Spring data jpa optimistic locking jobs
...include detailed investment plans, a contact form for inquiries, and a section for customer testimonials. Investment Plan and Reward for Investor Target Reward +Incentive for sales advisor also Dashboard with sign/ signup option for investor and Sales Team Dashboard profile/ amount investment / Return / expected Return / for investors Sales team , Portfolio , client name / amount / APR / locking / Referral Link also need add payment Gateway Ideal Skills and Experience: - Proven experience in corporate website design. - Ability to create engaging, investor-focused content. - Experience in designing websites with detailed investment plans. - Knowledge of implementing customer testimonial sections in a credible manner. I'm open to suggestions for the website design ...
I'm looking for a skilled seamstress to create a marine windshield enclosure for my motorboat. The project involves sewing together pre-cut and taped pieces of Sunbrella fabric and Strata glass. This will take place in the spring. Key Requirements: - Sewing a curved windshield enclosure - Working with marine-grade materials - Attention to detail for a secure and weather-tight fit I will supply the thread, so you don't need to worry about color-matching or contrasting. Just bring your sewing skills and experience with marine projects!
...organic garden Caring for animals Supporting kitchen operations Working as a waitress Performing as a guitarist or singer Babysitting Acting as a tour guide Our Unique Location La Maremmana is located in the heart of the Maremma – one of the most beautiful regions of Italy: 15 minutes from Scansano, home of the famous Morellino di Scansano. 25 minutes from Saturnia, the most famous Etruscan thermal spring in Europe. 30–40 minutes from the Etruscan cultural sites of Sorano, Pitigliano, and Sovana. 45–60 minutes to the dreamy beaches of Albarese or Monte Argentario with Porto Santo Stefano. Airports: Pisa (75 minutes), Florence (90 minutes), Rome (100 minutes). My Vision My goal is to successfully complete the crowdfunding by April 30, 2025, and to celebrate an...
I am in need of a seasoned web developer to create a fully functional online casino website. The primary focus of the site will be online gambling, featuring a variety of slot games and live dealer games. Key requirements include: -The backend should be implemented using .NET or Spring frameworks only (please, no Laravel, Ruby , etc.) -The frontend should be implemented using with Typescript only. -The project's techstack will be Gitlab CI, Playwright, PostgreSQL, Docker, Git. - Comprehensive user account features: This will involve crafting detailed user profiles as well as implementing a system for tracking user history. - A keen understanding of online gambling: Experience in developing similar websites or a deep knowledge of the online gambling industry will be a major a...
I'm experiencing a deployment failure with my Spring Boot application on AWS Lambda. The issue arises when I'm running the Lambda function, and I'm encountering a ClassNotFound exception for the handler class, despite the class file being present in the JAR. I need an expert who can: - Troubleshoot the deployment issue and find the root of the ClassNotFound exception. - Diagnose if there's a problem with the JAR or the Lambda configuration. - Provide solutions to successfully deploy and run the Spring Boot application on AWS Lambda. Ideal candidates should have: - Extensive experience with AWS Lambda and Spring Boot. - Proficiency in diagnosing and resolving deployment issues. - Familiarity with building and configuring JAR files for AWS Lambda...
I'm looking for a professional to develop a remote cellular door unlocker controlled via a Web API. The system should have the following features: - Control: The Web API should allow for unlocking and locking the door remotely. - Security: I need a robust encryption mechanism to secure the control system. - GPS: Needs to have a GPS module that periodically updates via the web API over cellular Ideal candidates should have experience in developing secure Web APIs and understanding of remote control systems. Please provide examples of relevant past work. Needs to be modular and all parts able to be sourced from AliExpress.
I'm seeking a skilled Java developer with expertise in Spring for enhancing a web application. The primary focus of this project is on developing new features. Ideal candidates should: - Have a strong background in Java and Spring framework - Possess experience in web application development - Be able to translate feature requirements into functional code Your role will primarily involve: - Understanding the current architecture of the web application - Collaborating with me to conceptualize new features - Implementing these features in a robust and efficient manner I look forward to your proposals.
For this Illustrator Project, there are three basic tasks: 1. Remove Locking Mechanism 2. Close House Doors 3. Make House More Grey See for details. If you want to see the Illustrator Files, I can upload them for you.
