Data management in python jobs

...Responsibilities: - Develop new features, modify existing functionality, and upgrade current modules for our web application using Codeigniter 4 framework. - Integrate a barcode scaning platform for scanning employee bagdes to store check-in and check-out periods to track attendance and overtime of employees. - Collaborate with our team to understand requirements and implement solutions effectively. - Write clean, well-documented, and maintainable code. Requirements: - Has extensive experience in PHP frontend and backend development. - Experience in database management. - Extensive experience with CodeIgniter 4 framework. - Experience with front-end technologies such as HTML5, CSS3, JavaScript, and jQuery. - Excellent communication skills and attention to de...

...looking for a skilled Python developer to write a code for an Explainable AI project. I need the code to focus on making the AI understandable by humans, rather than just predicting outcomes. Key Responsibilities: - Create a Python script that implements Explainable AI techniques like Lime - Ensure the code is clean, well-commented, and efficient Your role will be crucial in enabling the AI to present its decisions and reasoning in a way that can be easily understood by non-experts. Notably, the model should be able to show its decision rationale, thus improving trust and interpretability to end-users or stakeholders. Ideal Skills and Experience: - Proficiency in Python - Experience in AI/ML particularly in Explainable AI domain...

I'm looking for a diligent freelancer to help me with a straightforward data entry task. The task involves: - Collecting text data from various websites - Organizing and inputting the data into Word documents. The ideal candidate should be: - Skilled at conducting online research - Proficient in Microsoft Word - Detail-oriented and able to maintain accuracy - Good at time management to ensure timely completion of the task. Your role will be pivotal in creating a structured, comprehensive database from the web content I provide.

I'm in need of an experienced Shopify developer to help me create a highly professional and corporate-looking e-commerce store. Please apply with reference links Key Tasks: - **Product Catalog Management**: The store will require bulk product uploads and inventory tracking. Efficient management and organization of products is crucial. - **Payment Gateway Integration**: Aspects of this job include setting up secure and seamless payment options for customers, ensuring their transactions are secure. - **Theme Customization**: The store should exude professionalism and corporate appeal. The ideal candidate will be sensitive to the need for a clean, minimalist design. The ideal freelancer for this project: - Proficient in Shopify store creation and manag...

I'm in need of a pro who can assist in adding multiple members to a WhatsApp group at once. The contact details will be forwarded to you via email. Key Requirements: - Adding multiple members at once to a WhatsApp group - Contact details provided via email - Sending confirmation messages to new members via WhatsApp Ideal Skills/Experience: - Proficiency in WhatsApp - Strong email management skills - Excellent communication skills - Experience in managing group memberships is a plus Please let me know if you're up for the job.

I'm in need of a freelancer to assist in creating my document templates and request forms. Key tasks: - Stand up your own Confluence and JIRA SM sites (free for 30 days) - Create process templates (Confluence), ensuring their accuracy and alignment with my requirements for internal processes for my SaaS product. - Create request forms (JIRA SM), with mandatory content and drop-downs. - Export the content in a form in which I can import them into my own Confluence and JIRA SM sites Ideal Skills and Experience: - Proficient in process document, checklist, and forms creation. - Ability to use Google, ChatGPT (or other generative AI) to search and create baseline content. - Experience with Confluence and JIRA Service Management. - Any experienc...

I'm in need of a proficient Android app developer who has a strong understanding of Google Sheets API and real-time data integration. App should be able to display rates, track order status, display quote of products and other basic tabs like upload of pdf documents of catalogues, contact us, about us and social media links etc. I have attached a basic pdf document of what the app should look like. Will need UI improvements in it too. Key Responsibilities: - Develop an Android application that dynamically displays data from certain cells in Google Sheets. - The app should be designed to pull updates in real time, refreshing every minute. - It should provide a manual refresh data option for immediate update. Ideal Skills: - Extens...

I'm in need of a professional who can integrate my Weebly website with Mailerlite, an email marketing tool. This expert should be able to implement the following features: - Setting up a newsletter signup form - Creating automated email campaigns - Assisting with subscriber segmentation The ideal freelancer for this job should possess a strong background in Weebly website management and be proficient in working with Mailerlite. Experience in email marketing strategies and a good understanding of implementing sign-up forms, automated campaigns, and database segmentation is crucial. If you have the expertise to seamlessly integrate my website with Mailerlite and help maximize its email marketing potential, I'd love to hear from you.

