Internet macro data extractiondela

I need a tool that extracts specific content (text and images) from PDF files and adds this data into a CSV file under designated headers. Key Requirements: - The tool should be designed specifically for Windows OS. PDF Data Extraction: - Need the tool to extract both text and images from the PDFs. CSV Insertion: - The extracted data should be sorted correctly under their respective column headers in a CSV file. Consistent PDF Structure: - It is important that the tool can handle data extraction from PDFs with a consistent structure. Ideal Skills and Experience: - Proficiency in developing Windows-based tools. - Experience with PDF data extraction. - Familiarity with CSV file manipulation in Python or related languages.

I'm looking for an Android developer to create a simple news app for me. The key feature that I'd like to prioritize is an offline reading capability, which is essential for my users who may not have constant internet access. The news articles should be displayed in a list of headlines. This layout will allow users to quickly scan through the news and pick out articles of interest. The ideal candidate for this project would be a developer with experience in Android app development, particularly in working with APIs. Experience in designing user-friendly and intuitive interfaces would also be a plus.

We are seeking a skilled AI developer to create a custom AI script capable of generating answers based on specific datasets for multiple products. This AI model will provide accurate responses using only the data provided for each product. If the model cannot find a matching answer, it should prompt the user to contact us for further assistance.

Hi The task is to set up a password protected instance of the OWASP WebGoat running in AWS that is internet facing. To be successful the deployment must be: * Entirely automated using CloudFormation and bash scripts. * The landing page must be a public page protected with a username/password authentication block, this should rely upon CloudFront to perform authentication. The username and password should be configurable in the CloudFormation template. The landing page can be simple HTML that displays the username input, password input and login button. * A user friendly domain name should be configured via Route53 that is configurable in CloudFormation. The domain name can be provided if required. Obviously a AWS TLS1.3 PKI certificate is also required. * Behind the landing page ...

I urgently need a specialist in Ubiquiti UniFi to help me revive my system, which has gone down following a power outage. I've been left without any internet connection and I desperately need a professional to come in and provide effective solutions ASAP. If you have experience in: - Setting up UniFi network - Troubleshooting UniFi network issues - Configuring UniFi devices and you're comfortable with dealing with various types of internet connections, as I'm unsure which one is used in my setup, your skill set is what I'm looking for. Your prompt help will be highly appreciated.

...within the game. The project must be compatible with Windows 10. Candidates should be proficient in at least one of the following programming languages: C++, Python, or Pascal. Payment will be made upon successful demonstration of the emulator working within the game. Note: This project does not involve breaking any game's security measures or installing unsigned drivers. Important Information: Macro usage in the game is permitted and is not considered illegal. Before bidding on the project, please confirm that you have reviewed the code provided in the attachment. The project requires more in-depth and lower-level coding knowledge than the example provided in the attachment. It necessitates knowledge of ring0 level coding." By submitting a proposal for this project,...

I'm looking to have a new website created. The key task involved in this is harvesting photos and data from Website A, and using this to create our site. The following details outline the project requirements: - Downloading photos and data from Website A. - Upload these photos and data to the corresponding sections on our website. The new site should mirror the content placement of Website A. Ideal skills for this job include website creation, data extraction, and efficient data input methods. Experience with content migration is highly desirable. Deadline for completion is within a month from the project start date. All data need to be updated each day

I'm looking to compile a comprehensive list of e-mail addresses from various companies. This list will serve as our contact database for marketing outreach purposes. The ideal candidate for this task should have the following qualifications: - Proficiency in internet research and data mining. - Previous experience in compiling e-mail lists for marketing purposes. - Strong organizational skills to categorize the e-mail addresses by company name. - Ability to cross reference collected e-mail addresses against our existing list of company names to ensure no duplication. The e-mail addresses should be those of general contacts within the companies, rather than specific executive or departmental level personnel.

...existing Excel macro to ensure that it functions seamlessly on Mac platforms. Key tasks include: - Assessing the existing Excel macro and its functionality - Modifying the macro to be fully compatible with Excel for Mac 2018 or later - Implementing the desired modifications related to data transfer, header and footer creation, as well as digital stamp inclusion The ideal freelancer for this project should have: - Proficiency in Excel macro development and modification - Prior experience with Excel for Mac compatibility issues - Strong understanding of Excel formulas, formatting, and data transfer functionalities - Excellent communication skills to ensure clear delivery and understanding of the project requirements Your primary focus will be o...

