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    2,000 aws data pipeline postgres to s3 jobs found

    Copy existing North America website that is in GoDaddy hosting. Transfer to AWS server (Construction server).

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    WARNING: No AI Auto-Responses Will Be Replied To This project requires human development efforts. Any responses generated by AI will be disqualified. Be sure to include example projects and links to portfolio sites. Proposals that do not include these have a very low chance of being accepted. Sourcing for the team will take place over a 2-week period. 1. Project Overview Project Name: Video Game Community Website Development Project Description: Develop a website similar to , customized for Ashes of Creation. The platform will use Node.js for the frontend, Django for the backend, and Snowflake for the database. The website will feature class builds (like ), tier lists, raid/dungeon guides, an interactive map, guild management, live analytics,

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    STOCK CAR FAN NATION TV Stock Car Fan Nation TV (SCFN TV) is a dynamic ten-channel streaming network dedicated to capturing the thrill of NASCAR while offering a blend of contemporary entertainment. Each channel is split into two key programming segments: NASCAR series coverage (50%) and contemporary television (50%). 1. Channel 1: NASCAR Cup Series TV We feature highlights, live events, and exclusive content from the premier NASCAR Cup Series, including driver interviews, race recaps, and in-depth analysis. Contemporary TV includes dramas, thrillers, and action-packed series, appealing to the adrenaline-loving racing fans. 2. Channel 2: NASCAR Xfinity Series TV A hub for Xfinity Series fans, offering behind-the-scenes access, practice sessions, and post-race coverage. Th...

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    I'm looking for an experienced AWS DevOps Engineer to assist in migrating and deploying a newly developed app from onrender to the AWS cloud. Key Responsibilities: - Migrate the application to AWS - Deploy the application on AWS - Ensure the deployment is scalable, secure, and cost-effective Ideal Skills and Experience: - Proven experience with AWS - Strong understanding of DevOps principles - Prior experience in application migration - Excellent problem-solving skills - Ability to work under tight deadlines Please note that the specifics of AWS services to be used and compliance requirements will be discussed further.

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    I require an experienced Moodle LMS developer to assist in customising the theme/UI according to specific requirements and creating a custom activity plugin to interact with remote AWS managed web server labs. Key Responsibilities: 1. Customisation of Theme/UI: - Modifying the layout and navigation of the Moodle interface as per the attached PDF. 2. Development of Custom Activity Plugin: - Create a plugin that integrates with an external API for creating labs and loading them in an iframe (Refer page 13 in PDF) Ideal Skills: - Proven experience with Moodle LMS customisation. - Proficiency in PHP, JavaScript, HTML/CSS. - Experience creating custom plugins for Moodle. - Strong understanding of UI/UX principles. Please refer to the PDF for expect...

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    I'm looking for an expert in PyTorch to create a pipeline for evaluating a single JPEG image against my image classification model. The model accepts input in the shape of [1,3,64,64]. The pipeline should also handle format conversion for any non-JPEG inputs. Key Requirements: - Expertise in PyTorch - Experience with image classification models - Ability to implement format conversion for image processing The successful freelancer will have a strong background in machine learning and image processing, with a proven track record of developing efficient and effective PyTorch pipelines. Please provide examples of similar projects you've completed in your bid.

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    **Comprehensive Digital Services for Modern Businesses – JB** At **JB**, we provide a full range of digital solutions tailored to meet the ever-evolving needs of businesses. From robust software development to eye-catching marketing campaigns and IT infrastructure management, we ensure your digital success. --- ### **Our Services:** #### 1. **Website Design & Development** - Custom-built, responsive websites optimized for mobile and desktop. - eCommerce platforms with integrated payment gateways and product filters. - CMS-based websites (WordPress, Joomla) for easy content updates. - Website maintenance, performance optimization, and security. #### 2. **Mobile App Development** - Native apps for **Android** and **iOS** with seamless performance....

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    ...Architect to guide the development of a software project from the ground up. The ideal candidate will have a strong background in .NET Core, React, MS SQL, and AWS, with a proven track record of designing scalable, secure, and efficient software solutions. Responsibilities: Collaborate with our team to understand project requirements and objectives. Define the system architecture, including software, database, and cloud infrastructure components. Be actively involved in the initial stages of project development, providing technical guidance and setting up development best practices. Review progress periodically, ensuring the project stays on track with high-quality code and architecture standards. Be available to address doubts, troubleshoot issues, a...

