BladePipe RagApi.
  • Detailed instructions are provided for running Ollama, setting up PGVector with PostgreSQL, and deploying BladePipe on Docker in an enterprise environment.
  • Steps for adding data sources, creating DataJobs for vectorizing documents and building RagApi services, along with testing procedures, are outlined.
  • Users are walked through the process of configuring BladePipe, data processing, and performing tests to ensure the functionality of the RagApi service.
  • By combining BladePipe and Ollama, enterprises can achieve a fully private RAG service deployment that prioritizes data privacy and control.

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Medium

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The Thriving In Engineering Digest: 4–25

  • The 'Thriving In Engineering Digest: 4–25' curates practical engineering leadership ideas to save time and offer valuable insights.
  • The content aims to help leaders navigate the complexities of senior tech leadership efficiently.
  • Alex Ewerlöf delves into Wardley Maps and Pace Layering, offering a practical guide for aligning tech initiatives with business strategy.
  • Wardley Maps visually represent tech components' evolution in the market, aiding in identifying opportunities and risks.
  • Pace Layering complements Wardley Maps by managing system architectures at different change speeds for better resource allocation and governance.

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Medium

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TikTok’s Invite Explosion: Earn Cash, Free Gifts & Real-World Shopping Rewards (June 2025)

  • TikTok's latest referral campaign offers $70 per new user, a free speaker, and up to $400 in bonus rewards for inviting friends from June 12 to June 19, 2025.
  • Users earn varying amounts based on the number of friends invited, with a possible additional $400 creating a major incentive to act quickly before the deadline.
  • The passive incentive model offers daily rewards to encourage user engagement and retention on the platform.
  • TikTok has introduced new features such as enhanced contrast for accessibility, a viral tool for creating animated Stories, and real-time direct messaging during live streams to enhance user interaction.
  • Advertisers now have the opportunity to message users through WhatsApp, Messenger, or Instagram for personalized cross-platform promotions.
  • Musicians on TikTok now have access to detailed analytics, fan engagement insights, and distribution tools to aid organic growth within the platform's music ecosystem.
  • In partnership with DAZN, TikTok will host exclusive 2025 FIFA Club World Cup content, aiming for global reach among young, engaged fanbases.
  • TikTok's trends focus on group content, humor, and nostalgia, offering a playbook for brands to run high-visibility organic campaigns.

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Global Fintech Series

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Cardless Unveils Embedded Credit Card Platform, with Coinbase as First Partner

  • Cardless announced the launch of its embedded credit card platform allowing brands to build custom credit card programs.
  • Coinbase is the first partner using this platform to introduce the Coinbase One Card for loyalty members.
  • The solution enables brands to control their financial relationships with customers and move away from traditional co-branding arrangements.
  • Cardless offers custom credit card programs through API-based platform, underwriting, and servicing workflows.
  • The platform empowers brands to launch and manage customizable card programs with full user experience control.
  • Cardless simplifies card issuance, compliance, customer support, and capital markets through rapid deployment capabilities and pre-built flows.
  • By personalizing rewards and loyalty features, brands can drive increased engagement, application volumes, conversion rates, and customer retention.
  • The embedded credit card platform by Cardless eliminates the need for brands to become a bank or engage in complex M&A deals to offer a differentiated credit card.
  • Coinbase One Card waitlist has been launched with rewards up to 4% back in bitcoin on every purchase.
  • The Card, powered by the American Express network, offers crypto-native rewards, everyday usability, and access to American Express experiences.
  • Coinbase aims to increase economic freedom with this customized and secure card product built in partnership with Cardless.

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Javacodegeeks

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ClickHouse vs Apache Druid: Real-Time Analytics for Big Data

  • ClickHouse and Apache Druid are popular open-source columnar databases for real-time analytics and big data, excelling in different use cases.
  • ClickHouse is ideal for high-speed OLAP workloads, while Druid is specialized for real-time, event-driven scenarios.
  • ClickHouse has a monolithic OLAP engine, whereas Druid has a distributed, modular architecture for ingestion and querying.
  • In performance benchmarks, ClickHouse often shows faster query times for OLAP workloads, while Druid excels in sub-second performance for real-time queries.
  • The feature comparison highlights differences in data ingestion, query latency, indexing, scaling, operational complexity, and cost between ClickHouse and Druid.
  • ClickHouse is preferred for historical analytics, ad-hoc reporting, and metrics, while Druid is suited for real-time dashboards and telemetry ingestion.
  • ClickHouse offers a lower total cost of ownership with efficient compression, whereas Druid's modular design leads to higher resource utilization.
  • The article provides guidance on choosing between ClickHouse and Druid based on specific needs like query latency, operational complexity, and real-time ingestion requirements.
  • Overall, both databases have strengths in different areas, with ClickHouse for batch-heavy analytics and Druid for real-time applications at scale.
  • The comparison data between ClickHouse and Apache Druid in the form of a CSV file is also presented for reference.

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Medium

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Getting Started with CI/CD Using GitHub Actions: A Beginner’s Complete Guide

  • Continuous Integration (CI) and Continuous Deployment (CD) are essential practices that automate code testing and deployment processes.
  • GitHub Actions is a CI/CD platform integrated into GitHub, simplifying automation without external tools.
  • Basic components for effective workflows include a clear project structure and YAML-based workflow files.
  • Workflow files in a .github/workflows directory define triggers, job configurations, and essential steps for automation.
  • The deployment workflow automates app deployment upon pushes to the master branch and emphasizes secure secret management.
  • GitHub Actions allows secure handling of sensitive data like API keys and passwords.
  • Best practices for CI/CD pipelines include setting appropriate timeouts and using specific action versions for consistency.
  • GitHub Actions provides monitoring, debugging tools, and a wide range of pre-built actions for workflow extension.
  • GitHub Actions democratizes CI/CD, offering automation accessible to developers of all skill levels.
  • Starting with simple workflows, developers can gradually enhance automation processes for testing, building, and deployment.
  • Success with GitHub Actions involves starting simple, iterating, and improving automation gradually for better software delivery.
  • Implementing CI/CD with GitHub Actions improves software quality, collaboration, and continuous improvement efforts.

