#Airbnb Data API

[promptlyspeedyandroid]

Start Coding Today: Learn React JS for Beginners

Start Coding Today: Learn React JS for Beginners”—will give you a solid foundation and guide you step by step toward becoming a confident React developer.

React JS, developed by Facebook, is an open-source JavaScript library used to build user interfaces, especially for single-page applications (SPAs). Unlike traditional JavaScript or jQuery, React follows a component-based architecture, making the code easier to manage, scale, and debug. With React, you can break complex UIs into small, reusable pieces called components.

Why Learn React JS?

Before diving into the how-to, let’s understand why learning React JS is a smart choice for beginners:

High Demand: React developers are in high demand in tech companies worldwide.

Easy to Learn: If you know basic HTML, CSS, and JavaScript, you can quickly get started with React.

Reusable Components: Build and reuse UI blocks easily across your project.

Strong Community Support: Tons of tutorials, open-source tools, and documentation are available.

Backed by Facebook: React is regularly updated and widely used in real-world applications (Facebook, Instagram, Netflix, Airbnb).

Prerequisites Before You Start

React is based on JavaScript, so a beginner should have:

Basic knowledge of HTML and CSS

Familiarity with JavaScript fundamentals such as variables, functions, arrays, and objects

Understanding of ES6+ features like let, const, arrow functions, destructuring, and modules

Don’t worry if you’re not perfect at JavaScript yet. You can still start learning React and improve your skills as you go.

Setting Up the React Development Environment

There are a few ways to set up your React project, but the easiest way for beginners is using Create React App, a boilerplate provided by the React team.

Step 1: Install Node.js and npm

Download and install Node.js from https://nodejs.org. npm (Node Package Manager) comes bundled with it.

Step 2: Install Create React App

Open your terminal or command prompt and run:

create-react-app my-first-react-app

This command creates a new folder with all the necessary files and dependencies.

Step 3: Start the Development Server

Navigate to your app folder:

my-first-react-app

Then start the app:

Your first React application will launch in your browser at http://localhost:3000.

Understanding the Basics of React

Now that you have your environment set up, let’s understand key React concepts:

1. Components

React apps are made up of components. Each component is a JavaScript function or class that returns HTML (JSX).

function Welcome() { return <h1>Hello, React Beginner!</h1>; }

2. JSX (JavaScript XML)

JSX lets you write HTML inside JavaScript. It’s not mandatory, but it makes code easier to write and understand.

const element = <h1>Hello, World!</h1>;

3. Props

Props (short for properties) allow you to pass data from one component to another.

function Welcome(props) { return <h1>Hello, {props.name}</h1>; }

4. State

State lets you track and manage data within a component.

import React, { useState } from 'react'; function Counter() { const [count, setCount] = useState(0); return ( <div> <p>You clicked {count} times.</p> <button onClick={() => setCount(count + 1)}>Click me</button> </div> ); }

Building Your First React App

Let’s create a simple React app — a counter.

Open the App.js file.

Replace the existing code with the following:

import React, { useState } from 'react'; function App() { const [count, setCount] = useState(0); return ( <div style={{ textAlign: 'center', marginTop: '50px' }}> <h1>Simple Counter App</h1> <p>You clicked {count} times</p> <button onClick={() => setCount(count + 1)}>Click Me</button> </div> ); } export default App;

Save the file, and see your app live on the browser.

Congratulations—you’ve just built your first interactive React app!

Where to Go Next?

After mastering the basics, explore the following:

React Router: For navigation between pages

useEffect Hook: For side effects like API calls

Forms and Input Handling

API Integration using fetch or axios

Styling (CSS Modules, Styled Components, Tailwind CSS)

Context API or Redux for state management

Deploying your app on platforms like Netlify or Vercel

Practice Projects for Beginners

Here are some simple projects to strengthen your skills:

Todo App

Weather App using an API

Digital Clock

Calculator

Random Quote Generator

These will help you apply the concepts you've learned and build your portfolio.

Final Thoughts

This “Start Coding Today: Learn React JS for Beginners” guide is your entry point into the world of modern web development. React is beginner-friendly yet powerful enough to build complex applications. With practice, patience, and curiosity, you'll move from writing your first “Hello, World!” to deploying full-featured web apps.

Remember, the best way to learn is by doing. Start small, build projects, read documentation, and keep experimenting. The world of React is vast and exciting—start coding today, and you’ll be amazed by what you can create!

[sphinxshreya]

Why React JS Development is Ideal for Single Page Applications (SPAs) 

In today’s fast-paced digital world, speed and performance are everything. That’s why more businesses are turning to React JS Development for building highly interactive Single Page Applications (SPAs). With its component-based architecture, virtual DOM, and high reusability, React JS ensures faster development, improved performance, and a seamless user experience. 

The Power of React and Nodejs in SPA Development 

When combined with Node.js, React JS Development becomes a powerhouse for building scalable and efficient SPAs. Node.js handles server-side operations while React takes care of the client-side, enabling a complete JavaScript-based tech stack. This pairing not only simplifies development but also ensures faster loading times, real-time updates, and better performance across devices. 

Many developers leverage the combination of React and Nodejs to create dynamic, data-driven applications that require minimal server refresh. This full-stack synergy is what makes React-based SPAs a top choice in modern web application development. 

Bootstrap Vs React - Which is Best Framework? 

Designing an attractive and functional UI is a major part of SPA development. While Bootstrap has long been a favorite for rapid UI design, developers now often compare Bootstrap Vs React - which is best framework for SPA development. 

Bootstrap provides pre-built UI components, making it ideal for quick prototypes. However, React’s modular, reusable components give developers the freedom to create highly customized interfaces. In the context of SPAs, React offers better performance and more scalability, making it the preferred choice among developers aiming for long-term flexibility. 

React JS Development for Custom Web Application Development 

No two businesses are alike, which is why React JS Development is often chosen for building tailored SPAs that meet specific business needs. Whether it’s a dashboard, eCommerce store, or content management system, React offers the flexibility to design applications that scale with your organization. 

For businesses looking to invest in Custom Web Application Development, React's ecosystem supports state management (like Redux), API integrations, and dynamic content loading. These features ensure that the SPA is not only responsive but also intuitive and aligned with user expectations. 

Book an Appointment 

Ready to take your digital presence to the next level? Book an appointment with our React JS experts and find out how we can bring your SPA vision to life. 

React JS and MEAN Stack Development Integration 

While React JS is often paired with various backend technologies, one common and effective combination is seen in MEAN Stack Development. This stack includes MongoDB, Express.js, Angular (or React as a replacement), and Node.js. In many modern projects, developers substitute Angular with React for better component control and flexibility. 

Integrating React JS Development into the MEAN stack allows for real-time functionality, faster page loads, and seamless single-page navigation—perfect for businesses looking for speed and performance in their applications. 

Why SPAs and React JS are a Perfect Match 

Single Page Applications need to be fast, dynamic, and interactive. React JS Development delivers on all fronts with features like: 

Virtual DOM for rapid UI updates 

Component-based architecture for better reusability 

Declarative code that makes debugging easier 

React’s ability to render components without refreshing the entire page ensures a smoother user experience. This is especially important for SPAs, where maintaining application state and providing instant feedback is crucial. 

Real-World Examples of React JS in Action 

Many industry leaders use React JS Development to build their SPAs. Platforms like Facebook, Instagram, and Airbnb rely on React for its efficiency and scalability. These applications are expected to handle millions of interactions per day, and React’s architecture helps make that possible. 

These real-world applications show how investing in React JS Development can provide the foundation for a responsive and high-performing digital product. 

Final Thoughts: React is the Future of SPA Development 

React JS isn’t just a trend—it’s a long-term solution for businesses aiming to stay competitive. With its robust ecosystem, reusable components, and integration capabilities, React JS Development enables companies to build scalable, high-performance Single Page Applications efficiently. 

Whether you're a startup or an enterprise, React empowers you to create engaging, user-centric experiences that drive results. Don't wait—book an appointment with our development team and start building your next-gen web application today. 

[blogbyrajesh]

Corporate Hackathon: Driving Innovation from Within

In today’s competitive and fast-evolving digital landscape, innovation isn't just a buzzword—it's a necessity. While businesses invest heavily in R&D and product development, many are now turning to an often underutilized internal resource: their own employees. A corporate hackathon is one of the most effective tools to tap into this potential, offering companies a fresh, fast-paced approach to problem-solving and ideation.

Whether you're a startup or a Fortune 500 company, organizing a hackathon within your organization can spark innovation, boost morale, and even lead to breakthrough products or services.