Develop macro-enabled Excel file to handle CSV

Key Requirements: - Need an expert in Python programming - Familiarity with Pandas and Beautiful Soup - Experience in data analysis The job mainly involves reviewing the existing code, fixing any issues that may hinder the data extraction, and ensuring that the extracted table is ready for analysis. Please note that no additional data preprocessing is required. (feel free to rewrite code if you have better idea) --- name "iXBRL" , inside folder contain multiple html file(hundreds to thousands), each html file contain multiple tables(vary from 15-35, depend on each html file). Python to extract specific table and vertically stack them together to create an Excel file.(first column add html filename.) inside html file is encoded in chinese, so must ...

...project is to handle data extraction from websites, dealing particularly with nested or hierarchical data. Key Responsibilities: - Collaborating with the team to define the scope of the project and identify the data requirements. - Design and implement data extraction scripts using the Scrapy framework. - Handle complex, nested or hierarchical data structures. - Ensure the accuracy and efficiency of the data extraction process. Ideal Skills and Experience: - Proven experience in Python development. - Expertise in working with the Scrapy framework. - Strong understanding of web technologies and data structures. - Excellent problem-solving and analytical skills. - Experience with handling nested or hierarchical dat...

I am in need of a Python expert, specializing in web scraping. I require someone who can proficiently extract data from various websites. The specifics of the data may vary from text content, images, links, to contact information. Your key responsibilities will include: - Writing effective and efficient Python scripts to scrape data - Ensuring the data is extracted accurately and in a structured format - Delivering the data in a timely manner The ideal candidate should have: - Proficient experience in Python and web scraping - A strong understanding of data extraction techniques - Proven experience in handling and parsing a variety of data types - Excellent communication skills and the ability to meet deadlines Please be prepare...

I'm looking for someone to convert a PDF document into a Word document. The main purpose of this conversion is to extract ...PDF content which has complex formatting, including elements such as tables and footnotes. Key Requirements: - Accurate Extraction: The primary goal here is to ensure that all text is accurately extracted from the PDF file and transferred to the Word document without any loss or distortion. - Formatting Preservation: While the layout may be complex, I'm looking for the freelancer to maintain the font styles and sizes as they appear in the original document. The ideal candidate for this job would have: - Proficiency in PDF and Word processing tools - Experience with maintaining formatting during content transfer - Attention to detail to ensure accu...

...scheduling appointments, following up on inquiries, or other related tasks. Communication is key in this role, so you should be comfortable using various tools. I prefer to communicate task details through email, messaging apps, and occasionally through video calls. Please ensure you are able to work with these communication methods before applying for this role. Ideal Skills: - Strong internet research skills - Excellent communication skills - Comfortable making occasional phone calls - Proficiency in email and messaging apps - Familiarity with video conferencing tools Experience with virtual assistance or similar roles is a plus, but not required. I'm primarily looking for someone who is organized, reliable, and able to work independently. If you think you h...

...principles. Key Responsibilities: - Crafting comprehensive reports on humidity measurements and cooling towers - Ensuring that the content is structured, informative, and provides an overview of the topics - Incorporating fundamental principles of mass transfer operations in the reports Ideal Skills & Experience: - Proven experience in mass transfer operations, distillation, absorption, and extraction - Strong research skills and the ability to present complex concepts in a clear and concise manner - Previous work on humidity measurements and cooling towers will be a plus - Capable of delivering high-quality content within deadlines Your deliverables will be essential in helping me understand these subjects better. If you believe you have the necessary expertise, I look fo...

I'm in need of a versatile e-commerce website developer who can help me create...similar to alibaba.com. The website is intended to sell a variety of products including Electronics, Clothing, Home goods, and Websites. Key Requirements: - The website needs to enable the sale of ready-made products, with a specific focus on tailor-made website accounts. - I'm also seeking customization options for my products, specifically in terms of size dimensions, material choice, and 'Internet Browsing'. Skills and Experience: - Proven experience in developing multi-product e-commerce platforms. - Proficiency in creating platforms with dynamic product offerings and customizable options. - Strong understanding of consumer behavior and e-commerce trends. Please share your rel...