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    I'm experiencing a persistent issue with one of my Airflow DAGs. This particular process has been running for two days, when it should typically complete in around ten minutes. I need a professional who can: - End the current process - Debug the DAG - Optimize performance to prevent future occurrences My Airflow is hosted on a cloud service, specifically AWS. Ideal candidates should have: - Extensive experience with Apache Airflow - Proficiency in debugging and optimizing DAGs - In-depth understanding of AWS services Your expertise will be invaluable in resolving this issue and enhancing the performance of my Airflow setup. Thank you.

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    I am looking for a dedicated developer to assist me with various tech-related tasks and projects. I offer a work-from-home role. It involves working with a range of technologies, so a strong background in Python, NodeJS, NextJS, and general Python/node libraries is essential. Ideal skills and experience for the job include: - 2 Years of Experience with NextJS - 3 Years of Experience with Python Django - Devops, API integrations, Github workflows, Docker, and Linux administration - Managing databases such as MongoDB, PineCone, Supabase and Postgres - Python scripting and automation tasks, Web Scraping technologies like requests, bs4, hidden json api's, cookie-based scraping, browser automation, concurrent futures, asyncio etc. - IMPORTANT: Experience with Langchain, Open...

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    Fix my errors and make my it work.

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    I'm encountering an issue with my AWS Lambda function. The error message reads: "errorMessage": "the 'package' argument is required to perform a relative import for '.'". Despite my code running flawlessly on my local machine via VS Code, I'm unable to resolve this error on AWS. Key Requirements: - Expert understanding of AWS Lambda - Proficient in Python - Experience with troubleshooting relative import errors - Able to work remotely and communicate effectively I have already confirmed that the handler for my AWS Lambda function is correctly specified. I am deploying the function via the AWS Management Console.

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    ...Allow users to create detailed profiles with specific interests, preferences, and past activities to receive highly tailored recommendations. Weather suggestions 2. **Social Integration**: Enable users to connect with friends and see what they’re doing or recommend activities to each other in real-time. 3. **Dynamic Itinerary Planning**: Offer a feature that creates flexible itineraries based on user preferences, available time, and current weather conditions. 4. **Gamification**: Introduce rewards or challenges for visiting places, attending events, or trying new activities, encouraging users to explore more. 5. **Local Insider Tips**: Provide curated suggestions and hidden gems from locals to give users a more authentic experience....

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    ...will be on backend development, particularly with data processing. Key Requirements: - Extensive experience with Django and Python - Strong backend development skills - Expertise in data processing techniques - Front end development is a plus Skills: Backend Development: Python, Django, Django REST Framework Real-Time Data Processing: Apache Flink, Kafka, RabbitMQ Data Storage & Management: Apache Iceberg, Data Lakes, ACID transactions Frontend Development: React, Vue.js, Angular Batch Processing: Apache Spark or Flink, Data Analytics Cloud Infrastructure: AWS, Kubernetes, Docker, CI/CD Since I don't have a design or wireframe ready for the frontend, the ideal candidate should also have some experience in frontend developmen...

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    We have a Proxmox server setup for our clients Odoo production software. We need help with automating their CL/CI pipeline with Proxmox or Kubernets. They suggested with Bitbucket Pipelines and Kubernetes, for Blue-Green deployments. My understanding is they would push their updates from their Github or similar pipeline and it would create a test/dev VM or kubernets instance. It would automatically kill the vm/instance once they are done testing. Then it create a new VM/instance at the next stage in their pipeline all the way to pushing it to production. Please only bid if you know specifically how to do something like this. And mention you read this in full. I am open to an hourly or fixed price.

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    I'm seeking a seasoned Full-Stack Developer to create a comprehensive website for Non-Resident Indians (NRIs). This platform will facilitate event planning and food supply services, with a focus on traditional and detailed design aesthetics. Key Features: - Online booking and payment system - Live chat support for real-time assistance Ideal skills for this project include: - Advanced proficiency in React with TypeScript - Expertise in Python - Extensive experience with AWS Please submit your resume and portfolio for consideration.