I need a website for a crypto project featuring a custom-named AI chatbot from OpenAI, with a tech-themed identity. The site should also have a GitHub link to relevant code for a crypto agent capable of locking funds in a wallet. Key Requirements: - A website that showcases the crypto project, allows interactions with the AI chatbot, and provides resources and code for the crypto agent. - The AI chatbot should be tailored to reflect an AI and technology theme. - The chatbot needs to have specific functionalities: answering common questions and providing project updates. Ideal Skills: - Web development (preferably with experience in crypto-related projects) - AI and chatbot integration - Familiarity with GitHub and coding for crypto agents - UX/UI design to ensure the site is user-...
I am working on a project involving the Spring Framework and need assistance with developing specific features, primarily CRUD operations. Key Responsibilities: - Implementing Create, Read, Update, and Delete functionalities Ideal Skills and Experience: - Proficient in Spring Framework - Experience in developing CRUD operations - Ability to work on feature development
Team Needed: Java (Spring Boot) and React Vite Experts Project Overview: We are seeking a team with extensive experience in Java Spring Boot and React Vite to collaborate on enhancing and developing additional modules for our Management System. This is a complex and deep system, and we need professionals who can deliver high-quality results within a tight timeline. Key Requirements: Backend Expertise: In-depth knowledge and proven experience in Spring Boot. Frontend Expertise: Skilled in React Vite. Ability to deliver each module within a 1-2-week timeframe Proven track record of managing and delivering complex modular systems. Scope of Work: Develop and integrate additional modules into the existing system. Ensure all new modules align seamlessly with the current ...
...lubrication motor can be connected directly, to lubricate all the time or to correct the lubrication with a timer. Also, the presses have a puncher, which in the 3rd operation punches out the central part of the circle and forms a ring. It can be adjusted using a pneumatic valve and is controlled via a timer (punching time, pause time, return time to the starting position / there are also punchers with spring valves, which automatically return, only have a punching time). The conveyors are classic, ordinary ones that move the belt, there are not many complications. As for the robot, I worked with Fanuc Robots, the control system is simple, the paths that it needs to follow are defined in the robot itself and then it is imported into the program with the operation of the press. ...
I need a Thermal Printer ESC POS command expert who can help fix an issue with my code. My spring boot application is supposed to print Arabic text via a thermal printer, but the text is scrambling. The Arabic text is sourced from user input via a web form. Ideal Skills and Experience: - Extensive knowledge of ESC POS Commands - Experience with thermal printer integration - Understanding of Arabic text processing - Proficient in debugging and code fixing - Familiar with web form data handling
I'm seeking an expert-level interviewer in the Java development field to assess a candidate's technical skills. Key Focus Areas: - Advanced Java Programming Concepts: The interviewer should evaluate the candidate's understanding and application of multithreading, collections, and exception handling. - Framework Proficiency: Proficiency in Spring and Hibernate is critical. The interviewer should assess the candidate's experience and expertise in using these frameworks. - Database Integration & Optimization: The candidate's knowledge and skills in database integration and performance optimization are to be assessed. The ideal interviewer should have a deep understanding of Java best practices, be skilled in debugging and troubleshooting Java applications...
I'm in need of a skilled Java Spring Reactive programmer who can assist in developing new features for my microservices architecture. Key responsibilities will include: - Creating and implementing innovative functionalities. - Enhancing API responsiveness for improved performance. Ideal candidates should have a strong background in: - Java Spring Reactive programming. - Microservices architecture. - API performance tuning.
I'm currently facing a runtime error in my Spring Boot application that needs urgent attention. The error is occurring at the API endpoints. I also need to create two new API endpoints to support a frontend feature. Although I haven't specified the primary function for these endpoints, they will likely involve a mix of data retrieval, submission, and update. Ideal skills and experience for the job include: - Proficiency in Spring Boot - Experience in debugging runtime errors, particularly at API endpoints - Previous experience in creating API endpoints - Familiarity with frontend-backend integration - Knowledge in handling database operations Please note, the ability to work under pressure and complete the tasks in a timely manner is crucial.
I am looking for an experienced Java developer (Spring Boot) to create a crossword puzzle generator module that integrates with the OpenAI API. Technical Requirements: * Development in Java using Spring Boot * Integration with the OpenAI API * Generation of JSON files with a specific format * Implementation of integrity validations Main Functionality: The module must automatically generate crossword puzzles based on two input parameters: 1. Crossword theme 2. Desired language Output Specifications: * Format: .txt file containing a JSON * Required JSON structure: * cols: number of columns * rows: number of rows * cells: array with the letters of the crossword * words: array with the positions of the words * questions: array with the corresponding clues Example: {"cols...