...ability to build trust and rapport with clients. • Hunter Mentality: You're a self-starter who thrives on generating leads and closing deals. • Product Knowledge: A strong understanding of the importance of a well-designed website and the value it brings to a business. • Tech Savvy: Familiarity with basic website design concepts and digital marketing trends is a plus. Technical Requirement: • Fast Internet • American English Accent • Quality Microphone Ready to take your sales career to the next level? We are! How to Apply? (Do the Following to be considered, copy and paste the template below and use as your cover letter) 1. Record Your Voice: Read the following sales script with your voice:

Gostaria de contratar um programador para criar um macro em LUA para diminuiu o recoil de uma arma específica no jogo hunt showdown.

I need a capable and experienced writer to research and write about an IT-related topic for me. Key requirements: - Expertise in relevant IT fields such as Blockchain technology, Artificial intelligence, or Internet of Things - Strong research skills to ensure the content is informative, accurate and up-to-date - Ability to write in an engaging yet professional manner

I'm looking for an experienced developer to help with real-time text data scraping via API and management using BeautifulSoup. This project is primarily focused on retrieving text data and storing it in a database. Key Responsibilities: - Implement an API scraper to continuously retrieve text data in real-time - Utilize BeautifulSoup for data extraction and management - Develop a robust database to store all the scraped text data The ideal candidate should have: - Proficiency in Python programming language - Strong experience with API scraping and BeautifulSoup - Previous work involving real-time data scraping - A good understanding of database management It is important that the data scraping runs seamlessly and accurately ...

I'm in need of a creative writer to come up with "Would You Rather" jokes for a middle school audience. The jokes should: - Be suitable for middle school students. - Be delivered in written form, without the need for illustrations or audio. - not IA generated - not from internet or from existing books (sorry, we already have them all) Ideal candidates for this project are: - Experienced writers or joke creators who understand the unique sense of humor of middle schoolers. - Able to produce engaging and fun content that is suitable for kids/family party. - Creative and able to come up with a wide range of jokes on different everyday topics. Your work will help entertain and engage our young listeners and must respect the target audience's age and sensibilitie...

We a...files to your personal Dropbox account which has a minimum capacity of 1TB. Qualification: - Experience and proficiency in storing and managing files in Dropbox. - Have a Dropbox account with a minimum storage capacity of 1TB. - Exceptional attention to detail to ensure each file is stored properly and organized. - Ability to work quickly and efficiently, with 1 day deadlines. - Has unlimited internet connection with high download and upload speeds. Required Skills and Abilities: - Good file management skills to ensure all files are organized and easy to access. - Ability to work independently or in groups and complete tasks on time. If you meet the qualifications above and are interested in joining our team, please submit your experience with managing audio files and usin...

Title: Automated Data Retrieval from Websites Using CRM and CID Numbers Description: We are looking for an experienced developer to automate the process of retrieving data from specific websites using CRM and CID numbers. The goal is to develop a script or tool that will: Look up Doctor's Specialization: Use CRM numbers to search on the website: CFM Doctors Search Extract doctor's information including their specialization. Look up Disease Descriptions: Use CID numbers to search on the website: MedicinaNet CID10 Search Extract the disease description. Deliverables: ( ) A script or tool that can take a list of CRM and CID numbers as input. Automate the search process on the specified websites. Extract

...These suppliers will send us three specific types of data through their APIs - customer information, product information, and order information. Key Requirements: - Connect the webapp with Supplier A, Supplier B, and Supplier C APIs. - Extract and process customer information, product information, and order information sent by these suppliers. - Display this data on the webpages of the application. - Store this data efficiently in a database. Skills and Experience: - Proficient in PHP and API integration. - Strong understanding of database management. - Experience in handling customer, product, and order data. - Detail-oriented to ensure accurate data extraction and display. - Ability to create a seamless user experience through webpage dat...

I'm looking for a developer to create a Chrome extension that will communicate with a server. The extension should be able to: - Extract the first value from the first document that is loaded - Select the second value from the second document that is loaded The communication between the Chrome extension and the server should be seamless and efficient. The server should be a...document Click on 1st value which I had entered in server If second loaded document click on second value Ideal skills and experiences include: - Proficiency in developing Chrome extensions - Thorough understanding of Python for server-side development - Experience with creating APIs for efficient communication between client and server - Strong problem-solving skills to ensure seamless data extracti...