I am in need of an expert Python developer with specific experience in Flask framework and Amazon DynamoDB. The primary task is to fix a database connection issue. We are finding it difficult to establish a stable connection with DynamoDB. • Required Skills: Python, Flask, Amazon DynamoDB, Monolithic architecture experience • Task: Diagnosing and troubleshooting connection issue between Python/Flask backend and DynamoDB. • Bonus: Working knowledge of monolithic architecture and associated best practices would be beneficial. Please submit your bids if you're confident in diagnosing and rectifying such connectivity issues. Your insight and expertise would be highly appreciated.

We are in need of a highly skilled Laravel expert team to continue development on existing web application! The specific Task - Requirements Document will be provided. Project will be developed by Phases(milestones). Selected team will be having opportunity to work for long term! Skills and Experience: - Extensive experience in Laravel development - Proficiency in Laravel customization and optimization - Strong understanding of Gitlab - version control !* - Strong understanding of web development principles and best practices - Ability to work on a large-scale project and deliver high-quality results - Excellent problem-solving skills and attention to detail - Database Design & Management: The ability to design and manage a highly organized, efficient data...

...specifications: * There are currently less than 5 Excel sheets that need to be interconnected. * The primary intent of this interconnection is the cross-referencing of information. * The exchange of data to be implemented includes Inventory data, Financial data, and Sales data. The ideal candidate should possess advanced Excel skills, including knowledge and experience in cross-referencing various types of data across multiple sheets. Familiarity with business inventory, financials, and sales data is highly desirable. Please ensure your bid reflects your ability to fulfill these requirements. Thank you in advance for time and efforts....

I'm looking for a multi-skilled full stack developer who is proficient in JavaScript, Python, and PHP for a project with a wide range of tasks. Key Requirements: - Proficient in JavaScript, Python, and PHP. - Proven experience in full stack application development. - Strong understanding of software engineering principles. - Ability to work independently and as part of a team. - Good problem-solving skills. - Strong communication skills. It would be a plus if you have: - Experience with React, Angular, or Django. - Prior experience in user authentication, data visualization, and social media integration. This project will involve a variety of tasks, so I need someone who is versatile and able to adapt to different challenges. Your ab...

I need to link the gamma data with the Telegram bot to display it directly netgex volume + netgex open intrest I'm in need of an experienced Python developer who is adept at creating Telegram bots. The primary functionality of this bot will be user interaction. At this time, I don't require any specific data to be withdrawn from the API. The successful candidate should be able to: - Design and Develop a bot with interaction-heavy features in Python. - Ensure seamless integration with Telegram's API. - Implement effective user interaction strategies. - Conduct comprehensive troubleshooting and testing. Candidates with previous proven experience building Telegram bots will be given preference. Please, include examples of the bots ...

Currently working with Entrust as our Certificate Authority (CA), we aim to migrate to Venafi to utilise its superior Certificate Lifecycle Management capabilities. We primarily work with SSL/TLS certificates and require assistance in managing these effectively using Venafi. The ideal candidate should: - Have proven experience in managing SSL/TLS certificates - Have a prior understanding of how Entrust CA operates - Possess robust skills and experience in utilising Venafi for Certificate Lifecycle Management - Be proficient in executing seamless transitions from one CA to another without disrupting operations. We anticipate this transfer to enhance our overall operation and look forward to engaging an experienced professional to drive this trans...

I am looking for a developer to create an Android app for my startup. The app will be a Room/Co living or PG listing app, where owners can upload pictures and check leads. I have some ideas for...a developer to create an Android app for my startup. The app will be a Room/Co living or PG listing app, where owners can upload pictures and check leads. I have some ideas for additional features, which I am open to discussing with the developer. Ideal Skills and Experience: - Experience in Android app development - Knowledge of backend development and database management - Familiarity with building user-friendly interfaces - Ability to integrate features such as uploading pictures and lead management - Understanding of app store guidelines and experience with app store sub...

I'm seeking an experienced Python developer to scrape a specific website and extract text data for the purpose of analysis. Your role will be the following: - Scrapping the text data from the specified website. - Cleaning the data to prepare it for analysis. High data quality is crucial so attention to detail is necessary. Ideal candidate would have proven experience in Python, data extraction, and data cleaning. Familiarity with data analysis will be beneficial.