What is a Corporate Hackathon?

A corporate hackathon is an internal event where employees from different departments—tech, marketing, operations, HR, and more—come together to solve company-specific challenges. Over the course of 24 to 72 hours, cross-functional teams collaborate on innovative solutions that align with the business’s strategic goals.

Unlike traditional brainstorming sessions or meetings, a hackathon breaks hierarchical barriers and encourages creative thinking in a high-energy, risk-tolerant environment.

Why Corporates are Embracing the Hackathon Model

1. Fuels a Culture of Innovation

A corporate hackathon shifts the mindset from "what's always been done" to "what could be done." Employees are encouraged to think outside the box, experiment, and propose bold ideas without fear of failure.

2. Cross-Functional Collaboration

One of the biggest advantages of a hackathon is bringing together people from different teams who might never interact otherwise. The result? Diverse ideas, broader perspectives, and unexpected synergies.

3. Rapid Prototyping and Iteration

Instead of taking weeks or months to research and develop a solution, a hackathon encourages teams to build working prototypes quickly. This “fail fast, learn faster” approach helps companies test ideas with minimal resources.

4. Employee Engagement and Retention

Participating in a hackathon can be deeply fulfilling. Employees feel valued when their voices are heard and their ideas taken seriously. This leads to higher job satisfaction, better retention, and stronger team dynamics.

5. Discover In-House Talent

Hackathons often reveal hidden gems—employees who show unexpected leadership, creativity, or technical depth. This can inform hiring, promotions, and future project assignments.

How to Organize a Corporate Hackathon

Step 1: Define the Challenge

Choose a theme or set of problems aligned with your business goals. Examples include:

Improving internal processes

Enhancing customer experience

Exploring new digital services

Optimizing logistics or operations

Leveraging AI or data analytics

Clear, focused challenges guide teams and ensure relevance.

Step 2: Set the Structure

Decide the hackathon format: onsite, virtual, or hybrid. Define rules, team size (usually 3–6 people), time limits, and judging criteria (such as innovation, usability, impact, and feasibility).

Step 3: Promote Internally

Use internal newsletters, HR platforms, and meetings to encourage sign-ups. Offer incentives—like prizes, recognition, or even implementation of the winning idea—to increase excitement and participation.

Step 4: Provide Tools and Support

Give teams access to the tools they need—tech platforms, APIs, data, etc. Arrange for mentors or department heads to provide guidance during the hackathon.

Step 5: Celebrate and Implement

End the event with demo presentations and an award ceremony. But don’t stop there—take the best ideas forward. Assign teams to refine them, run pilots, or integrate them into your roadmap.

Real-World Examples of Corporate Hackathons

Facebook’s Hackathons led to features like the "Like" button and Facebook Chat.

Airbnb uses internal hackathons to boost employee creativity, often yielding new product features.

Walmart and Amazon host regular hackathons to improve internal systems and the customer experience.

These examples show that even the biggest brands rely on hackathons to stay ahead.

Conclusion

A hackathon isn’t just for tech startups—it’s a powerful tool for any organization looking to innovate from within. Corporate hackathons unlock employee creativity, break silos, and deliver tangible business outcomes in record time.

If you’re ready to bring fresh energy into your workplace, start planning your first hackathon. Your next big idea might already be sitting inside your team—waiting for the right moment to shine.

[arctechnolabs1]

Real-Time Travel Fare Datasets: Airlines, Hotels & OTAs

Introduction

In 2025, dynamic pricing has become the cornerstone of travel industry growth. From fluctuating airfares to limited hotel availability, travel businesses must constantly track and respond to real-time market changes. However, staying updated across global platforms like Booking.com, Emirates, Expedia, and Airbnb can be overwhelming without automation.

That’s where ArcTechnolabs steps in.

We specialize in pre-scraped, real-time fare datasets across the USA and UAE, tailored for the Travel & Hospitality industry. Whether you're building a fare aggregator, launching a hotel price comparison app, or optimizing dynamic pricing for airlines—our ready-to-use datasets put you ahead.

Why the USA & UAE?

Both regions represent high-demand and high-volume travel markets.

USA: World’s largest OTA and hotel market, with volatile fare trends across New York, LA, and San Francisco.

UAE: A global transit hub with fast-growing tourism in Dubai and Abu Dhabi.

By scraping and enriching fare data from top travel portals in these countries, ArcTechnolabs delivers actionable intelligence across flights, accommodations, and travel packages.

Airline Fare Dataset – USA & UAE

Sources Covered: Delta, Emirates, American Airlines, Etihad, United, Qatar Airways, Expedia, Skyscanner, Google Flights

What’s Included:AttributeDescriptionRoute (From – To)JFK → LAX, DXB → LHRAirline NameEmirates, United, etc.Travel DatesDeparture, ReturnFare PriceReal-time ticket priceFare TypeEconomy, Business, Premium EconomyBaggage InfoIncluded bags, chargesRefundabilityRefundable / Non-RefundableLast ScrapedTimestamp (hourly/daily)

Sample Data:FromToAirlineFareClassDateRefundableScrape TimeJFKDXBEmirates$920Economy2025-06-10Yes2:00 PM ESTLAXORDDelta$370Economy2025-06-11No2:05 PM EST

Hotel Pricing Dataset – Dubai, Abu Dhabi, New York, Las Vegas

Sources Covered: Booking.com, Agoda, MakeMyTrip, Airbnb, Expedia, Marriott, Hilton, Hotels.com

What’s Included:AttributeDescriptionHotel NameHilton, Burj Al Arab, etc.CityDubai, NYC, etc.Room TypeDeluxe, Suite, StudioPrice Per NightWith/without taxOccupancy Details2 Adults, 1 ChildAvailabilityIn Stock / Sold OutRatingsStars + User ScoreCancellationFree / Partial / No Cancellation

Sample Data:HotelCityRoom TypePrice (USD)RatingAvailabilityBurj Al ArabDubaiSuite$1,9904.8AvailableMarriott Times SqNYCDeluxe$4204.3Sold Out

OTA Fare Dataset – Multi-Platform Aggregation

We scrape fares from popular OTAs such as:

Booking.com

Agoda

MakeMyTrip

Expedia

Kayak

Hopper

Cleartrip

Goibibo

Key Features:

AttributeDescriptionPlatform NameExpedia, Booking, etc.Hotel/Airline ListingUnified listing from multiple providersFare DeltaFare differences by providerRoom/Fare TypeStandard, Non-refundable, PromoLink for RedirectionDirect booking linkPlatform Fee TrackingBooking fees, cleaning charges (Airbnb)

Use Cases for Travel & Hospitality Businesses

1. Dynamic Pricing for Travel Agencies

Compare fares hourly to adjust commission-based pricing for tours or bundles.

2. Fare Aggregator Development

Use real-time datasets to build or enhance apps comparing flights/hotels across platforms.

3. Revenue Management for Airlines/Hotels

Monitor competitor fare changes to revise pricing dynamically based on seat availability, season, or city demand.

4. Market Research & Fare Trend Analytics

Analyze average fare fluctuations by route, city, season, or property category.

5. AI-Driven Booking Assistants

Power smart chatbots or virtual agents with real-time pricing logic.

How Frequently Are Datasets Updated?

Dataset TypeUpdate FrequencyAirline FaresHourly via APIHotel PricingEvery 6 hours or nightlyOTA AggregatesDaily or on demand

We also offer:

Daily CSV/Excel reports

Real-time API streaming (JSON)

Historical trend datasets (up to 180 days)

How ArcTechnolabs Ensures Accuracy

Scraping through headless browsers & IP rotation

Price verification from multiple platforms

Timestamp-based price validation

Duplicate filtering & price correction algorithms

GDPR-compliant and legally safe scraping practices

Customization Options

Custom ParameterExamplesRegionUSA only, UAE only, multi-countryClass TypeOnly Business Class faresBrandsMarriott only, Hilton onlyOTA ScopeExpedia vs Booking onlyPrice Bracket< $500 / 3-Star Hotels onlyLanguage & CurrencyUSD / AED / EUR

City Coverage for 2025

USA (Top Cities)UAE (Top Cities)New York, Los AngelesDubai, Abu DhabiSan Francisco, ChicagoSharjahLas Vegas, MiamiAl Ain

How to Get Started with ArcTechnolabs Travel Fare Datasets

Request a Sample File (API or CSV)

Choose a Plan: Daily, Weekly, Real-Time

Customize by Platform, City, or Category

Integrate via API or Download Excel Reports

Visit ArcTechnolabs.com or contact our data solutions team for a free demo!