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    I'm seeking a seasoned DevOps expert to design and implement a secure, AWS-based software development workflow using GitHub. The project requires: - Configuring repositories with granular, role-based access controls. - Setting up CI/CD pipelines for automated code reviews and deployments. - Implementing AWS Cloud9 for cloud-based development. - Enforcing security measures including 2FA, VPN access, and activity logging. - Segregating code and tasks to align with role-based access. An ideal candidate would be someone with significant experience in DevOps and software architecture, who can provide valuable advice on best practices for managing both local and remote development teams.

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    ...Science Academy offers hands-on, science-based learning programs for children in grades 2 to 6. Our goal is to make science fun, engaging, and accessible; and empower young minds to explore the scientific method and enjoy the learning process. Catompult Science Academy is seeking to building a team of self-motivated, passionate individuals to help grow our presence in schools. Project Requirements: We are seeking a Project Manager/Business Development Lead to contact school administrators and management to promote and market Catompult Science Academy. The ideal candidate will initiate and manage relationships with schools, promote our hands-on science programs, and secure partnerships with schools to implement our programs. The po...

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    I'm experiencing a data retrieval error with my current integration of the IQOption API. Specifically, the issue arises when attempting to fetch open trades. The code is written in Python, so proficiency in this language is crucial. Ideal Skills: - Expert in Python - Experienced with IQOption API - Skilled in debugging data retrieval errors Below are the details of issue and coming only with binary-option Python code (this is not full code, part of it): instrument_type = "binary-option" trades_history = Iq.get_positions(instrument_type) print("Trade History:") for trade in trades_history: print(trade) Below is the error after executing python code- 2024-10-18 15:35:13,130 {"request_id":"","name":&q...

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    Project Overview: We are looking to develop a robust, scalable system that allows the generation and management of dynamic QR codes hosted on AWS. The system should allow for dynamic URL updates without regenerating QR codes. The final solution will include QR code generation, storage in S3, dynamic URL redirection using AWS Lambda and API Gateway, and URL management using DynamoDB. Objective: To create a system that generates static and dynamic QR codes, stores them in AWS S3, and allows dynamic redirection via AWS services. We want the ability to update the destination URL of a QR code through an administrative interface or backend database. Project Requirements Core Features: QR Code Generation: The system must generate Q...

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    ...looking for a company or an individual who can develop a Saas product for event organisers. It would include a CRM for businesses and a customer portal. It will have 30 pages with different functions and all pages should be responsive. Pages will include but won’t be limited to: Business portal/CRM - Registration. - Settings (with business info.) - Login. - Events (where businesses can see all there events) - Create an event. - Edit event. - Create a menu. - Event summary and food order. - Individual food order. - Exports to excel - Food orders(sorted by course and table). - Create a room and layout. - View rooms and layouts. Customer portal - Register. - Login. - Register and create an event. - Login and create an event. - Customer profile page. - Future ev...

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    I'm looking to migrate my Odoo 17 database, primarily used for Customer Relationship Management (CRM), to Odoo 18. The current database is standard with no custom modules or modifications. Key Aspects of the Migration: - Ensure the correct migration of specific data: Sales reports and Customer details. - The database is used primarily for CRM, so the integrity of customer data is crucial. Ideal Skills and Experience: - Proven experience with Odoo database migration. - Strong understanding of CRM databases. - Attention to detail to ensure all specified data is correctly migrated. The Odoo is installed on AWS we need to move the old database odoo 17 to odoo 18.

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    ...On-Demand Location: Remote (Prefer candidates familiar with Southeast Asia or the wellness industry) Type: Full-Time / Project-Based About Us: Kamala is a luxury wellness app delivering high-end, on-demand wellness services to expats, tourists, and professionals in Southeast Asia. We’re building an app that provides instant service, similar to Uber, with AI-driven matchmaking for wellness providers. Our vision is to fully automate the app, ensuring seamless user experience with minimal human interference. What We’re Looking For: We are seeking a team of experienced developers to streamline and scale our mobile app. This team will be responsible for implementing full automation, AI integrations, and ensuring the app runs with minimal human interv...

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    I'm looking for a skilled Java/Kotlin Spring Boot Developer to build a complex multimodular MVP for the Gambling/Fintech sector. The budget specified represents your monthly payment. It will be split in 4 paid every week. We are seeking for an experienced Java Spring Boot Developer to build a complex multimodular monolith MVP, with a possibility of transitioning to a microservice architecture. The ideal candidate will have a strong grasp of Java frameworks and a proven track record in delivering high-quality solutions efficiently. He or she should easily understand business, convert it into a Software Design, and implement the code. Technologies we use: Java/Kotlin Spring Boot AWS. Graphql Plus: The project is in the gambling industry. Experience in thi...