We are seeking a skilled developer to create a comprehensive time management website aimed at assisting users in optimizing their productivity and organizing their schedules effectively. The website will feature a user-friendly interface, leveraging HTML and CSS for frontend design, and backend functionality will be implemented using robust technologies to ensure seamless performance and scalability. MYSQL Database.

I'm in need of a Python script that can crawl through a list of websites provided in an Excel file and export all the webpages it finds into a new Excel file. This task is aimed at scraping the entire content of the websites, not just a specific piece of information. Key Requirements: - The script must be able to read a list of websites from an Excel file. - The script should use natural crawling mechanisms, not sitemap, to find all the webpages on each website. - All the webpages found on the websites should be exported into a new Excel file. The purpose of this script is to aid in analyzing the content of these websites, so it's crucial that all pages are scraped. Ideal Skills: - Proficiency in Python programming, particularly web s...

I have a script written in AHK for Windows. I would like this script to be rewritten for MacOS using Python. In order to ensure that the MacOS script is as close as possible to the original Windows script, the sound functionalities need to be replicated exactly. doesnt have to be python if u know something easier and simpler to maintain i dont care Key Skills Needed: - Proficiency in Python - Experience with MacOS scripting - Understanding of AHK (previous experience with this language would be beneficial) - Proficient in sound control within scripting The ideal candidate for this role would be someone who has a good understanding of AHK and Python, and is able to adapt the sound functionality of the AHK script to MacOS, while kee...

I am in need of a proficient individual Java developer who has a solid understanding and experience with Java Netty framework. The primary goal of this project is real-time data processing and the candidate should have extensive experience in dealing with high volume TCP connections and socket management. Key Responsibilities: - The primary task will be real-time data processing. - Handling high volume of TCP connections efficiently. - Proficient socket management. - Ensuring the stability and reliability of the system under high data volume processing. Ideal Skills and Experience: - Expert level of experience with Java Netty framework. - Proven track record in handling high volume TCP connections. - Previous experience in re...

...candidate will have expertise in Laravel, MySQL, and Firebase technologies. Responsibilities: Customize the school SaaS ERP control panel to integrate WhatsApp and inbox SMS APIs. Develop a dynamic frontend interface for easy navigation and user interaction. Implement backend functionalities to manage message sending, delivery, and history tracking. Ensure smooth integration with existing databases and systems. Create a secure authentication system for users accessing the platform. Test the system thoroughly to identify and fix any bugs or issues. Provide documentation and training materials for administrators on how to use the new features. Requirements: Proven experience in web development using Laravel framework. Proficiency in MySQL database management...

Algo Trading setup Description: We are seeking an experienced individual in algorithmic trading and API integration to assist in setting up automated trading signals. Our algorithm, currently operating on the TradingView platform, generates precise buy and sell signals. However, we require assistance in seamlessly translating these signals into actionable trades on our trading platform. The primary objective of this project is to integrate our existing algorithm with the trading platform's API to automate the execution of trades based on generated signals. The selected freelancer will be responsible for establishing a robust connection between the algorithm and the trading platform's API, ensuring timely and accurate execution of orders. Key tasks include:...

...candidate will have expertise in Laravel, MySQL, and Firebase technologies. Responsibilities: Customize the school SaaS ERP control panel to integrate WhatsApp and inbox SMS APIs. Develop a dynamic frontend interface for easy navigation and user interaction. Implement backend functionalities to manage message sending, delivery, and history tracking. Ensure smooth integration with existing databases and systems. Create a secure authentication system for users accessing the platform. Test the system thoroughly to identify and fix any bugs or issues. Provide documentation and training materials for administrators on how to use the new features. Requirements: Proven experience in web development using Laravel framework. Proficiency in MySQL database management...

I'm looking for an experienced website developer to create an online store for an unspecified range of products. Key functionalities required include: - A reliable paymen...online store for an unspecified range of products. Key functionalities required include: - A reliable payment gateway to facilitate customer purchases. The professional handling this project should be proficient in integrating proven and secure payment systems for smooth transactions. Considering the client might not have disclosed what products will be sold, skills in setting up versatile eCommerce platforms will be beneficial. Also, the developer should be flexible to incorporate additional functionalities such as customer reviews, product recommendations or inventory management if require...