Conclusion

In a post-pandemic world where flexibility and speed drive travel decisions, real-time fare intelligence is a must-have. With ArcTechnolabs’ pre-scraped datasets for airlines, hotels, and OTAs in the USA and UAE, your team can act faster, price smarter, and build better booking experiences.

Let us help you build the future of travel pricing—today.

Source >> https://www.arctechnolabs.com/real-time-travel-fare-dataset-usa-uae.php

[codingbrushup]

Why CodingBrushup is the Ultimate Tool for Your Programming Skills Revamp

In today's fast-paced tech landscape, staying current with programming languages and frameworks is more important than ever. Whether you're a beginner looking to break into the world of development or a seasoned coder aiming to sharpen your skills, Coding Brushup is the perfect tool to help you revamp your programming knowledge. With its user-friendly features and comprehensive courses, Coding Brushup offers specialized resources to enhance your proficiency in languages like Java, Python, and frameworks such as React JS. In this blog, we’ll explore why Coding Brushup for Programming is the ultimate platform for improving your coding skills and boosting your career.

1. A Fresh Start with Java: Master the Fundamentals and Advanced Concepts

Java remains one of the most widely used programming languages in the world, especially for building large-scale applications, enterprise systems, and Android apps. However, it can be challenging to master Java’s syntax and complex libraries. This is where Coding Brushup shines.

For newcomers to Java or developers who have been away from the language for a while, CodingBrushup offers structured, in-depth tutorials that cover everything from basic syntax to advanced concepts like multithreading, file I/O, and networking. These interactive lessons help you brush up on core Java principles, making it easier to get back into coding without feeling overwhelmed.

The platform’s practice exercises and coding challenges further help reinforce the concepts you learn. You can start with simple exercises, such as writing a “Hello World” program, and gradually work your way up to more complicated tasks like creating a multi-threaded application. This step-by-step progression ensures that you gain confidence in your abilities as you go along.

Additionally, for those looking to prepare for Java certifications or technical interviews, CodingBrushup’s Java section is designed to simulate real-world interview questions and coding tests, giving you the tools you need to succeed in any professional setting.

2. Python: The Versatile Language for Every Developer

Python is another powerhouse in the programming world, known for its simplicity and versatility. From web development with Django and Flask to data science and machine learning with libraries like NumPy, Pandas, and TensorFlow, Python is a go-to language for a wide range of applications.

CodingBrushup offers an extensive Python course that is perfect for both beginners and experienced developers. Whether you're just starting with Python or need to brush up on more advanced topics, CodingBrushup’s interactive approach makes learning both efficient and fun.

One of the unique features of CodingBrushup is its ability to focus on real-world projects. You'll not only learn Python syntax but also build projects that involve web scraping, data visualization, and API integration. These hands-on projects allow you to apply your skills in real-world scenarios, preparing you for actual job roles such as a Python developer or data scientist.

For those looking to improve their problem-solving skills, CodingBrushup offers daily coding challenges that encourage you to think critically and efficiently, which is especially useful for coding interviews or competitive programming.

3. Level Up Your Front-End Development with React JS

In the world of front-end development, React JS has emerged as one of the most popular JavaScript libraries for building user interfaces. React is widely used by top companies like Facebook, Instagram, and Airbnb, making it an essential skill for modern web developers.

Learning React can sometimes be overwhelming due to its unique concepts such as JSX, state management, and component lifecycles. That’s where Coding Brushup excels, offering a structured React JS course designed to help you understand each concept in a digestible way.

Through CodingBrushup’s React JS tutorials, you'll learn how to:

Set up React applications using Create React App

Work with functional and class components

Manage state and props to pass data between components

Use React hooks like useState, useEffect, and useContext for cleaner code and better state management

Incorporate routing with React Router for multi-page applications

Optimize performance with React memoization techniques

The platform’s interactive coding environment lets you experiment with code directly, making learning React more hands-on. By building real-world projects like to-do apps, weather apps, or e-commerce platforms, you’ll learn not just the syntax but also how to structure complex web applications. This is especially useful for front-end developers looking to add React to their skillset.

4. Coding Brushup: The All-in-One Learning Platform

One of the best things about Coding Brushup is its all-in-one approach to learning. Instead of jumping between multiple platforms or textbooks, you can find everything you need in one place. CodingBrushup offers:

Interactive coding environments: Code directly in your browser with real-time feedback.

Comprehensive lessons: Detailed lessons that guide you from basic to advanced concepts in Java, Python, React JS, and other programming languages.

Project-based learning: Build projects that add to your portfolio, proving that you can apply your knowledge in practical settings.

Customizable difficulty levels: Choose courses and challenges that match your skill level, from beginner to advanced.

Code reviews: Get feedback on your code to improve quality and efficiency.

This structured learning approach allows developers to stay motivated, track progress, and continue to challenge themselves at their own pace. Whether you’re just getting started with programming or need to refresh your skills, Coding Brushup tailors its content to suit your needs.

5. Boost Your Career with Certifications

CodingBrushup isn’t just about learning code—it’s also about helping you land your dream job. After completing courses in Java, Python, or React JS, you can earn certifications that demonstrate your proficiency to potential employers.

Employers are constantly looking for developers who can quickly adapt to new languages and frameworks. By adding Coding Brushup certifications to your resume, you stand out in the competitive job market. Plus, the projects you build and the coding challenges you complete serve as tangible evidence of your skills.

6. Stay Current with Industry Trends

Technology is always evolving, and keeping up with the latest trends can be a challenge. Coding Brushup stays on top of these trends by regularly updating its content to include new libraries, frameworks, and best practices. For example, with the growing popularity of React Native for mobile app development or TensorFlow for machine learning, Coding Brushup ensures that developers have access to the latest resources and tools.

Additionally, Coding Brushup provides tutorials on new programming techniques and best practices, helping you stay at the forefront of the tech industry. Whether you’re learning about microservices, cloud computing, or containerization, CodingBrushup has you covered.

Conclusion

In the world of coding, continuous improvement is key to staying relevant and competitive. Coding Brushup offers the perfect solution for anyone looking to revamp their programming skills. With comprehensive courses on Java, Python, and React JS, interactive lessons, real-world projects, and career-boosting certifications, CodingBrushup is your one-stop shop for mastering the skills needed to succeed in today’s tech-driven world.

Whether you're preparing for a new job, transitioning to a different role, or just looking to challenge yourself, Coding Brushup has the tools you need to succeed.

[pcrtisuyog]

The Anatomy of a Full Stack App: Explained Step by Step

In today's digital landscape, the demand for dynamic, scalable, and efficient web applications has grown exponentially. Whether you're scrolling through social media, ordering food, or managing your finances online, chances are you're interacting with a full stack development solution. But what exactly goes into building a full-fledged web app? Let’s break down the anatomy of a full stack app, explained step by step, in a way that’s both technical and easy to grasp.

What is Full Stack Development?

Full stack development refers to the process of building both the front-end (client side) and back-end (server side) parts of a web application. A full stack developer is someone who can manage the entire development process — from designing user interfaces to setting up databases and handling APIs.

These developers work simultaneously across different layers of a web application, ensuring seamless functionality, performance, and integration.

Core Components of a Full Stack Application

To better understand how a full stack app works, let’s explore its primary components:

1. Front-End (Client Side)

This is what users interact with directly — the visible part of a web application.

Languages Used: HTML, CSS, JavaScript

Frameworks/Libraries: React.js, Angular, Vue.js

Responsibilities:

Designing responsive layouts

Creating dynamic content

Ensuring a smooth user experience

2. Back-End (Server Side)

This is the backbone of the app — responsible for business logic, database interactions, and server management.

Languages Used: Node.js, Python, Java, Ruby

Frameworks: Express.js, Django, Spring

Responsibilities:

Handling API requests

Data processing

User authentication

Interfacing with databases

3. Database Layer

Data needs a safe place to be stored and retrieved. That’s where databases come in.

Types:

Relational (e.g., MySQL, PostgreSQL)

Non-relational (e.g., MongoDB)

Functions:

Store user data

Handle queries

Manage relationships and data integrity

4. APIs (Application Programming Interfaces)

APIs act as a communication bridge between the front-end and back-end.

RESTful APIs or GraphQL are often used

Functions:

Fetching or sending data to the server

Enabling third-party service integration (e.g., payment gateways)

5. Version Control and Deployment

Developers often use tools like Git and platforms like GitHub to manage code simultaneously in teams.