I'm...build a Maven-based project focused on creating web-based integrations with my existing mobile app. The project will primarily leverage the Spring framework. Key Integration Aspects: - The primary type of integration will be Java-based. - This project will not require user authentication or push notifications. - Focus will be on data synchronization. Desired Functionality: - The web integration will need to implement API endpoints for data exchange. - Real-time communication features and a user management system are not required for this project. Ideal Skills and Experience: - Extensive experience with Java and Maven. - Proficient in using the Spring framework. - Ability to develop and implement API endpoints. - Prior experience with web-based inte...
I'm looking for a talented live painter who can create a realistic piece during my wedding reception. It will be spring of next year around Vorhees, NJ Key Responsibilities: - Set up at the reception venue - Paint a realistic depiction of the event as it unfolds Ideal Skills: - Exceptional painting skills, with a focus on realistic styles - Experience with live painting, particularly at weddings - Ability to capture the essence of the event on canvas Please provide a portfolio of your previous work, particularly any live painting you've done at weddings.
I'm looking for an experienced developer to create a notetaking application for me. The backend will be built on Spring Boot and the frontend on Flutter. The app will need to incorporate several AI features and OCR functionality. Key Requirements: - Implement AI features including: - Smart categorization and tagging of notes - Text summarization - Voice to text conversion - Develop OCR functionality to scan handwritten notes - Design a modern, minimalistic Flutter frontend The ideal candidate will have: - Extensive experience with Spring Boot and Flutter - Proficiency in AI and OCR integration - Strong UI/UX sensibilities with a knack for modern minimalistic design
I have a project where I need a UI design converted to 15.x. The design will be provided ...of the design. - Total of 5 designs & 5 corresponding HTML files - Budget: $15 for each project, total $75 The final product needs to be responsive for both mobile and desktop. There will be a few animations and interactive elements, for which I prefer the use of React Spring. Ideal candidates for this project should: - Have extensive experience with 15.x - Be able to create responsive designs for both mobile and desktop - Have experience with implementing animations and interactive elements using React Spring - Be able to deliver high-quality work within the specified budget React Components can be (sorted by relevance): - Tailwind CSS - MUI (Material UI) - Ant Design - Ch...
Job Title: Set Up and Deploy Angular + Spring Boot Application with Image Server Description: I am looking for an experienced professional to help set up and deploy my small-scale web application. The application includes an Angular front-end, Spring Boot REST API services, and a Spring Boot-based image server. I want the application to be hosted and accessible on the internet, either through a home server setup or a cloud-based solution. You will be responsible for end-to-end setup, including configuring the servers, deploying the application, and ensuring everything is secure and running smoothly. Responsibilities: Server Setup: Help choose a suitable hosting option (home server or cloud-based). Configure a Linux or Windows server environment as per requirements....
I'm facing an issue with a JUnit test case failing to execute in the newer version of Spring Boot. I'm seeking an experienced Spring Boot developer and JUnit expert to help troubleshoot this issue. Key Requirements: - Extensive experience with Spring Boot - Proficient in JUnit - Previous experience troubleshooting test case issues - Able to work efficiently to resolve the issue
...a custom-built, global HR and Payroll system, starting with Philippines and Australia. The system should be designed to accommodate future expansions worldwide. Key System Features: - Comprehensive employee management functionalities - Efficient payroll processing capabilities - Accurate time and attendance tracking Ideal Skills and Experience: - Proficiency in any technology stack (Java and Spring Boot, Python and Django, Microsoft .NET) - Prior experience in developing HR and Payroll systems - Knowledge of global HR and Payroll compliance standards - Strong software development and programming skills - Excellent system integration capabilities This is a unique opportunity to create a pivotal system for our company. Your expertise and experience in the field will be crucial ...
I'm in the process of setting up an eCommerce fulfilment warehouse, and I'm looking for an experienced developer with a good understanding of Kotlin, JavaScript, Spring Boot and AWS to help out with the backend development and integration with external platforms. Key Responsibilities: Ad-hoc support bug fixing (should be less than 3-4hrs per week) Full stack development for new feature (e.g new warehouse feature, or new API integration etc…..) (approx, 20hrs per week) Required Skill Backend Development: This will involve developing and maintaining the backend systems of the warehouse. Experience with Kotlin, JavaScript, Spring Boot and AWS is a must for this role. Integration with External Platforms: I need help connecting the system with Shopify, TikTok, a...