...freelance web developer to create a professional website for our company. As a provider of outsourced web hosting support, our primary aim is to showcase our services tailored specifically to web hosting companies. Key Objectives: Showcase Services: The website should effectively communicate our range of services, emphasizing our expertise in providing outsourced web hosting support to web hosting companies. This includes features such as server management, technical support, troubleshooting, and customer service. Engage Target Audience: The website should be designed to engage and appeal to owners and decision-makers of web hosting companies. Clear and concise messaging, along with compelling visuals, should highlight the benefits of partnering with our company for thei...

...an experienced Account Executive to join our team in the finance industry. The ideal candidate will possess the following qualifications and experience: - Proven Sales and Negotiation Skills: The candidate should have a track record of successful sales and a strong ability to negotiate effectively. - Customer Relationship Management: Adept at cultivating and maintaining positive relationships with clients. - Client Account Management: Ability to oversee and manage client accounts. - Sales and Revenue Growth: Proficient in developing strategies to drive sales and revenue growth. - Market Analysis and Strategy: Experience in conducting market analysis and devising effective strategies based on the findings. If you have a solid background in fin...

I'm in need of an advanced Docker trainer who can educate me on various topics including Installation & Setup, Docker Image Creation, Docker Networking & Data Management. Expertise in training related to Docker tools like Docker Swarm, Kubernetes, and Jenkins is highly essential. The ideal candidate should have ample experience in these areas and a knack for simplifying complex concepts.

I am in need of a proficient Shopify/Faire wholesale professional who can successfully set up and manage our Shopify store. Key responsibilities would involve: - Setting up the Shopify store from scratch - Efficiently integrating Faire wholesale features to our store - Managing product listings. I aim to start with less than a hundred unique products on the platform. An integral part of the project is to make sure that our store has the capabilities to sell in large, wholesale quantities. Ideal candidates should have a successful track record in Shopify store management and the Faire wholesale platform. An understanding of our specific requirements and a knack for solutions-based problem solving would be key to success in this project.

I'm in need of a well-rounded property manager. The exact nature of the properties being managed hasn't been stated, as well as tenant management responsibilities. Ideal Skills and Experience: • Property Management (Residential/Commercial) • Tenant Management Please Note: The amount of properties to be managed will be clarified later, but your experience managing different scales from small to large will be of interest. Submit your bid indicating your experience level and what you bring to the table.

I require an expert in Excel to build a comprehensive tracking file. This task involves: - Establishing a data entry form to easily input inventory and project progress details. Knowledge of creating user-friendly interfaces within Excel is beneficial. - Implementing automated calculations to streamline the data analysis process. Strong mathematical and analytical skills are essential. - Creating a graphical representation of data to facilitate understanding. Experience in data visualization is a must. The spreadsheet will track fewer than 10 types of inventory data and project progress data. Your familiarity with inventory management processes and project tracking would be highly valuable. This assignment calls for you to u...

I'm in need of a professional personal secretary to manage the following tasks: - Scheduling appointments and meetings - Managing travel arrangements - Reminding me of my daily tasks twice a day These responsibilities require someone who is organized, detail-oriented, and efficient. Excellent communication skills are a must, as the task involves handling my appointments and travel arrangements. Experience with using scheduling tools and time management software will be beneficial. Most of my appointments and meetings will occur in Indian Standard Time, therefore, the candidate should have good availability in this timezone.

I'm seeking a proficient developer to build a comprehensive demo or starter code integrating Snowflake and Kafka using AWS cloud. The ideal candidate should have deep understanding of concepts such as: - Data ingestion - Data transformation - Data storage and retrieval The code should ensure: - Optimal performance - Scalability - Security The code can be written in Python or Java. In-depth knowledge of these languages, as well as experience with Snowflake and Kafka integration, is a necessity for a successful bid on this project.

I'm in search of a highly skilled server engineer who understands VPS and email servers. The current system I have in place with Contabo and Zimbra is unreliable and requires daily restarts, clearly, this is far from ideal. Your task will be to either create a stable setup with the current tools, or propose and implement a new, more reliable solution. Key Aspects: - High uptime: The system should rarely, if ever, require manual restarts. - Scalability: While the exact number of email accounts needed is not yet determined, the setup should be highly scalable to accommodate growth. Support: - Although no specific level of support was specified, basic troubleshooting is expected as part of your proposal. Higher level support options can be discussed based on your reco...