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Medium

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Do You Really Know JavaScript? Let’s Put It to the Test ⁉️

  • JavaScript has hidden bugs that can easily creep into your code, challenging even experienced developers.
  • Common bugs include `NaN`, type coercion with loose equality operator, hoisting, and the dynamic behavior of `this`.
  • To check for `NaN`, use `isNaN()` or `Number.isNaN()`, not typical equality checks like `=== NaN`.
  • Always use strict equality operator (`===`) to prevent type coercion issues.
  • Avoid hoisting bugs by using `let` or `const` instead of `var`.
  • JavaScript's `this` behavior can lead to unexpected bugs; use arrow functions or explicit binding to manage it.
  • Be cautious with floating-point arithmetic to prevent rounding errors; consider using `toFixed()` or `Math.round()`.
  • Objects in JavaScript are reference types, so be aware of unintended side effects when mutating objects.
  • When working with asynchronous code inside loops, using `setTimeout` can lead to unexpected results.
  • Understanding these hidden bugs in JavaScript can help developers write cleaner and more reliable code.

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Dev

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C# HTML to PDF: DinkToPdf Alternatives Using IronPDF

  • Developers in C# have options like DinkToPdf and IronPDF for converting HTML to PDF, each with its strengths.
  • DinkToPdf is an open-source .NET wrapper for wkhtmltopdf, suitable for lightweight solutions with some limitations.
  • IronPDF is a commercial library for .NET using a Chromium-based browser, offering advanced features and reliable support.
  • DinkToPdf requires manual setup of native binaries, while IronPDF is easier to integrate with no external dependencies.
  • IronPDF supports cross-platform deployment and modern applications, unlike DinkToPdf, which is more Windows-centric.
  • IronPDF provides broader features like PDF manipulation, JavaScript execution, and advanced capabilities compared to DinkToPdf.
  • Performance-wise, IronPDF outperforms DinkToPdf in stability and output consistency, especially under high load.
  • While DinkToPdf is free under the MIT License, IronPDF offers superior support and advanced features at a cost after the trial period.
  • IronPDF's simplicity and performance shine in code examples, emphasizing its benefits over DinkToPdf for professional applications.
  • Ultimately, IronPDF is recommended for enterprise-grade projects, while DinkToPdf suits smaller endeavors needing a cost-effective solution.

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Medium

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What is Core Java? A Beginner’s Guide for Future Developers

  • Core Java is the fundamental part of the Java programming language, consisting of basic concepts like variables, loops, OOP, exception handling, threads, I/O operations, and JVM basics.
  • Core Java is versatile and used in various fields such as web applications, mobile applications, back-end applications, and automation.
  • Java is popular with over 9 million developers worldwide, used by major brands like Amazon, Netflix, and Google, ranking high in TIOBE Index, and being part of many engineering college syllabuses.
  • Java helps in problem-solving skills development and computerized thought process improvement.
  • Core Java is the foundation for Android apps and is vital for beginners entering the software industry.
  • NareshIT offers Core Java courses focusing on visual, structured, hands-on, and mentored learning approaches with certification, interview preparation modules, and recorded sessions.
  • Core Java Training at NareshIT is comprehensive, spanning basic to advanced levels, suitable for beginners and those aiming to excel in Java development for web applications.
  • Learning Core Java opens up numerous opportunities in the software industry, enabling app development, testing, and coding exploration.

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Medium

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Day #2: Patterns, Paninis, and Perseverance

  • The writer struggled with understanding and implementing patterns initially, feeling frustrated and demoralized.
  • Realized the importance of accepting weaknesses and the slow learning process.
  • Decided to focus on understanding one pattern at a time rather than finishing everything.
  • After 2 hours of effort, successfully completed Pattern 8, feeling a sense of accomplishment.
  • Celebrated the progress by making a Panini sandwich and emphasized the importance of recognizing and celebrating milestones.
  • Shared a tip for others experiencing similar challenges: use a notebook to write down logic before coding.
  • Encouraged self-care and recognition of personal achievements.
  • Plans to continue understanding and implementing more patterns in the future.

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Medium

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How to Build a Dynamic Fibonacci Forecast Tool in Pine Script (The Clean Way)

  • The article discusses how to build a dynamic Fibonacci forecast tool in Pine Script for creating relevant and precise Fibonacci levels.
  • Using persistent variables like var in Pine Script helps in creating accurate projections based on recent market structures.
  • Clear definition of structure conditions is crucial for creating Fibonacci projections with clear anchors that evolve as price changes.
  • Fibonacci zones are not static but shift with changes in swing highs and lows, ensuring up-to-date levels.
  • Plotting these dynamic Fibonacci zones only when a valid swing exists helps in controlling clutter and confusion on the chart.
  • Adding logic to track shifts in Fibonacci levels and setting up alerts for when zones are touched enhances the tool's usability in trade workflow.
  • The goal is to highlight context with Fibonacci levels as zones, not overwhelm with unnecessary complexity.
  • The guide is designed as a jump-start kit for building a practical Fibonacci forecast tool.

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