...or Psychological approaches to the study of Social Conflict, using examples or adopting a case study from the Middle East. Key Requirements: - Discuss various theories of conflict from different scholars. - Identify and defend a particular school of thought with arguments and supporting evidence. - Choose a case study from the Middle East (Israeli-Palestinian conflict, Syrian civil war, Arab Spring) to support the chosen approach. - Include critical thought and interpretation of the topic. - Integrate and critically apply supportive sources into the flow of the argument. Ideal Skills: - Strong understanding of sociological and psychological approaches to conflict. - Ability to write academically and persuasively. - Proficiency in researching and integrating scholarly sources...
I'm looking for a full-time, remotely working developer who is proficient in Java, JSP, Spring Boot, Spring Data, and Angular. The ideal candidate should also be able to integrate screens in Flutter. Specific Project Details: - Primarily focused on maintaining existing code - Essential frameworks and libraries include Spring Boot, Angular, and Flutter Ideal Skills and Experience: - Strong background in both backend and frontend development - Full-stack development experience is a plus - Proficient in integrating with Flutter - Prior experience in maintaining complex code bases - Excellent understanding of Spring Boot and Angular Please note, the specific tasks have not been defined yet and will be discussed during the initial stages of the projec...
We're looking for a seasoned Java developer with strong experience in Salesforce CRM, Java Spring, JavaFX, and Mobile device support. The project primarily focuses on the CRM modules with contractor features. You will be tasked with implementing features related to the service, contractor, mobile APP, and Sales Automation. Please write down the “Understand” text. Otherwise, your bidding will be neglected. If you have the necessary skills and experience, please submit your proposal along with relevant examples of your past work. Ideal Skills: - Proficient experience with CRM, especially Salesforce CRM. - Strong expertise in Java Spring. - Mobile device support on both Android and IOS. 1. Provide us your resume or CV. Your prior experience in develop...
I'm looking for a proficient developer who can implement two main tasks: 1) Developing all necessary code to dynamically compile XML files containing database data and posting them via a Webservice. This will involve creating two small modal popups with dropdown selections for the user to choose a recipient address. Successful transactions should be logged in a database table while keeping the user on the same page. 2) Setting up an SFTP listener or cron job to search for ZIP files on an SFTP server. This task includes unzipping the files, parsing an XML file, and saving selected data into database tables. Any PDF files found should be stored in corresponding S3 buckets. The contents of the SFTP server should be deleted after each successful sweep and database update....
I'm looking for a developer proficient in Node.js for the frontend and Spring Boot for the backend. The goal is to enhance my existing application by adding new features, specifically focusing on data visualization and API integration. Ideal Skills: - Proficiency in Node.js and Spring Boot - Experience with API Integration - Skills in Data Visualization - Strong Frontend and Backend Development Background
...visuals, brief text descriptions, and icons to represent each stage. Ensure the color scheme aligns with branding guidelines. 2. Charts and Graphs: - Market Trends: - Objective: Show the growth of the cryptocurrency market over recent years, emphasizing rising investor interest and market opportunities. - Design Values: Create a line graph that includes data from 2015 to 2024. Use contrasting colors to represent different data sets (e.g., cryptocurrency vs. traditional stock market growth) and ensure the axes are clearly labeled. Make them both point to SafeHaven Exchange showing that were merging/combining both markets! - Token Distribution Pie Chart: - Objective: Visually represent how SHE Tokens are allocated among various stakeholders to convey t...
...visuals, brief text descriptions, and icons to represent each stage. Ensure the color scheme aligns with branding guidelines. 2. Charts and Graphs: - Market Trends: - Objective: Show the growth of the cryptocurrency market over recent years, emphasizing rising investor interest and market opportunities. - Design Values: Create a line graph that includes data from 2015 to 2024. Use contrasting colors to represent different data sets (e.g., cryptocurrency vs. traditional stock market growth) and ensure the axes are clearly labeled. Make them both point to SafeHaven Exchange showing that were merging/combining both markets! - Token Distribution Pie Chart: - Objective: Visually represent how SHE Tokens are allocated among various stakeholders to convey t...