I'm looking for a developer to create a Chrome extension that will communicate with a server. The extension should be able to: - Extract the first value from the first document that is loaded - Select the second value from the second document that is loaded The communication between the Chrome extension and the server should be seamless and efficient. The server should be a...document Click on 1st value which I had entered in server If second loaded document click on second value Ideal skills and experiences include: - Proficiency in developing Chrome extensions - Thorough understanding of Python for server-side development - Experience with creating APIs for efficient communication between client and server - Strong problem-solving skills to ensure seamless data extracti...

...consolidating and analyzing data from spreadsheets. • Creating dashboards, reports and charts in Analytics tools. • Working on financial and other types of modeling projects. • Having knowledge Dashboard Creation, Mainframe automation through VBA. • Good Technical knowledge of VBAs, Macro, MS Office skills to drive automation opportunities. • Well-versed with dynamic loops, data extraction from images. • Work with users and team members at all levels for performance improvement and suggestions. • Understand and prepare Ad hoc reports. • Identify the opportunities of automating reports, snapshots and dashboards using advanced formulas, Advanced Excel, Python and other techniques • Consolidate, sort, organize and sum...

...specialized WordPress developer with experience in Excel operations and data showcasing. Key tasks: - Create a WordPress page that extracts numeric and text data from an Excel sheet. - Implement highlights and color-coded information on the webpage for better readability and understanding. - The data on the Excel sheet will be updated on a monthly basis, hence the website should be able to fetch the data automatically upon any modifications. Ideal skills: - Proficiency in WordPress and Excel integration - Experience in creating visually appealing data showcases or infographics - Strong understanding of data extraction and display technologies The aim is to have a user-friendly webpage that accurately represents the updated dat...

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I'm looking for someone to convert a PDF document into a Word document. The main purpose of this conversion is to extract ...PDF content which has complex formatting, including elements such as tables and footnotes. Key Requirements: - Accurate Extraction: The primary goal here is to ensure that all text is accurately extracted from the PDF file and transferred to the Word document without any loss or distortion. - Formatting Preservation: While the layout may be complex, I'm looking for the freelancer to maintain the font styles and sizes as they appear in the original document. The ideal candidate for this job would have: - Proficiency in PDF and Word processing tools - Experience with maintaining formatting during content transfer - Attention to detail to ensure accu...

I need a professional to scrape names and email addresses from specific public websites. I'm looking to populate a database with details from a range of public websites. This data will be used for lead generation and market research purposes. Ideal skills and experience: - Proficient in web scraping - Familiar with public data extraction - Able to structure data effectively

I desire a ...developer with a strong portfolio to create a macro for any use. The objective of the macro is to read a CSV file and automatically send a specific WhatsApp message to each phone number listed in the file. Key requirements include: - import a CSV file (Name,Given Name,Additional Name,Family Name,Phone 1 - Type,Phone 1 - Value) - Creation of a macro that automatically triggers WhatsApp messages. - The macro should be programmed to initiate the messages when it reaches a phone number listed in the CSV file. - The message is from CSV or default the same for all numbers in the CSV file. Ideal Candidate: - Proficiency and extensive experience working with Macrodroid. - A proven track record with similar projects. - Strong attention to detail to ensu...

I'm in need of a virtual assistant to support me with basic internet research for a day. The ideal candidate for this role should be competent in conducting online research and organizing the findings in an easily digestible manner. Key Responsibilities: - Execute internet research on a given topic - Summarize the findings in a clear and concise manner - Organize the information for easy reference Ideal Skills and Experience: - Proven experience in basic internet research - Strong communication skills for clear summary - Ability to work efficiently and deliver on time - Proficiency in using tools for research purposes Please note that the expectation is for the work to be completed in a single day, so promptness and time management skills are crucial. The find...

I need to Extract followers of group members of the link I will provide

I am looking for a web-scraping expert to retrieve both images and text from a specific website for research purposes. The text data will need to be structured and saved in a CSV file, including paths to saved images. Key details to consider: - Knowledge of web scraping tools and techniques is essential to accomplish this task. - Quality control to ensure accurate data extraction and image quality is critical. - Structure page information and freeform descriptions should be made available in a CSV file. - The images should be saved in their original resolution and quality settings. Please provide any relevant experience you have in web scraping, including free and paid services you have used before to help with your work. I would like the project to be completed i...