Deployment Tools: Docker, Jenkins, Netlify, Vercel, Heroku

Cloud Services: AWS, Google Cloud, Microsoft Azure

Benefits:

Continuous integration and delivery

Collaboration across teams

Automated testing and rollback features

How All Layers Work Simultaneously

A standout feature of full stack development is how each layer works simultaneously to deliver a seamless user experience. For instance:

A user fills a form (Front-End)

The form data is sent via an API call (API Layer)

The server processes the request (Back-End)

Data is stored or retrieved from a database (Database Layer)

The response is sent back and displayed to the user (Front-End)

All of these processes happen within milliseconds — a true example of coordinated effort!

Benefits of Full Stack Development

Here are a few key advantages:

End-to-End Control: Developers understand the full picture and can work across the project’s architecture.

Faster Development: With a single person or team handling both sides, time is saved.

Better Problem Solving: Troubleshooting is easier when one person understands both client and server logic.

Cost-Effective: Hiring fewer developers for multiple tasks can save resources, especially for startups.

Real-World Examples of Full Stack Apps

eCommerce Platforms like Shopify

Social Media apps like Instagram

Booking Systems such as Airbnb

Productivity Tools like Trello

All these apps are powered by technologies built through full stack development, functioning simultaneously across all layers.

Final Thoughts

The anatomy of a full stack development project reveals a sophisticated, layered system where all parts work simultaneously to bring digital experiences to life. Whether you're a budding developer or a business aiming to launch a digital product, understanding these steps can empower you to build smarter and more efficient applications.

In a world where speed, reliability, and user satisfaction define success, full stack development continues to shape the future of web and software solutions — one layer at a time.

[guptatechweb]

React JS Development: The Ultimate Guide to Building Modern Web Applications

In the rapidly evolving world of web development, building fast, interactive, and scalable applications is no longer optional—it's essential. Among the many technologies available today, React JS development has emerged as a top choice for developers and businesses alike. Created by Facebook, React.js simplifies front-end development while delivering a superior user experience.

Whether you're a business owner exploring tech options or a developer seeking efficient tools, this guide covers everything you need to know about React JS development, its advantages, real-world applications, and why it continues to dominate the front-end ecosystem.

What is React.js?

React.js is an open-source JavaScript library used for building user interfaces—particularly single-page applications (SPAs). It allows developers to create reusable UI components that update in real time as data changes.

Unlike traditional web frameworks that manipulate the DOM (Document Object Model) directly, React uses a virtual DOM to optimize updates, making apps faster and more responsive.

Key Features of React JS Development

1. Component-Based Architecture

React promotes modular development. Instead of building large monolithic pages, developers create reusable components that make development faster and more organized.

2. Virtual DOM for High Performance

React’s virtual DOM efficiently updates only the changed parts of the UI, improving performance and reducing unnecessary re-renders.

3. Unidirectional Data Flow

Data flows in one direction, making application behavior more predictable and easier to debug.

4. JSX Syntax

JSX (JavaScript XML) allows developers to write HTML-like code within JavaScript, making UI code easier to read and maintain.

5. Strong Ecosystem and Community

With millions of developers worldwide and a vast number of open-source tools and libraries, React JS development benefits from a rich ecosystem.

Why Choose React JS Development?

Fast Development

React’s reusable components, efficient rendering, and active community support make development faster and easier.

Scalability

React can scale from a simple web widget to a full-fledged enterprise application with complex UI logic.

Cross-Platform Possibilities

React Native, a framework based on React.js, allows developers to build mobile apps for iOS and Android using the same codebase.

SEO-Friendly SPAs

Using server-side rendering (SSR) with tools like Next.js, React JS development can be optimized for search engines, solving one of SPA’s biggest issues.

Use Cases of React JS Development

React is used by some of the world’s largest companies, including Facebook, Netflix, Airbnb, and Uber. Common use cases include:

Single Page Applications (SPAs)

Dashboards and Admin Panels

E-commerce Frontends

Social Media Platforms

Real-time Chat and Messaging Apps

Interactive Data Visualizations

Tech Stack for React JS Development

React.js often works best when paired with other modern tools:

Frontend: React, Redux, Tailwind CSS, React Router

Backend: Node.js, Express.js

Database: MongoDB, PostgreSQL

Build Tools: Vite, Webpack, Babel

Deployment: Vercel, Netlify, Heroku

Getting Started with React JS Development

To begin your journey with React.js:

Install Node.js (if not already installed)

Create a new React project

Start building components, connecting APIs, and customizing your UI.

There are also advanced setups like Next.js for server-side rendering and static site generation.

Best Practices for React JS Development

Use functional components and Hooks instead of class components.

Keep components small and focused.

Use PropTypes or TypeScript for type checking.

Implement code splitting and lazy loading to improve performance.

Maintain a consistent folder structure and follow naming conventions.

React JS Development Trends in 2025

As of 2025, React.js continues to lead the front-end world due to:

Ongoing performance improvements

The rise of frameworks like Next.js and Remix

Enhanced support for concurrent rendering

Growing adoption in enterprise-level applications

React is not just a library—it's a central part of the modern development stack, and its role is only growing.

Conclusion

React JS development offers an unmatched combination of speed, efficiency, and flexibility for building user interfaces. Whether you're developing a simple dashboard or a complex web app, React gives you the tools to create clean, maintainable, and dynamic interfaces that users love.

If you're considering front-end development for your next project, investing in React JS development could be one of the smartest choices you make.

[brunhildeelke]

Hotel Booking App Development with Cost and Key Features Guide for Budget-friendly Solutions

If you’re in the hotel or hospitality business, one thing is clear: convenience has become currency. Guests no longer wait to call the front desk or scroll through travel sites. They expect to search, book, pay, and manage everything from their phones in seconds.

This sudden shift in user behavior, a cross worldwide combined with rapid travel tech evolution, is why hotel booking app development has become not just a digital upgrade, but a business necessity.

Whether you run a boutique hotel, a nationwide chain, or a new travel startup, having a mobile booking solution offers more than just ease; it brings control over your brand, revenue, and customer experience.

According to the Data Record Website: Business of Apps, the travel app industry generated $629 billion revenue in 2022, with hotels and accommodation responsible for the majority of that.

Here’s why 2025 is the right time to invest:

Post-pandemic travel is booming, with more users prioritizing mobile-first bookings.

Online travel agencies (OTAs) like Booking and Airbnb charge heavy commissions, so owning your app saves long-term costs.

Customer expectations are higher than ever because of AI and with the fast booking, real-time availability, and personalized experiences now the standard.

AI and automation can now simplify everything from guest communication to dynamic pricing.

In short, a custom hotel booking app can turn one-time guests into loyal customers and set your business up for long-term success.

1. Frontend – What the User Sees and Interacts With

This is the guest-facing side of your app. It includes the user interface (UI), design elements, and booking flow.

A well-built frontend should allow users to:

Search hotels based on location, dates, pricing, and room type

View hotel listings with images, reviews, amenities, and descriptions

Check real-time availability of rooms

Securely book and pay through integrated payment gateways

Manage bookings, cancellations, and customer profiles

A seamless frontend experience makes all the difference, especially in the travel space where users expect fast, intuitive interactions.

2. Backend – The Brain Behind the App

The backend powers all the logic, data handling, and third-party integrations that make your app functional.

Here’s what it typically includes:

Database systems to store hotel listings, user data, bookings, and payment history

APIs and integrations to connect with maps, calendar, property management systems (PMS), and payment processors like Stripe or Razorpay

Admin dashboard for hotel owners to manage availability, pricing, offers, and customer communication.

Security protocols to ensure data privacy, authentication, and payment safety

Cloud infrastructure (like AWS or Firebase) for scalability and uptime

Together, the frontend and backend create a smooth booking experience that’s accessible 24/7, whether your guest is booking from across the world or down the street.

What Are the Critical Features of a Hotel Booking Application?

When the end users download a hotel booking app, whether from 3rd party platform or Android Play Store or an iOS Store platform, they’re not just looking for booking room online rooms. They expect convenience, trust, and control.

That means your app needs more than just a booking button. It needs the right features to simplify the experience, personalize the journey, and build long-term loyalty.

Here’s a detailed look at the essential features your hotel booking app should have:

Smart Search with Filters

Allow users to search by city, check-in/check-out dates, price range, ratings, amenities, and more. The more relevant the filters are, the faster users find what they want.

Real-Time Availability and Room Selection

Your app must reflect live room inventory, so users never face overbooking or incorrect listings. Integrating with your property management system (PMS) ensures this accuracy.