I'm looking for a multi-skilled full stack developer who is proficient in JavaScript, Python, and PHP for a project with a wide range of tasks. Key Requirements: - Proficient in JavaScript, Python, and PHP. - Proven experience in full stack application development. - Strong understanding of software engineering principles. - Ability to work independently and as part of a team. - Good problem-solving skills. - Strong communication skills. It would be a plus if you have: - Experience with React, Angular, or Django. - Prior experience in user authentication, data visualization, and social media integration. This project will involve a variety of tasks, so I need someone who is versatile and able to adapt to different challenges. Your ab...

I'm looking for a Figma designer who can design a mobile interface similar to Zomato. The project needs to be completed within a month. The ideal candidate should have: - Strong experience in Figma, particularly designing mobile interfaces - A good understanding of the Zomato platform - A good eye for user interface design and modern aesthetic - Proficiency in communication and time management Please note that the project is for mobile, not web. It will require the designer to come up with an appealing and user-friendly design that incorporates the essential features of Zomato. Your deliverables will include the complete Figma design file and any necessary design assets. Experience with food-related platforms or similar designs will be a plus. Looking forw...

I'm seeking a highly experienced Google advertising agency to assist me with opening a Google Ads Search account. Key Require...seeking a highly experienced Google advertising agency to assist me with opening a Google Ads Search account. Key Requirements: - Expertise: I require an expert level of experience in Google advertising. The chosen provider should have a proven track record of successfully setting up Google Ads Search accounts. - Geographic location: I would prefer that the account be opened in Europe. The role of the freelancer will solely be to create the account for me. There will be no requirements for account management or optimization. Please note: I am not looking for general advice, consultation, or ongoing management. I purely need...

I need a professional who can manage the Google reviews for my existing service business. - The task primarily involves ensuring that our Google reviews are prompt, relevant, and positive to increase customer engagement and attract more clients. - The reviews should reflect the quality of our services and should be managed in a way that supports our business reputation and growth. I need someone who can work on this efficiently and effectively, with a clear understanding of how to manage online reviews for a service-based business. The ideal candidate should have a good understanding of customer service, digital marketing, and a track record of managing online reputation. A strong knowledge of Google's review system would be a plus. The payment will be commensurate with th...

I'm looking for a skilled Python developer to help with web scraping and data analysis tasks. Key Tasks: - Web Scraping: Proficiency in using Beautiful Soup or Scrapy is essential. The person should be able to extract specific data sets from websites and present them in a structured format. - Data Analysis: Experience with Pandas and NumPy is crucial for this role. The ideal candidate should be able to manipulate and analyze large data sets efficiently. - Automation: Familiarity with Selenium for automating tasks is a plus. What I'm Looking For: - Experience: Please include details of your past projects and your experience with Python in your application. - Specific Libraries/Frameworks: A strong grasp of Panda...

I'm experiencing a critical issue with the Let's Encrypt SSL on my WHM server; it's not performing accurately on my website. I'm running Alma Linux and WHM Cpanel on my current server. It was working a few days ago but suddenly stopped working so I th...wasn't set up correctly. Note we are NOT using for SSL installation This is an immediate need and bidding freelancers should be prepared to start work as soon as possible. Necessary skills and experience: - Proven experience with Let's Encrypt SSL - Proficiency in WHM server management - Strong knowledge of Alma Linux - Ability to troubleshoot and resolve this issue promptly I'm looking for an experienced system admin who can swiftly diagnose and resolve this SSL issue. Please include...

I'm currently seeking a highly experienced data scientist for applying machine learning techniques on a complex dataset. As a skilled professional, you'll be involved in: - Preprocessing and cleaning of data to remove any inconsistencies. - Conducting exploratory data analysis to unveil hidden patterns and correlations. - Selecting the right machine learning model and evaluating its performance over time. For this project, in-depth knowledge in Python and strong statistical background are highly desirable. Familiarity with supervised machine learning models is a key requirement as well.

I am seeking a Python expert to assist with debugging a single script. The script is built primarily using functional programming concepts. Key requirements: - Troubleshoot and identify issues within the codebase - Suggest and implement fixes to ensure the script is running efficiently - Experience with functional programming concepts in Python This is a small project, and the ideal candidate should have a strong understanding of Python, specifically in debugging and functional programming. The codebase is not extensive, so I anticipate this project to be completed within a short timeframe.