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    I'm seeking assistance in designing and building a static website for my Finance and Mortgage...building a static website for my Finance and Mortgage Broking company. The site should ideally be hosted on AWS S3. Key Requirements: - The primary objective of the website is to inform clients about our services - The website should include the following pages: Home, About Us, Contact Us, and Loan Services - A feature to schedule an initial discussion should be incorporated Ideal Skills and Experience: - Proficient in website design and development - Familiar with AWS S3 hosting - Experience in creating finance-related websites - Knowledge in integrating scheduling features on websites Please refer to this example for design inspiration: ...

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    I'm looking for an expert in AWS with a focus on Amazon EC2, Amazon S3, Http to Https, and DynamoDB. The primary goal of this project is to enhance the security and development of my Web3 game. Key areas of focus: - Improving the overall security posture of the game using the aforementioned AWS services. - Ensuring secure data storage and management. Ideal skills and experience for the job: - Proven experience with AWS, particularly with EC2, S3, and DynamoDB. - Strong understanding and practical experience in enhancing security on AWS. - Familiarity with Web3 games will be a plus. - Excellent problem-solving skills and attention to detail.

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    Inputs - directory of CSVs, 500mb each (total size of around 4.5TB) containing both features and 1 target variable - both features and target variable are continuous variables 1. Create a script to train on the large dataset with the following implementation requirements: a. this is regression task b. use for data pipeline ( is acceptable) c. have a preprocess function that batch-normalizes INPUT features (this is NOT the same as batch normalizing of model weights) when mapped on to the dataset object d. placeholder for custom loss function with RMSE implementation e. model must be coded in OOP style (NOT using Sequential or Functional style) f. model must be saved at end of each training cycle, and can be reloaded for further

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    I am looking for a skilled .NET Core developer with experience in gRPC to troubleshoot and resolve issues in our existing gRPC-based services. The services are designed for syncing order stocks and product prices but are currently experiencing some bugs and performance issues that need to be addressed. Responsibilities: Investigate and diagnose problems in the existing gRPC services for order stock synchronization and product price updates. Fix bugs and resolve performance issues to ensure the services function as expected. Refactor and optimize the existing codebase for better maintainability and performance. Enhance the gRPC services with improved error handling and logging mechanisms. Write unit tests to validate the fixes and ensure the services are reliabl...

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    ...Title: Bluetooth Android App to Record and Sync Data from HC-05 Sensor ________________________________________ Project Overview: We are seeking a skilled Android app developer to create an application that connects to an HC-05 Bluetooth module. The module sends environmental sensor data such as Moisture Percentage, Time, Humidity, and Temperature. This data should be displayed in real-time, logged with additional user inputs (like Customer Name), and synced to the cloud. The app will also allow sharing data logs via WhatsApp and other messaging apps. Additionally, each instance of the app should be secured with a unique key that will be provided to the user. This key will link the data collected to the specifi...

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    ...just need a POC. I have explained the full product idea, but i am looking for a very quick POC for presentation. Project Overview: The aim of this project is to develop a form management system with authentication and authorization features. This system allows administrators to create forms with multiple types of input fields (e.g., text, dropdown, date, etc.), and users with appropriate permissions can view and fill out these forms. Once a form is published, it cannot be deleted or modified (except for adding new fields by admins). Key Requirements: Fullstack Application: Should be built using hybrid technologies, with a PWA approach to ensure a seamless user experience across mobile and web. User Authentication and Authorization: Secure login system where users ...

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    Is the company that originally created the app still able to access it when i change GoDaddy (cPanel) password? Are there any files on the AWS or AZZURE that they are hosting or everything is on cPanel?

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    I need a cloud expert with extensive experience in AWS who can develop a Windows 10/11 virtual desktop for both personal and business use. This virtual desktop will be used to run various BIM software applications, including Revit, AutoCAD, and Navisworks, as well as project management software like Microsoft Project. Key Responsibilities: - Design and implement a Windows 10/11 virtual desktop on AWS - Ensure the virtual desktop can smoothly run BIM software and project management tools Ideal Skills: - Proven experience with AWS - Proficient in Windows 10/11 - Familiarity with BIM software (Revit, AutoCAD, Navisworks, etc.) - Knowledge of project management software (Microsoft Project, etc.) - Experience in setting up cloud-based virtual desktops The successf...