Detailed Hotel and Room Profiles

Each listing should include high-quality images, amenity details, policies, room descriptions, and guest reviews. Think of this or imagine it as your digital shop.

Secure Booking and Payment Gateway

Support for credit/debit cards, mobile wallets, and even UPI or PayPal, depending on your target market. It also includes SSL encryption, OTP verification, and easy refunds.

Booking Management Dashboard

Guests should be able to view, modify, or cancel bookings easily. Add calendar sync and in-app reminders to enhance usability.

Ratings and Reviews

User-generated reviews build trust and drive decisions. Encourage feedback and display ratings prominently to help new users convert faster.

Multi-Language and Multi-Currency Support

If you're targeting international travelers, this isn’t optional. It helps create a seamless experience and boosts booking confidence.

Push Notifications and Offers

Use notifications to share last-minute deals, loyalty rewards, or booking reminders. Personalization increases open rates and re-engagement.

In-App Chat or Support

Allow users to chat with support teams or hotel staff for questions, changes, or special requests, all within the app.

Loyalty Programs and User Profiles

Let users earn rewards, save preferences, and track past bookings through a personalized profile. Great for retention and upselling.

What Features Does AI Bring to Hotel Booking App Development?

In 2025 and beyond, hotel booking apps aren’t just digital reservation systems; they’re becoming intelligent travel assistants. Thanks to Artificial Intelligence, modern apps can learn from user behavior, automate complex tasks, and deliver real-time personalization that feels natural and effortless.

If you're serious about building a future-ready product, integrating AI is no longer optional; it’s a strategic advantage.

Here’s how AI takes hotel booking app development to the next level:

Personalized Hotel Recommendations

Artificial general intelligence (AI) deeply analyzes user preferences, location history, budget, and past booking data with the help of Predictive Analytics to suggest tailored hotels. This creates a curated experience that increases conversion rates and guest satisfaction.

Dynamic Pricing and Revenue Optimization

Different AI algorithms can automatically adjust room rates based on demand, seasonality, local events, competitor pricing, and past data Predictive Analytics. This ensures competitive pricing while maximizing profits without manual effort.

Predictive Demand Forecasting

Predictive Analytics in AI helps hotel owners forecast booking trends, occupancy rates, and peak periods using a minimum of 6 months of historical data. With this insight, they can optimize marketing campaigns, staffing, and inventory.

AI-Powered Chatbots and Virtual Assistants

Live Chatbots can handle multiple booking queries, check-in instructions, or FAQs 24/7, reducing the load on hotel staff while improving response time. Live assistants can also upsell room upgrades or services based on guest profiles.

Sentiment Analysis from Reviews

AI tools can scan guest reviews to detect sentiment trends, flagging potential issues like cleanliness or staff behavior. It gives hotel managers valuable feedback in real time.

Fraud Detection and Booking Verification

Machine learning (ML) models can spot suspicious payment behavior, prevent double bookings, flag unusual activity, and reduce risks.

By embedding these AI-powered fraud detection features into your hotel booking app, you're not just offering convenience but creating a more intelligent, intuitive, and profitable booking ecosystem.

Now, The Question is, how to Develop a Hotel Booking App with AI?

So now that you know what AI can do, the big question is: how do you actually build it into your hotel booking application?

Developing an intelligent, AI-enabled app isn’t just about adding a live chatbot or smart recommendations system. It’s about planning your tech stack, choosing the right AI models, and working with a development team that understands completely both travel and ML.

Here’s a simplified roadmap on how to develop a hotel booking app with AI:

1. Start With the Right Problem

Start by identifying the areas of your booking flow where AI can drive measurable impact. Is it in delivering personalized search results, optimizing dynamic pricing, or extracting insights from guest reviews?

A well-defined use case ensures AI integration delivers real value, not just buzzword appeal.

2. Collect and Structure the Right Data

AI needs fuel, and that fuel is data. Gather insights from booking behavior, user preferences, cancellation rates, seasonal trends, and review sentiment. Ensure your data is clean, relevant, and ethically sourced to support accurate, responsible AI decisions.

3. Choose Your AI Tools and APIs

There are plenty of ready-made AI tools that you don’t have to build from scratch:

Chatbots: Google Dialogflow, Microsoft Bot Framework

Recommendation engines: Amazon Personalize, TensorFlow

NLP sentiment analysis: IBM Watson, MonkeyLearn

Dynamic pricing: Custom ML models via Python or third-party tools

Choose based on your tech stack, goals, and integration requirements.

4. Work With AI-Capable Developers

AI isn’t plug-and-play. You’ll need machine learning engineers and app developers to train models, build APIs, and test outputs in real booking scenarios. That’s where a specialized team really matters.

5. Test and Refine Before Launch

Once AI is integrated, test your system with real users.

Does the chatbot give relevant answers?

Are recommendations useful?

Is pricing logic working as intended?

Fine-tune is based on real data, not assumptions.

What Is the Cost to Develop a Hotel Booking App in 2025?

Let’s talk numbers.

Whether you're a hotel owner building an in-house solution or a tech startup launching the next big travel platform, understanding the development cost is critical for planning, funding, and long-term scaling.

The truth is there’s no one-size-fits-all price. Your total investment will depend on app complexity, team size, platform (iOS, Android, Web), and, of course, whether you’re integrating AI.

But to give you a realistic picture, here’s what you can expect:

For a basic hotel booking app without AI, designed with essential features like search, listing, booking, and payment, you can expect to spend between $20,000 and $40,000. This is ideal for single-property hotels or early-stage MVPs.

If you're building a mid-level app with standard functionalities such as reviews, filters, profile management, and limited admin tools, the development cost typically falls in the range of $40,000 to $75,000. These apps are more scalable and suitable for small hotel chains or regional brands.

Now, if you’re integrating AI-powered features like personalized recommendations, dynamic pricing, or smart chatbots, the cost increases accordingly. A full-featured hotel booking app with AI integration can range from approx. $75,000 to $150,000 or more, depending on the complexity of the AI models and third-party tools used.

At the high end, an enterprise-grade hotel booking platform built with fully customized AI systems, multi-property support, deep analytics, and backend automation could cost $150,000 to $300,000+. These are typically used by large chains or tech-first hospitality platforms with global ambitions.

Ongoing Costs to Keep in Mind:

App maintenance and updates

Server and cloud infrastructure (especially with AI models)

Customer support or chatbot tuning

App Store/Play Store publishing fees

Performance monitoring and analytics

The bottom line? If you truly want to build a hotel booking app that users trust and that scales with your business, it’s worth investing in quality.

A well-structured build not only avoids technical debt but improves customer retention, reduces manual work, and sets you up for long-term revenue.

How Do You Choose the Right Hotel Booking App Development Company?

Picking the right custom development partner can make or break your hotel booking application or website. It’s not just about writing code; it’s about working with a technical professional that deeply understands AI, ML and the online hospitality industry and has proven experience in it. The right partner knows how different users think and has the technical depth to deliver a reliable, scalable product.

Here’s what to look for when evaluating a hotel booking app development company in India (IN) or in United States (USA):

First, check for industry-specific experience. Has the team built booking platforms before? Do they understand the needs of travelers, hoteliers, and operations teams? A company that’s worked with hospitality brands will ask better questions and deliver smarter features.

Next, evaluate their AI and integration capabilities. If you plan to build a smart app with dynamic pricing, recommendation engines, or chatbot support, the team needs experience in machine learning, third-party API integrations, and tools like Firebase, Dialogflow, or AWS.

UI/UX design is equally important. The company should have in-house designers who understand how to build clean, intuitive, mobile-first interfaces that convert casual browsers into loyal bookers.

Transparency matters, too. A trustworthy partner will walk you through the development roadmap, share milestones, and break down costs upfront, with no guesswork and no fluff. Ask about their development methodology, whether they work in agile sprints, and how often they provide updates or a real time demos.

Finally, look for post-launch support. Your hotel booking app isn’t a one-time project; it’s a digital product that needs updates, improvements, and fast fixes when issues arise.

Choose a team that offers maintenance, monitoring, and ongoing performance tuning.

In summary, the best hotel booking app development company won’t just code your idea. They’ll help you shape it strategically, build it efficiently, and grow it confidently.

Is Building Your Own Hotel Booking App Worth It?

If you’ve made it this far, you’re likely still asking yourself the most important question:

Is developing a hotel booking app actually worth the investment?

The short answer? Yes, if you think long-term.

Owning your own hotel booking app gives you full control over how guests interact with your brand. Instead of relying on third-party platforms that take hefty commissions and limit customer data access, a custom app puts you in charge of the entire guest journey, from search to checkout to follow-up.