I require an individual proficient in VB macro script for Mach3. This project entails recreating a Mach4 script that particularly focuses on: - Arc motion control - Tool length calculation from spindle holder to tool tip - B/C axis management and position zeroing I have mach4 script that need to be rewriten to mach3 VB language, I have also a video how it works in mach4 fo refernece. You should be able to implement these specifications based on available documentation. Please remember that the recreated script should maintain as much fidelity to the original Mach4 script as possible. Ideal skills and experiences for the job include: - Familiarity with Mach3 and Mach4 CNC software - Expertise in creating VB macro scripts - Understanding of CNC machine operation, particul...

I'm in need of an Advanced SAP PAPM Trainer to join our dynamic team. The ideal candidate should: - Possess advanced expertise in SAP PAPM - Be able to deliver engaging and interactive training - Have prior exp...Possess advanced expertise in SAP PAPM - Be able to deliver engaging and interactive training - Have prior experience in training others on this particular module Please note that we are specifically looking for an individual with a strong background in this specific module, rather than a general SAP professional. The training will be conducted remotely, so good communication skills and a strong internet connection are essential. If you fit this criteria, I'd love to hear from you. Let's discuss the details and how we can work together to ensure a succes...

Proposal for Technical Writing Project: Internet Safety for Children Introduction The digital age has brought unprecedented access to information and communication tools, but it also poses significant risks, especially for children. This project aims to develop a comprehensive guide on Internet Safety for Children, addressing the critical need for educating parents, teachers, and children themselves about safe online practices. Project Overview The project will produce a series of technical documents that provide practical advice, safety guidelines, and resources for ensuring children’s safety on the internet. These documents will be designed for various stakeholders, including parents, educators, and children. hope you will this report and proposal well Regards...

...organization and identification. Key Features & Functionality: - Tracking Items in Different Boxes: The primary and most crucial function of the app is to enable the user to keep a comprehensive record of the items stored in various boxes. - QR Code Creation & Scanning: The app should offer the functionality to generate QR codes for items and boxes, and the ability to scan these codes for easy data input. - Item Lists per Box: It is essential that the app can maintain a list of items uniquely attributed to each box. This feature should be intuitive and user-friendly, allowing for easy additions, deletions, and modifications. - Image & Photo Integration: To enhance the tracking process, the app should offer the capability to take photos or add pre-existing images for ...

...specific details from Tally using ODBC. The required data fields include: Purchase date Invoice number Vendor name Product (inventory name) Product quantity Rate Amount SGST CGST IGST Freight charge Gross amount The task involves creating a TDL (Tally Definition Language) or TCP (Tally Compiled Program) file that will facilitate the extraction of this data from the Tally database using ODBC Requirements: Strong knowledge and experience with Tally and its database structure. Proficiency in TDL or TCP file creation. Familiarity with ODBC for database connectivity. Ability to automate the extraction process to ensure seamless and accurate data retrieval. Deliverables: A functional TDL or TCP file that successfully extracts the specified data fie...

...developed already. We need to develop additional features, stability need to develop to make it ready to launch. Basic features: ➔ • Registration and Login features ➔ • Simple and easy registration process for parents with OTP verification ➔ • Tutor and Student profile section ➔ • Monthly subscription for tutors ➔ • Free registration for parents Salient Features: ➔ • Posting tuition requirement ➔ • Internet calling to parents. ➔ • Rewards and cashback facility for tutors to confirm tuition. ➔ • Refer and earn points. Parent side ➔ Account creation ➔ Build student profile ➔ Post tuition requirement ➔ Go through tutor’s posts ➔ Choose the best fit tutor ➔ Request demo classes ➔ Discuss on call ➔ Get demo classes ➔ Confirm tuition (...

...developed already. We need to develop additional features, stability need to develop to make it ready to launch. Basic features: ➔ • Registration and Login features ➔ • Simple and easy registration process for parents with OTP verification ➔ • Tutor and Student profile section ➔ • Monthly subscription for tutors ➔ • Free registration for parents Salient Features: ➔ • Posting tuition requirement ➔ • Internet calling to parents. ➔ • Rewards and cashback facility for tutors to confirm tuition. ➔ • Refer and earn points. Parent side ➔ Account creation ➔ Build student profile ➔ Post tuition requirement ➔ Go through tutor’s posts ➔ Choose the best fit tutor ➔ Request demo classes ➔ Discuss on call ➔ Get demo classes ➔ Confirm tuition (...