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    I am looking for a skilled DevOps Engineer who can manage the entire DevOps life cycle for my project. The primary goal is to automate deployments in the production environment. Key responsibilities: - Automate deployment processes in the production environment - Enhance system reliability - Streamline the overall development process - k8 management - Security enhancement, monitoring and updation The ideal candidate should have: - Extensive experience with DevOps practices and tools - Proficiency in AWS, given that this is our cloud service provider - A deep understanding of production environment requirements - Java, SpringBoot, Maven, Docker, EKS, RDS, Newrelic, Microservice, Helm charts, GIthu, Jenkins, Ec2, ELB This role is crucial in ensuring our project runs smooth...

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    I'm seeking a seasoned cloud computing trainer. The primary objective of this training is to provide students with practical, hands-on experience with AWS. Key Aspects of the Project: - Design and deliver a comprehensive, interactive course focused on AWS - Ensure the training is tailored to students, with no prior IT or cloud experience - Foster an engaging learning environment that promotes understanding and interest in cloud computing Ideal Skills and Experience: - Extensive knowledge and experience with AWS - Prior experience in teaching or training, particularly with students - Ability to create engaging, hands-on learning experiences - Excellent communication and interpersonal skills

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    ...Computer Vision Engineer to develop and implement advanced machine learning models and computer vision algorithms for a cutting-edge AI-powered solution. This position involves working on real-time video analysis, integrating AI models with camera feeds, and building a robust system for automated detection and real-time alerts. Key Responsibilities: Develop AI Models: Create and optimize computer vision models for real-time detection of various scenarios and objects. Video Stream Analysis: Implement algorithms that process video feeds and provide actionable insights in real time. AI Integration: Seamlessly integrate AI models with existing camera infrastructure to ensure smooth operations across multiple environments. Notification System: Work with cross-functional te...

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    I'm looking for a developer to maintain this existing web application: https://www.freelancer.com/projects/javascript/Web-app-that-customizes-data. It's a web app that's built and live in production. The ideal candidate will make ongoing updates and bug fixes to it. It has a frontend, a Python backend, and is hosted on AWS.

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    I'm in need of a seasoned AI developer to create an AI-based call center capable of responding in Egyptian Arabic. This AI system should genuinely comprehend the Egyptian dialect and slang, and be able to handle customer inquiries across various sectors, beginning with food chains such as McDonald's and Papa John's. Key Responsibilities: - Handle Hotline Numbers: The AI should adeptly differentiate between multiple hotline numbers and guide users to the appropriate menu for different restaurants or services. - Provide Relevant Information: It should accurately respond to customer inquiries, process orders, and give information specific to the selected business. - Future Expansion: The system must be scalable, with the capability to...

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    NDA
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    I'm seeking an experienced data engineer for an ETL project primarily aimed at cleaning and preparing data for analysis. The data sources I'll be working with are flat files, specifically CSV and Excel. A key aspect of this project will involve data cleansing to ensure the accuracy and quality of the data. Ideal skills and experience for this job include: - Proficiency in SQL and SSIS for ETL development and automation. - Extensive experience with data extraction, transformation, and loading. - Expertise in data cleansing techniques. - Familiarity with handling flat files such as CSV and Excel. - Proven track record of building reliable ETL pipelines. Let's collaborate to enhance my data workflows and i...

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    I'm looking for a seasoned DevOps Engineer who can help us fine-tune ou...expenses arise from NAT, EC2, and VPC, and I need an expert who can significantly reduce our AWS bills while maintaining efficient and reliable deployments. Key Requirements: - In-depth experience with AWS, specifically focusing on NAT, EC2, and VPC. - Proficient in Kubernetes and capable of streamlining our container orchestration. - Expertise in automating CI/CD pipelines, with a specific emphasis on utilizing Jenkins, our preferred tool. - A track record of successfully reducing infrastructure costs without compromising deployment speed or reliability. Our primary goal is to achieve faster deployment times. If you can help us enhance our infrastructure efficiency and deployment speed, I...