It also opens the door to meaningful innovation. With AI-powered personalization, real-time booking visibility, and in-app communication, you’re able to deliver a smoother, smarter, and more memorable experience, which translates to better reviews, more repeat guests, and increased revenue.

For new or old startups and hotel chains alike, this isn’t just about keeping up; it’s about leading. As the hospitality industry leans more into mobile-first experiences and automation, early adopters of intelligent booking platforms will have a clear competitive advantage.

That said, success depends on choosing the right tech stack, building the right features, and partnering with a hotel booking app development company that knows how to deliver measurable results.

Build a Hotel Booking App That Guests Trust

Ready to create a high-performance, AI-powered hotel booking app?

Kody Technolab can help you turn that vision into a scalable, guest-friendly platform. Let’s build something travelers and your business will love.

[actowiz-123]

Airbnb Data API | Scrape Airbnb Listings

Unlock valuable insights with the Airbnb Data API - Seamlessly scrape Airbnb listings and access comprehensive property data for smarter decisions and enhanced experiences.

[iwebscrapingblogs]

Airbnb’s data sets are an easy way for hosts and guests alike to understand better how Airbnb works and how it can help you make more money. Data sets like pricing data and how many guests you can expect to book at your property for each date are helpful for future planning and booking. Airbnb’s data sets help to provide transparency for both parties so that there are fewer surprises on either side of the rental process.

[webscrapingservicescompany]

How To Scrape Airbnb Listing Data Using Python And Beautiful Soup: A Step-By-Step Guide

The travel industry is a huge business, set to grow exponentially in coming years. It revolves around movement of people from one place to another, encompassing the various amenities and accommodations they need during their travels. This concept shares a strong connection with sectors such as hospitality and the hotel industry.

Here, it becomes prudent to mention Airbnb. Airbnb stands out as a well-known online platform that empowers people to list, explore, and reserve lodging and accommodation choices, typically in private homes, offering an alternative to the conventional hotel and inn experience.

Scraping Airbnb listings data entails the process of retrieving or collecting data from Airbnb property listings. To Scrape Data from Airbnb's website successfully, you need to understand how Airbnb's listing data works. This blog will guide us how to scrape Airbnb listing data.

What Is Airbnb Scraping?

Airbnb serves as a well-known online platform enabling individuals to rent out their homes or apartments to travelers. Utilizing Airbnb offers advantages such as access to extensive property details like prices, availability, and reviews.

Data from Airbnb is like a treasure trove of valuable knowledge, not just numbers and words. It can help you do better than your rivals. If you use the Airbnb scraper tool, you can easily get this useful information.

Effectively scraping Airbnb’s website data requires comprehension of its architecture. Property information, listings, and reviews are stored in a database, with the website using APIs to fetch and display this data. To scrape the details, one must interact with these APIs and retrieve the data in the preferred format.

In essence, Airbnb listing scraping involves extracting or scraping Airbnb listings data. This data encompasses various aspects such as listing prices, locations, amenities, reviews, and ratings, providing a vast pool of data.

What Are the Types of Data Available on Airbnb?

Navigating via Airbnb's online world uncovers a wealth of data. To begin with, property details, like data such as the property type, location, nightly price, and the count of bedrooms and bathrooms. Also, amenities (like Wi-Fi, a pool, or a fully-equipped kitchen) and the times for check-in and check-out. Then, there is data about the hosts and guest reviews and details about property availability.

Here's a simplified table to provide a better overview:

Property Details Data regarding the property, including its category, location, cost, number of rooms, available features, and check-in/check-out schedules.

Host Information Information about the property's owner, encompassing their name, response time, and the number of properties they oversee.

Guest Reviews Ratings and written feedback from previous property guests.

Booking Availability Data on property availability, whether it's available for booking or already booked, and the minimum required stay.

Why Is the Airbnb Data Important?

Extracting data from Airbnb has many advantages for different reasons:

Market Research

Scraping Airbnb listing data helps you gather information about the rental market. You can learn about prices, property features, and how often places get rented. It is useful for understanding the market, finding good investment opportunities, and knowing what customers like.

Getting to Know Your Competitor

By scraping Airbnb listings data, you can discover what other companies in your industry are doing. You'll learn about their offerings, pricing, and customer opinions.

Evaluating Properties

Scraping Airbnb listing data lets you look at properties similar to yours. You can see how often they get booked, what they charge per night, and what guests think of them. It helps you set the prices right, make your property better, and make guests happier.

Smart Decision-Making

With scraped Airbnb listing data, you can make smart choices about buying properties, managing your portfolio, and deciding where to invest. The data can tell you which places are popular, what guests want, and what is trendy in the vacation rental market.

Personalizing and Targeting

By analyzing scraped Airbnb listing data, you can learn what your customers like. You can find out about popular features, the best neighborhoods, or unique things guests want. Next, you can change what you offer to fit what your customers like.

Automating and Saving Time

Instead of typing everything yourself, web scraping lets a computer do it for you automatically and for a lot of data. It saves you time and money and ensures you have scraped Airbnb listing data.

Is It Legal to Scrape Airbnb Data?

Collecting Airbnb listing data that is publicly visible on the internet is okay, as long as you follow the rules and regulations. However, things can get stricter if you are trying to gather data that includes personal info, and Airbnb has copyrights on that.

Most of the time, websites like Airbnb do not let automatic tools gather information unless they give permission. It is one of the rules you follow when you use their service. However, the specific rules can change depending on the country and its policies about automated tools and unauthorized access to systems.

How To Scrape Airbnb Listing Data Using Python and Beautiful Soup?

Websites related to travel, like Airbnb, have a lot of useful information. This guide will show you how to scrape Airbnb listing data using Python and Beautiful Soup. The information you collect can be used for various things, like studying market trends, setting competitive prices, understanding what guests think from their reviews, or even making your recommendation system.

We will use Python as a programming language as it is perfect for prototyping, has an extensive online community, and is a go-to language for many. Also, there are a lot of libraries for basically everything one could need. Two of them will be our main tools today:

Beautiful Soup — Allows easy scraping of data from HTML documents

Selenium — A multi-purpose tool for automating web-browser actions

Getting Ready to Scrape Data

Now, let us think about how users scrape Airbnb listing data. They start by entering the destination, specify dates then click "search." Airbnb shows them lots of places.

This first page is like a search page with many options. But there is only a brief data about each.

After browsing for a while, the person clicks on one of the places. It takes them to a detailed page with lots of information about that specific place.

We want to get all the useful information, so we will deal with both the search page and the detailed page. But we also need to find a way to get info from the listings that are not on the first search page.

Usually, there are 20 results on one search page, and for each place, you can go up to 15 pages deep (after that, Airbnb says no more).

It seems quite straightforward. For our program, we have two main tasks:

looking at a search page, and getting data from a detailed page.

So, let us begin writing some code now!

Getting the listings

Using Python to scrape Airbnb listing data web pages is very easy. Here is the function that extracts the webpage and turns it into something we can work with called Beautiful Soup.

def scrape_page(page_url): """Extracts HTML from a webpage""" answer = requests.get(page_url) content = answer.content soup = BeautifulSoup(content, features='html.parser') return soup

Beautiful Soup helps us move around an HTML page and get its parts. For example, if we want to take the words from a “div” object with a class called "foobar" we can do it like this:

text = soup.find("div", {"class": "foobar"}).get_text()

On Airbnb's listing data search page, what we are looking for are separate listings. To get to them, we need to tell our program which kinds of tags and names to look for. A simple way to do this is to use a tool in Chrome called the developer tool (press F12).

The listing is inside a "div" object with the class name "8s3ctt." Also, we know that each search page has 20 different listings. We can take all of them together using a Beautiful Soup tool called "findAll.

def extract_listing(page_url): """Extracts listings from an Airbnb search page""" page_soup = scrape_page(page_url) listings = page_soup.findAll("div", {"class": "_8s3ctt"}) return listings

Getting Basic Info from Listings

When we check the detailed pages, we can get the main info about the Airbnb listings data, like the name, total price, average rating, and more.

All this info is in different HTML objects as parts of the webpage, with different names. So, we could write multiple single extractions -to get each piece:

name = soup.find('div', {'class':'_hxt6u1e'}).get('aria-label') price = soup.find('span', {'class':'_1p7iugi'}).get_text() ...