...the requirement. I have a detailed document, The creative design skill is must to develop eye catching page, sense of design is must to choose font, color and other style elements. So I need the design and develop both skills. Please start your proposal with world "confident" so that I filter out random bids. I will provide text content for image, gif you have to use copyright free assets from internet. Task - Change the menu options and their styling to fit with the landing page - Header and Footer - Landing Page --- Vertical slider of 4 pages, paging enabled. When scroll up and down complete page should change. In left side I want the page number indicator too. Each lider will have different background color and background gif for animation. --- Static section --- St...

As a family-focused internet service provider, I'm seeking a talented graphic designer to create a printable flyer for our latest advertising campaign. Key Requirements: - Target Audience: The campaign is aimed at families. This should be reflected in the design, using imagery and language that appeals to a family demographic. - Message: The key message of the flyer is the exclusive welcome offer we have for new subscribers. The flyer should clearly communicate this offer in an engaging and visually appealing way. - Format: The preferred format for the advertising creative is a printable flyer. The design should be optimized for print, so that it looks great both on screen and on paper. Ideal Skills and Experience: - Proven experience in graphic design, particularly in creat...

I'm in need of a Wix website designer to create an engaging and user-friendly online store. This p...beneficial. - UI/UX Design Skills: A user-friendly and engaging design is crucial, targeting a young adult audience. - Drop-Shipping Integration: Previous experience with drop-shipping integration would be advantageous. Items are not created yet so you must be able to make the website with some dummy items first for testing. I am not able to call about this site due to my current location and internet speed. So we must be able to communicate via Freelancer, whatsapp chat etc. If you have a passion for social justice and the skills outlined above, I look forward to hearing from you. The candidate must be ok with working on a site that promotes women's rights, LGBT, bla...

I require a skilled Matlab expert with a strong background in image processing techniques. Key requirements include: - Proficiency in image processing algorithms - Experience with feature extraction and object detection - Ideally, a track record of working with various image formats The successful candidate will need to understand the specific needs of my project and connect them with the most suitable image processing techniques available in Matlab. This may involve implementing and testing different solutions to meet project goals. Please note that as I have not specified the image format, experience with a range of formats would be advantageous. I look forward to reviewing your portfolio and discussing how you can support this exciting project.

...seasoned expert in internet connection, specifically mobile data, to help me set up a reliable network for multiple devices. This internet connection is highly needed for various purposes, including but not limited to, effective email communication, comprehensive online research, and efficient social media networking. Here are the specific requirements: 1. Internet Type: My preference is mobile data. I expect you to provide a solid solution that will offer uninterrupted internet connection and advise on a good data plan suitable for heavy usage. 2. Devices: This network should comfortably support more than five devices concurrently without compromising its speed or reliability. 3. Skills: Ideally, you should be savvy in network manage...

...#Gujarati? Do you have a keen ear for detail? Join our team as a remote #transcriptionist and transcribe #audiorecordings into text from the comfort of your home. ?#Requirements: - Proficiency in one or more of the following languages: Odia, Manipuri, Assamese, Persian Arabic, or Gujarati. - Excellent listening skills and attention to detail. - Ability to type accurately and efficiently. - Reliable internet connection and computer/laptop. ?‍? #Responsibilities: - Transcribe audio recordings into text accurately and efficiently. - Adhere to project #deadlines and quality standards. - Maintain confidentiality and security of sensitive information. ? #Benefits: - Work from home with #flexiblehours. - Competitive compensation. - Opportunity for growth and advancement. - Contri...

I'm looking for a developer to create a VPN application that will run on both IOS and Android. This application should support both SoftEther VPN Protocol and OpenVPN. Key features to be included: -Protocols: Support both SoftEther VPN Protocol and OpenVPN. - Data encryption: An essential feature for securing users' data - Kill switch: A crucial function that ensures users' internet traffic is cut off should the VPN connection fail - Multi-location support: The VPN should offer various server locations for users to connect to securely The ideal candidate should have experience in developing applications for both IOS and Android, as well as prior experience in VPN development. A strong understanding of network security concepts and protocols is a must. ...