Looking for a Python developer to create a simple bridge between client and server for realtime communication.

...the hunt for a Mid-Level Human Resources professional to assist with recruitment and hiring within our tech-focused firm. Your main responsibility will be streamlining the recruitment process, and hiring talented and dedicated tech professionals. Key Requirements: - Specific experience in mid-level human resources role, preferably within the tech and software industry. - Proven track record in recruitment and hiring, with a knack for spotting tech talent. - A thorough understanding of performance management to ensure we hire individuals who will enhance our team performance. - Excellent communication and interpersonal skills. This project offers an opportunity for you to showcase your recruitment skills, within the fast-paced tech and software industry. The per...

...paper focusing on the effectiveness of project management tools in infrastructure construction projects. Key requirements and responsibilities: - The purpose of this research paper is to analyze the impact of project management tools on the success of construction projects. - ideal data collection methodology, surveys were conducted with experienced construction project managers. - The target of this research paper is construction projects. - The research should aim to provide valuable and actionable recommendations for improving the project management practices within construction sector. Skills and experiences required: - Significant experience in academic research - Proficient in analyzing survey data - Strong knowledge of ...

I'm looking for a talented developer to enhance an existing open-sou...aspect of the enhancements should focus on implementing real-time monitoring, which will allow for more effective proctoring during exams or similar activities. - **User-friendly Interface**: The revamped project should have an intuitive and engaging interface. This will help to enhance the user experience, making the proctoring tool more accessible and easier to use. Ideal Skills: - Proficient in Python and relevant libraries - Experience with AI and machine learning algorithms - UI/UX design and development skills - Familiarity with real-time systems and monitoring - Good understanding of academic proctoring systems If you have the necessary skills and experience to enhance this project, I'd ...

...Functions: Data Architecture: Leverage your 5+ years of experience in designing and optimizing database solutions. You’ll work closely with stakeholders to create a robust data architecture that seamlessly integrates various data sources. Programming Languages: Demonstrate proficiency in Java and C#. Your code is not just functional but elegant. Team Leadership: As a seasoned engineer, you’ll mentor junior team members, foster collaboration, and drive technical excellence. Cloud Solutions: Familiarity with Azure or AWS is essential. You’ll architect, deploy, and manage cloud-based solutions. Data Import Strategy: Devise a robust strategy for importing data efficiently, ensuring data quality, and maintaining perfo...

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...over 300 hearing employees and 30% of our current employees are Deaf, including Deaf management staff. We have high rich experience skilled in our field. We are now looking to brand our services at Phoenix Day School for the Deaf, Arizona State school for the Deaf, and Sequoia School for the Deaf, in order for us to be able to post our services or working closely with them, we have to get their school broad approval therefore, I'm seeking a skilled marketer for an inclusive email campaign. This project will aim to both deaf and hearing individuals. The essence of this campaign is to promote services for the deaf with development disabilities. Key Attributes: - Expertise in Email Marketing - Experience in audience-targeted marketing - Deep u...

...the system and creating a productivity bottleneck. Job Scope: - Analyze the reasons for the high CPU usage - Implement efficient solutions to reduce the CPU usage without compromising on essential processes - Optimize the performance of the system - Establish measures for consistent monitoring and preventive maintenance Ideal skills: - Expertise in Linux server management - Proficiency in performance optimization strategies - Experience in IT troubleshooting and problem-solving - Knowledge of server security strategies - High attention to detail If you have the necessary skills and experience to resolve this server speed issue, I invite you to submit your proposal. Your bid should include a brief explanation of your approach and a time estimate for th...

...experienced professional with proficiency in Node.js ( Framework) to comprehensively review my backend code. Key Responsibilities: - Inspect and evaluate the data handling and database management of my application. Any proposed modifications should aim at promoting the efficiency and performance of data flow within it. - Scrutinize the security implementation for potential vulnerabilities. Recommendations for enhancements should be accompanying any identified weak points. - Critically assess the performance and efficiency of the present code and propose changes that will render the backend of my application more effectively. Ideal Skills and Experience: - Extensive experience in backend code review is an absolute necessity, particularly in ...