However, I chose to overcomplicate right from the beginning of the project by creating a single function that can be used again and again to get various things on the page.

def extract_element_data(soup, params): """Extracts data from a specified HTML element"""

# 1. Find the right tag

if 'class' in params: elements_found = soup.find_all(params['tag'], params['class']) else: elements_found = soup.find_all(params['tag'])

# 2. Extract text from these tags

if 'get' in params: element_texts = [el.get(params['get']) for el in elements_found] else: element_texts = [el.get_text() for el in elements_found]

# 3. Select a particular text or concatenate all of them tag_order = params.get('order', 0) if tag_order == -1: output = '**__**'.join(element_texts) else: output = element_texts[tag_order] return output

Now, we've got everything we need to go through the entire page with all the listings and collect basic details from each one. I'm showing you an example of how to get only two details here, but you can find the complete code in a git repository.

RULES_SEARCH_PAGE = { 'name': {'tag': 'div', 'class': '_hxt6u1e', 'get': 'aria-label'}, 'rooms': {'tag': 'div', 'class': '_kqh46o', 'order': 0}, } listing_soups = extract_listing(page_url) features_list = [] for listing in listing_soups: features_dict = {} for feature in RULES_SEARCH_PAGE: features_dict[feature] = extract_element_data(listing, RULES_SEARCH_PAGE[feature]) features_list.append(features_dict)

Getting All the Pages for One Place

Having more is usually better, especially when it comes to data. Scraping Airbnb listing data lets us see up to 300 listings for one place, and we are going to scrape them all.

There are different ways to go through the pages of search results. It is easiest to see how the web address (URL) changes when we click on the "next page" button and then make our program do the same thing.

All we have to do is add a thing called "items_offset" to our initial URL. It will help us create a list with all the links in one place.

def build_urls(url, listings_per_page=20, pages_per_location=15): """Builds links for all search pages for a given location""" url_list = [] for i in range(pages_per_location): offset = listings_per_page * i url_pagination = url + f'&items_offset={offset}' url_list.append(url_pagination) return url_list

We have completed half of the job now. We can run our program to gather basic details for all the listings in one place. We just need to provide the starting link, and things are about to get even more exciting.

Dynamic Pages

It takes some time for a detailed page to fully load. It takes around 3-4 seconds. Before that, we could only see the base HTML of the webpage without all the listing details we wanted to collect.

Sadly, the "requests" tool doesn't allow us to wait until everything on the page is loaded. But Selenium does. Selenium can work just like a person, waiting for all the cool website things to show up, scrolling, clicking buttons, filling out forms, and more.

Now, we plan to wait for things to appear and then click on them. To get information about the amenities and price, we need to click on certain parts.

To sum it up, here is what we are going to do:

Start up Selenium.

Open a detailed page.

Wait for the buttons to show up.

Click on the buttons.

Wait a little longer for everything to load.

Get the HTML code.

Let us put them into a Python function.

def extract_soup_js(listing_url, waiting_time=[5, 1]): """Extracts HTML from JS pages: open, wait, click, wait, extract""" options = Options() options.add_argument('--headless') options.add_argument('--no-sandbox') driver = webdriver.Chrome(options=options) driver.get(listing_url) time.sleep(waiting_time[0]) try: driver.find_element_by_class_name('_13e0raay').click() except: pass # amenities button not found try: driver.find_element_by_class_name('_gby1jkw').click() except: pass # prices button not found time.sleep(waiting_time[1]) detail_page = driver.page_source driver.quit() return BeautifulSoup(detail_page, features='html.parser')

Now, extracting detailed info from the listings is quite straightforward because we have everything we need. All we have to do is carefully look at the webpage using a tool in Chrome called the developer tool. We write down the names and names of the HTML parts, put all of that into a tool called "extract_element_data.py" and we will have the data we want.

Running Multiple Things at Once

Getting info from all 15 search pages in one location is pretty quick. When we deal with one detailed page, it takes about just 5 to 6 seconds because we have to wait for the page to fully appear. But, the fact is the CPU is only using about 3% to 8% of its power.

So. instead of going to 300 webpages one by one in a big loop, we can split the webpage addresses into groups and go through these groups one by one. To find the best group size, we have to try different options.

from multiprocessing import Pool with Pool(8) as pool: result = pool.map(scrape_detail_page, url_list)

The Outcome

After turning our tools into a neat little program and running it for a location, we obtained our initial dataset.

The challenging aspect of dealing with real-world data is that it's often imperfect. There are columns with no information, many fields need cleaning and adjustments. Some details turned out to be not very useful, as they are either always empty or filled with the same values.

There's room for improving the script in some ways. We could experiment with different parallelization approaches to make it faster. Investigating how long it takes for the web pages to load can help reduce the number of empty columns.

To Sum It Up

We've mastered:

Scraping Airbnb listing data using Python and Beautiful Soup.

Handling dynamic pages using Selenium.

Running the script in parallel using multiprocessing.

Conclusion

Web scraping today offers user-friendly tools, which makes it easy to use. Whether you are a coding pro or a curious beginner, you can start scraping Airbnb listing data with confidence. And remember, it's not just about collecting data – it's also about understanding and using it.

The fundamental rules remain the same, whether you're scraping Airbnb listing data or any other website, start by determining the data you need. Then, select a tool to collect that data from the web. Finally, verify the data it retrieves. Using this info, you can make better decisions for your business and come up with better plans to sell things.

So, be ready to tap into the power of web scraping and elevate your sales game. Remember that there's a wealth of Airbnb data waiting for you to explore. Get started with an Airbnb scraper today, and you'll be amazed at the valuable data you can uncover. In the world of sales, knowledge truly is power.

[sruthypm]

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💻 Master the Future of Web Development with the Advanced MERN Stack Course in Kochi – Only at Techmindz

In a digital-first world where technology evolves by the second, developers who can build fast, scalable, and dynamic web applications are the real game-changers. And guess what powers many of today’s most successful platforms like Netflix, Uber, and Airbnb? You got it — the MERN Stack.

If you're serious about leveling up your web development skills and becoming job-ready for high-paying roles, the smartest decision you can make is enrolling in the Advanced MERN Stack Course in Kochi at Techmindz — Kerala’s leading tech-skilling institute.

🚀 What is MERN and Why is It So Powerful?

MERN is a full-stack JavaScript framework that combines:

MongoDB – A flexible NoSQL database

Express.js – A robust Node.js web framework

React.js – A fast, user-friendly front-end library

Node.js – A scalable runtime environment for JavaScript

Together, they allow you to build entire web applications — front-end to back-end — using just one programming language: JavaScript. That means faster development, fewer bugs, and better performance.

🌟 Why Choose Techmindz for an Advanced MERN Stack Course in Kochi?

At Techmindz, we believe in more than just teaching code — we’re here to shape future tech leaders.

Here’s Why Our Course Stands Out:

✅ Advanced-Level Training – Go beyond basics to master real-world concepts like authentication, API security, Redux, deployment, and testing ✅ Build Real Applications – E-commerce platforms, admin dashboards, chat apps, and more ✅ Industry Experts as Mentors – Learn directly from experienced developers who work on global projects ✅ Placement-Focused Approach – Resume polishing, mock interviews, LinkedIn branding & job referrals ✅ Modern Learning Modes – Choose classroom sessions at our Kochi campus or attend live online batches

📚 What You'll Learn in This Advanced MERN Stack Program

🔹 Front-End (React.js):

Hooks, Context API, Redux Toolkit

Component-based architecture

Routing, Forms, API calls

UI/UX best practices

🔹 Back-End (Node.js & Express):

RESTful API design

Authentication with JWT

Middleware and error handling

MVC pattern & scalable code architecture

🔹 Database (MongoDB):

Data modeling with Mongoose

CRUD operations

Schema design and validation

Integrating MongoDB Atlas

🔹 Advanced Concepts:

Payment gateways (e.g., Razorpay, Stripe)

File uploads

Admin panels with role-based access

Deployment using Render, Vercel, or AWS

🔹 Capstone Project: Build and deploy a fully functioning MERN-based web app with real-world functionality.

🎓 Who Can Enroll?

This course is ideal for:

Graduates in Computer Science or IT

Front-end developers aiming to master backend skills

Junior developers looking to move up in their career

Career changers wanting to break into full-stack development

Freelancers or entrepreneurs building their own products

Some prior coding experience is recommended, but not mandatory.

📍 Study at the Heart of Kerala’s Tech Hub – Kochi

Our training center is located near Infopark, Kochi, surrounded by tech companies, startups, and innovation hubs. The environment is built to inspire creativity and productivity.

Can’t make it in person? No worries — we offer fully interactive online batches with the same hands-on experience.

🎯 Don’t Just Learn — Create. Build. Launch.