I'm looking for an experienced full-stack developer familiar with Angular and Spring Boot to help design and build a web application inspired by The application should facilitate both appointment booking and blog writing, and will be hosted on AWS. Key Features: - Dual focus on appointment booking and blogging - A simple yet robust blogging platform where the author can write about any topic - An appointment booking system with options for cancellation and rescheduling - A simple yet minimalistic website. Additional Requirements: - The application should be hosted on AWS - Should be designed and built from scratch, taking inspiration from the provided example Please review our existing website, , to understand our current design aesthetic
I'm looking for a skilled professional to provide support on an existing AEM setup.
I'm seeking an experienced developer to implement OAuth 1.0 for my RESTful service. The service, designed with Spring MVC, interfaces with an existing customer event API. Key Responsibilities: - Implement token-based authentication, user authorization, and API client identification via OAuth 1.0. - Design and develop a secure, efficient RESTful service interface. - Integrate the new service with existing APIs. - Build RESTful Web services using the JAX-RS API. Ideal Skills and Experience: - Proficient in Spring MVC and JAX-RS API. - Extensive experience with OAuth 1.0. - Strong background in developing and integrating RESTful APIs. - Capable of implementing secure authentication for web-based API clients. Please note, the primary clients for this service will be web ...
...using Angular for the front-end and Spring Boot for the back-end. The website should be hosted on AWS and the raw data needs to be stored on our GitHub repository. We aim for a website that is SEO-friendly and includes several key features, with a minimalist design utilizing bright colors on a white background. An example website we admire is Key Requirements: 1. Front-End: o Framework: Angular o Responsive and user-friendly design o SEO-friendly implementation o Bright colors on a white background o Minimalistic design approach 2. Back-End: o Framework: Spring Boot o Efficient and secure data handling o Integration with AWS for hosting 3. Hosting: o Host the website on AWS o Ensure scalability and reliability 4. Data Storage: o Store raw data ...
I am looking for an experienced professional who can integrate SAML with Azure Active Directory (AD) to enable Single Sign-On (SSO) for our internal company applications, specifically our Intranet portal. Key Requirements: - Expertise in Azure AD and SAML - Previous experience with SSO implementation - Familiarity with integrating SSO into internal company applications This project is crucial for enhancing the user experience and streamlining access to our internal systems.
I need a skilled Java Spring Boot developer for creating a REST API service. This application will primarily manage product data. Bangalore or Hyderabad based are preferred Key Features: - Implementing Authentication to secure the API - Conducting Data validation to ensure data integrity - Enabling CRUD operations for full data management - MySql data base handling from Java and respond to Web and Mobile applications using APIs Ideal Skills: - Extensive experience with Java Spring Boot - Proficient in designing and developing REST API services - Strong understanding of implementing Authentication and Data Validation - Skilled in CRUD operations - Experience working with product data
I'm looking for a skilled Java Developer who can create PDFs on the server-side for the purpose of generating reports or analytics. Key Respo...purpose of generating reports or analytics. Key Responsibilities: - Develop server-side Java code to create PDFs - PDFs will include various types of data such as graphs, charts, images, and tables - Data will be sourced from a database Ideal Skills: - Extensive experience with Java, Spring Boot - Proficient in server-side programming - Understands PDF creation The PDFs will primarily contain data retrive from database. Need two generate two pdf reports. Report1: Health report of two page. It is straight forward get data from database and dispaly Report2: Get datafrom database. Arrange in table. This rep...
I'm gearing up for a vibrant Spring welcome celebration at my home. The event will be a lively combination of art, food, and music. Key components of the project include: - **Catering/Food Services**: I need a reliable and high-quality catering service that can provide delicious food for the guests. - **House Party Setup**: This will involve transforming my house into a festive space suitable for painting, dining, and dancing. I'm looking for a seasoned party planner with a flair for creativity and attention to detail. Prior experience with similar house parties is a big plus. Your role will be pivotal in ensuring the event is well-organized, fun, and memorable.