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    ...skilled developer to bring an app back online and perform necessary customizations. The app was previously live on AWS but went down about 5 days ago. Your task will be to: Review the current AWS server setup: Investigate and resolve the issue causing the app downtime. This may involve restarting services, reviewing configurations, and troubleshooting any issues. Ensure functionality: Make the app live again, confirming that all services, APIs, payment gateways, and features work as expected. Customization: After the app is live, customize the app by integrating our payment gateways (e.g., PayPal, MTN Mobile Money) and updating branding elements like logos. Technical Support: Provide documentation and future support for any potential updates needed. Requirem...

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    I'm seeking an expert in AWS services to assist in choosing the right services for hosting a static website. The website will also be handling remote API access to various services. The key focus for this project is scalability, as I anticipate the need for the website to handle increasing amounts of traffic over time. We have deployed an ECS/Fargate model but scale-up provision time and projected costs are daunting. I have attached a diagram illustrating what we need.

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    Project Overview: Looking for a skilled freelancer to assist in developing a web-based backtesting software specifically designed for the Indian stock market. The software will allow users to backtest trading strategies using historical market data, with the flexibility to test across various asset classes, timeframes, and strategies. The platform will be integrated with a Backtrader API, a powerful Python library designed for backtesting, live trading, and data analysis. Core Requirements: Web Development Expertise: Frontend: Proficiency in modern web technologies like React.js, Vue.js, or Angular for a responsive and user-friendly interface. Backend: Experience with Python and frameworks like Django or Flask for the server-side development, handling A...

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    We are looking for expert who can host angular app in aws elasticbeantalk with bitbucket CI/CD

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    I'm an intermediate AWS Amplify user seeking a seasoned tutor for backend AWS services, primarily focusing on authorization and revenueCat integration while building a React Native app. Key Points: - Focus on backend integration, with basic frontend functionality - Gain a comprehensive understanding of AWS Amplify, including using lambda, API Gateway, Cognito group authorization, appsync and data modeling etc.. - Integrate revenueCat and learn about access control within authorization Ideal Skills and Experience: - Extensive experience with AWS Amplify and React Native - Strong background in backend development - Previous experience teaching or tutoring in this field Your role will be to guide me through the process, explaining concepts an...

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    I'm experiencing a persistent issue with one of my Airflow DAGs. This particular process has been running for two days, when it should typically complete in around ten minutes. I need a professional who can: - End the current process - Debug the DAG - Optimize performance to prevent future occurrences My Airflow is hosted on a cloud service, specifically AWS. Ideal candidates should have: - Extensive experience with Apache Airflow - Proficiency in debugging and optimizing DAGs - In-depth understanding of AWS services Your expertise will be invaluable in resolving this issue and enhancing the performance of my Airflow setup. Thank you.

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    I'm looking for a seasoned developer to create a productivity application that leverages Amazon Web Services (AWS) for its backend. Key Requirements: - The app should be designed for the AWS server. - It must utilize AWS for API application and webservice development. Ideal Skills: - Extensive experience in AWS, specifically with API development and webservice management. - Strong background in creating productivity-based applications. - Proficient in server hosting and deployment on AWS. The successful completion of this project could lead to more opportunities as I plan to extend my app portfolio. Looking forward to your bids.

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    I'm looking for an AWS specialist to help with various tasks on our AWS account. The initial focus will be on billing work, specifically allocating costs to our specific domains. Future tasks will primarily focus on: - Service Optimization: Improving our service efficiency and cost-effectiveness. Although there are no specific AWS services highlighted for optimization, expertise in areas such as Compute (EC2, Lambda), Storage (S3, EBS), and Database (RDS, DynamoDB) would be beneficial. The ideal freelancer for this job would be someone with extensive experience in AWS, particularly in billing and service optimization. A strong analytical skill set to conduct thorough account reviews and analyses will be essential.

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    ...Lead Verification Project Overview: The project will create a platform for Business Development and Sales Teams that generates leads by leveraging the Bright Data API to extract a list of leads and their websites. The API will then generate additional contact information (emails, phone numbers, etc.) based on the websites provided by Bright Data. The platform will also include multi-language support, CRM integrations, and a referral program. Project Objectives: 1. Build a lead generation platform that extracts leads and websites using Bright Data API and generates lead contact details using API. 2. Integrate Bright Data API for lead generation and API for email verification, lead enrichment, and outreach. 3. Provide additional value through multi...

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