If you're ready to turn your passion for coding into a rewarding tech career, don’t wait. With the Advanced MERN Stack Course in Kochi at Techmindz, you’ll gain the skills, confidence, and portfolio to make it happen.

📞 Call us now to speak with a career counselor 📍 Visit our Kochi campus or 💻 Register for the next online batch

Techmindz – Where Developers Are Made.

[tccicomputercoaching]

Learn React Js at TCCI

Introduction

Learn React JS at TCCI and build dynamic web functionality while developing powerful web applications. React JS is the best option for contemporary web development. Therefore, Tririd Computer Coaching Institute offers a full-fledged React JS training program enabling all students to master the foundation and advanced concept applications of React.

Why Learn React JS?

React JS is one of the leading technologies leveraged by on-demand giants like Facebook, Instagram, Airbnb, and Netflix for creating an awe-inspiring content front. Here is why you should be learning React.

Heightened Market Demand: Since React is one of the key demands in the IT industry, React developers are sought-after.

Component-Based Architecture: Results in Highly Efficient Scalable Websites Built with Ease.: Component-based architecture results in one of the most highly efficient scalable websites being built with the least effort.

Flexibility: It can easily integrate with other technologies and frameworks.

Fast Performance: Virtual DOM provides a faster update and rendering speed.

About TCCI (Tririd Computer Coaching Institute)

TCCI is a premier computer coaching institute in Ahmedabad, offering specialized programs and training courses in programming and web development and has expert trainers and an industry-relevant curriculum with quality virtual learning for improving technical skills in students.

React JS Course at TCCI

Course Perspective

From the basic to the advanced concepts of React JS, TCCI offers practical knowledge through real-world projects.

Who can Join?

Freshers aspiring to get into web development.

Developers who want to update their skill set.

Students and professionals with an interest in front-end development.

Topics Covered in Training on React JS

JavaScript ES6+ – Arrow functions, promises, Async/Await

JSX and Components – Understanding JSX and reusing components

States and Props – Managing data related to components

React Hooks – useState, useEffect, useContext

Event Handling – Handle user operations

Routing in React – Routing in React applications

Integration APIs – API fetch

Redux – state management of large applications

Deployment & Best Practices – Advantages of dynamic react app deployment.

Hands-on Learning Initiative

At TCCI, we attune with practical learning:

Real-world project experiences during which students gain firsthand industry exposure.

Live coding sessions ensure hands-on learning.

Assignments to solidify concepts learnt.

Benefits of Learning React JS in TCCI

Expert Faculty - will learn from experts to access the complete experience.

Flexible Learning - Classes available for both online and offline learning.

Certification - will be issued after completion in a recognized certificate.

Job Assistance - Career guidance and placement support.

Who Can Join This Course?

This course is fit for:

Someone new to web development.

Front-end developers wanting to sharpen their skills.

A computer IT professional wanting to grow in a career.

Job Opportunities After Learning React JS

With React JS skills, you can apply for:

Front-end Developer roles for top companies.

Full-stack Developer positions with knowledge of React and Node.js.

Freelancing opportunities in web development.

What Makes TCCI Different?

Always-in-demand Curriculum Focused on Industry Needs – Covering the latest features of React.

Personal Mentoring – One-to-one training.

Modern Infrastructure – The best learning environment.

Conclusion

The React JS course at TCCI is a giant leap toward a successful web development career. With expert training, hands-on projects, and a job-oriented curriculum, you will be equipped with the skills to really harness the potential of modern web applications.

FAQs

Is React JS hard to master?

With appropriate guidance and constant practice, React JS becomes easy to master.

What are the requirements for this course?

Basic knowledge of HTML, CSS, and JavaScript is desirable.

Will I receive a certificate upon the completion of the course?

Yes, you will be given a certification from TCCI.

Will you provide me with any job assistance?

Yes, we will offer guidance for career development and placement assistance.

Is online React JS training provided at TCCI?

Yes, you can join either online or in-person classes.

[thoughtdreamer]

Ways To Extract Airbnb Data

There are four ways to get Airbnb data:

Scraped Dataset

Ready-made scrapers

Web scraping API

Web Scraping Service

Source

[softcrayons19]

Best Language for App Development to Consider in 2025

The world of app development is constantly evolving, with new programming languages, frameworks, and tools emerging to streamline the process. As we step into 2025, choosing the best language for app development is crucial for developers aiming to build efficient, scalable, and high-performing applications. Whether you are an aspiring developer or an experienced programmer, selecting the right programming language can significantly impact your success. In this blog, we will explore the top languages to consider for app development in 2025 and how you can master them through the best course and best training for app development.

1. Kotlin – The Future of Android Development

Kotlin has firmly established itself as the preferred language for Android development, and its popularity continues to grow in 2025. Google officially supports Kotlin for Android apps, making it a powerful choice for developers.

Why Choose Kotlin?

Concise and Expressive: Kotlin's syntax is more concise than Java, reducing boilerplate code.

Interoperability with Java: Developers can seamlessly integrate Kotlin with existing Java codebases.

Coroutines for Better Performance: Kotlin's built-in coroutines make handling asynchronous tasks easier and more efficient.

Officially Supported by Google: With Google's backing, Kotlin receives regular updates and improvements.

2. Swift – The Best Choice for iOS Development

For iOS app development, Swift remains the top programming language in 2025. Apple’s programming language is designed to provide better performance, safety, and ease of use compared to its predecessor, Objective-C.

Why Choose Swift?

Fast and Efficient: Swift is optimized for performance and runs much faster than Objective-C.

Safety First: The language eliminates many common programming errors, making development more secure.

Modern Syntax: Swift’s syntax is clean, readable, and easy to learn.

Seamless Integration with Apple’s Ecosystem: Swift works smoothly with Apple’s APIs and frameworks like SwiftUI and Combine.

3. Flutter (Dart) – The Best Framework for Cross-Platform Apps

Flutter, powered by Dart, is one of the most promising technologies for cross-platform app development in 2025. With a single codebase, developers can create visually stunning applications for both Android and iOS.

Why Choose Flutter?

Single Codebase for Multiple Platforms: Write once, deploy anywhere.

Rich UI with Widgets: Flutter’s widget-based UI system allows for highly customizable designs.

Fast Development with Hot Reload: Instantly view changes without restarting the app.

Growing Community and Support: Flutter is continuously evolving with strong community support.

4. React Native – JavaScript-Based Cross-Platform Development

React Native, developed by Facebook, is another top contender for cross-platform app development. It allows developers to build mobile apps using JavaScript and React.

Why Choose React Native?

Code Reusability: A large portion of the code can be reused across platforms.

Strong Community and Libraries: React Native has an extensive ecosystem of third-party libraries and tools.

Hot Reloading for Quick Development: See real-time changes without recompiling the entire app.

Backed by Facebook and Used by Major Companies: Apps like Instagram, Airbnb, and Walmart use React Native.

5. Python – A Rising Star in Mobile App Development

Although Python is primarily used for web development, machine learning, and data science, its role in mobile app development is expanding in 2025 with frameworks like Kivy and BeeWare.

Why Choose Python?

Easy to Learn and Use: Python has a simple and readable syntax, making it great for beginners.

Strong Community and Libraries: A vast number of libraries support various functionalities.

Growing Support for Mobile Development: Tools like Kivy and BeeWare enable mobile app development using Python.

Ideal for AI-Powered Apps: Python is the go-to language for AI and machine learning, making it perfect for intelligent applications.

6. C# – A Powerful Choice for Game and Enterprise Apps

C# remains a top choice for mobile game development (Unity) and enterprise applications in 2025. Its integration with Microsoft’s ecosystem makes it a solid choice for developers.

Why Choose C#?

Excellent for Game Development: C# is the primary language for Unity, the most popular game development engine.

Strong Support for Enterprise Apps: Many businesses use C# for enterprise solutions.

Cross-Platform Compatibility: Xamarin allows C# apps to run on both Android and iOS.

Robust and Scalable: Ideal for large-scale applications.

Conclusion

The best language for app development in 2025 depends on your goals, the platform you want to develop for, and the type of applications you aim to build. Kotlin and Swift remain the best choices for native Android and iOS development, respectively, while Flutter and React Native dominate cross-platform development. Python and C# are gaining traction for specialized applications like AI and game development.Regardless of the language you choose, enrolling in the best training for app development will accelerate your learning curve and increase your chances of building successful applications. Whether you prefer online or offline learning, finding the best course with industry experts, real-world projects, and certification can give you a competitive edge in the app development field.