More details: What specific error or issue occurs when the test case fails in spring boot version 3.4.x? Test case assertion failure Which part of the test case is failing the assertion? Output/result verification Are there any changes in dependencies or libraries between spring boot version 3.3.x and 3.4.x? Yes, some dependencies were updated
My Spring Boot 3.x project is throwing a related to '' during JUnit testing. This issue is likely stemming from the XML-related libraries I've included in the project. Your task will be to: - Diagnose and fix the error occurring within the JUnit test cases. - Ensure all XML-related dependencies are correctly configured and compatible with Spring Boot 3.x. - Provide a brief explanation of the issue and the solution implemented. Ideal candidates for this project should have: - Extensive experience with Spring Boot, particularly version 3.x. - A solid understanding of XML parsing and related libraries in Java. - Proven skills in debugging JUnit test cases. - Ability to clearly communicate technical issues
My Spring-based web application is throwing a test case error: : Property '' is not recognized. I need an experienced Java and Spring developer who can troubleshoot and fix this issue. The application is running on a Tomcat server. Ideal Skills and Experience: - Strong proficiency in Java and Spring framework - Experience with web application development - Familiarity with Tomcat server - Ability to troubleshoot and debug test case errors - Understanding of XML and its related properties.
...module, (2) Safety module, (3) People module, (4) Asset module, (5) Work Management module, (6) Procurement module, and (7) adhoc Reports module. Each module will have unique features, such as AI bot integration and editable tables. Technical Requirements: Option 1: - Web Architecture using Microservices - Frontend development with Html/CSS/TypeScript/React - Backend development with Java Spring Boot - Database management with MySql - Mobile development using Flutter Option 2: - Web Architecture using Microservices - Frontend development with Blazor (.Net) - Backend development with ASP.net Core - Database management with MySql - Mobile development using MAUI Ideal developers for this project should have a strong background in full stack development with proven experience...
...Passionate and Driven: Committed to growth and excellence in everything I do. • Creative Thinker: Love exploring innovative ideas and finding unique solutions. • Team Player: Thrive in collaborative environments, valuing open communication and teamwork. • Lifelong Learner: Always eager to expand my knowledge and skills. • Empathetic and Positive: Focused on understanding others and maintaining an optimistic outlook. • Hobbies and Interests: [Insert hobbies like reading, traveling, sports, etc.]. Full Description: “I am a motivated and enthusiastic individual who enjoys embracing challenges and seeking opportunities for growth. With a creative mindset and a passion for problem-solving, I thrive in both collaborative and independent settings. M...
I need help upgrading my Java Spring Boot application from version 2.7 to 3, and migrating from Java 8 to Java 17. Ideal Skills and Experience: - Extensive experience with Java Spring Boot. - Proficiency in Java 8 and Java 17. - Ability to work with custom libraries. - Knowledge of various testing frameworks for post-upgrade testing.
...a small quiz based web platform with a focus on user engagement, leaderboards, real monetary rewards, and an excellent user experience. The platform's frontend is being built in parallel, and we are looking for an experienced backend developer to build the backend using Spring Boot under my guidance. You will be responsible for developing a secure, scalable backend and ensuring seamless integration with the frontend. Knowledge of React JS + Spring boot Responsibilities: Backend Development: Build RESTful APIs using Spring Boot to handle features such as: User management (signup, login, authentication). Challenge management (daily, weekly, monthly challenges). Leaderboards. Wallet transactions (earnings, withdrawals, pending balances). Help and support ticke...
I'm looking for a seasoned backend developer to work on my project. Key Responsibilities: - Integrate our existing Android app with a cloud-based Maven Project using the provided...our existing Android app with a cloud-based Maven Project using the provided SDK. - Build the necessary endpoints for the integration of a biometric device into our cloud-based attendance platform. - Implement API integrations with a third-party biometrics service. Required Skills & Experience: - Proficiency in Advanced Java. - Deep understanding and hands-on experience with Maven, Spring Boot, Spring Security, JPA, and MySQL. - Strong skills in API integration. - Experience with cloud service providers, particularly AWS - Prior work with biometric device integration is a plus. ...
...Android-based embedded systems and smartphones. 2. Components of the System Data Collection Source: Sensors (embedded in vehicles or roads), GPS data, crowd-sourced user reports, public transport APIs. Tools: IoT devices, APIs like Google Maps or OpenStreetMap, and Android-based vehicle systems. Data Storage Cloud Storage: For scalability and real-time access. Local Cache: For offline capabilities. Tools: Firebase, AWS, or SQLite for local data. Data Processing Preprocessing: Cleaning, normalizing, and aggregating raw traffic data. Tech Stack: Python or Java-based preprocessing frameworks. AI Model Input: Real-time traffic data, weather data, road ...