Crawler perl extract datapekerjaan

WORK SCOPE: To extract business data from Google Map (*Please zoom map up to 20m for larger data extraction) FORMAT TO SAVE LIST: CSV or EXCEL LIST OF DATA FIELDS REQUIRED: Business Name Address City State Zip Phone Fax (if available) Email id (if available) Website URL (if available) COUNTRY: Malaysia KEYWORDS/TARGET LOCATION: (The list below shows the industrial area name. Please extract the business data from each industrial area) Axis Industrial Park , 42450 Shah Alam , Selangor Bandar Teknologi Kajang , 43500 Semenyih , Selangor Bukit Kemuning Industrial Park , 42450 Shah Alam , Selangor Cempaka Emas Industrial Park , 42000 Pelabuhan Klang , Selangor Elite Industrial Park , 40400 Shah Alam , Selangor Hicom Glenmarie Industrial , 40000 Sh...

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I'm looking for a skilled individual who can help me read a file and extract specific data from it. Key Requirements: - Extraction of File names, File sizes, File creation dates, and messages stored in the DB file. - Ability to adapt to extracting all messages or specific ones, depending on my future needs. - Delivery of the extracted data in a Spreadsheet format, preferably Excel or Google Sheets. Ideal Skills and Experience: - Proficiency in reading and interpreting files. - Advanced skills in data extraction, particularly from database files. - Experience in delivering data in a spreadsheet format. - Flexibility to accommodate future changes in the extraction requirements. - Strong communication skills to clarify requirements and deliverables...

...and Word files. Here is what I am expecting: Document Interaction: • Extract information from PDF, Excel and Word files • Provide document descriptions that enable efficient and informative interactions Graph Generation: • Generate graphical representations from data extracts • Capable of creating bar charts, pie charts, and line graphs Desirable Skills & Experience: • Expertise in Django is a must • A good understanding and experience of GT4 API • Knowledge of ORM and DRF • Familiarity with data visualization may come in handy To recap, I'm seeking a Django chatbot that is able to interact with various document types, provide descriptions based on the documents uploaded, and generate different types of graphic...

...programming expert, with a solid understanding of large data set analysis. As this project is focused on predictive modeling, specifically regression models, your skills and experience should highlight your familiarity and expertise with the following tasks: - Statistical Analysis: Your main task would be centered around executing statistical analysis and modeling using R programming. The project primarily requires predictive modeling, like regression and machine learning techniques. - Regression Models: Given the nature of this project, it's critical that you have a keen understanding of regression models. Your role would entail using these models with R programming to analyze the large data set provided. Your ability to handle large data sets, extract...

we can do a task in different ways: I want to extract text from images with but I have a vulnerability error code which concerns , firestore and others I don't see any report but that's it for me prevents us from going further to remove these vulnerabilities?

I'm seeking a skilled data analyst to meticulously assess my website's performance through the data I provide. Key Project Details: - Analysis Focus: The data to be analyzed includes website traffic, user behavior, and conversion rates. You're expected to provide a thorough and insightful examination of these aspects. - Data Collection: Data collection for the website is currently managed via Google Analytics. Your experience and proficiency with this tool is crucial. - Deliverables: I'd like the results of your analysis to be presented in written reports and clear visualisations ( an interactive dashboard maybe). These should be detailed, accurate, and accompanied by valuable visual representations of the data. Ideal Qualif...

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I am in need of a talented developer who can create a program for me. T...able to provide me with real-time updates from the specified social media platforms. - Analytics tracking: I require the program to track and present me with analytics surrounding the feeds, specifically engagement metrics. Data Extraction: - The program should be able to extract and present: - Post content: The text, images, videos, or other forms of content from the feed. - Engagement metrics: Information regarding the engagement of the content (likes, comments, shares, etc.) Ideally, you should have experience in social media API integration and data extraction. Knowledge of real-time application development is a plus. Please provide examples of previous projects you've worked...

I need help recovering funds stuck...hacking project is to recover the money that is currently inaccessible. - Extract specific data: I need you to extract user login credentials, transaction history, and bank account details from the website. - Bypass security measures: The website is protected by encryption and a firewall, so you must be capable of bypassing these security measures to access the information needed. Ideal skills: - Ethical hacking: Proven experience in ethical hacking is a must. Please note that any illegal or unethical behavior will not be tolerated. - Security expertise: Strong knowledge of encryption and firewall technology and how to bypass them is crucial. - Data recovery: Experience with data recovery from websites, including user...

I'm in need of a web scraping wizard who can help me extract text data and profiles from Twitter website. Key Requirements: - The ability to scrape text data and profile information efficiently and accurately. - Experience in web scraping, with a strong portfolio showcasing past work in similar projects. - The time for scraping a post and profile must be less 3 seconds without using Twitter API. The final deliverable should be in a format that's easy for me to analyze, but I'm flexible on whether it's a CSV file, Excel spreadsheet or a database format. Please describe your past work examples with your application. Write "Blue" on the head of your bid if you are not a bot.

...website containing JSON data. - Data Preparation: The received data's strings and parameters will be prepared for further processing. - Open App and Navigate to Registration: Automate will open the designated app and navigate to its new user registration activity. - Fill Registration Form: Automate will insert the data's strings and parameters into the registration form fields. - Submit Registration: Automate will press the send button on the registration form to submit the data. - Wait for Response: Automate will wait for the app's response regarding the registration result. - Process Response: Upon receiving the app's response, Automate will extract the response text and prepare it to be JSON data. - Send Response to Website: Fina...

I need a proficient software developer to create a Windows software that can scan COM port on a local machine, read and analyse various data formats including CSV, JSON, and XML. This software should have key features such as: 1. Data Reading & Analysis - Extract data from COM port in CSV, JSON, and XML formats. 2. Custom Filtering - Provide an option to select specific data to be posted to RSS feed. Two main custom filtering options should be considered: - Filtering by data type - Filtering by keyword Ideally, the freelancer should have strong skills and experience in software development for Windows, with a keen understanding of data formats and RSS feeds. Deep knowledge of COM port operations will be a significant plus.

...who is proficient in data analysis, visualization, and data science to work on an array of data types including financial, customer, social media, and pharma data. Key Tasks: - Data Analysis and Visualization: You will be given various sets of data which you will need to efficiently analyze and create meaningful visualizations. - Web Scraping and Automation: Knowledge in this area is desirable but not necessary. - Django Web Development: Again, not a necessity but would be considered a bonus. Objectives: - Efficiency Improvement: Assist in identifying areas of operational efficiency and suggest or implement changes accordingly. - Cost-Saving Opportunities: Use the analyzed data to identify potential areas for reducing costs. - Decision...

As a data-driven professional, I require an adept, meticulous individual to facilitate data collection via phone calls. Your role is fundamentally important to achieve an accurate understanding of the availability of various services in my research area. Key Responsibilities: - Making phone calls to extract informed data. - Identifying and collecting complex service availability data. Ideal skills and experience include: - Remarkable phone etiquette - Solid comprehension of data collection - Capacity to effectively gather complex data. - Professional conduct to represent my interests accurately. The apt freelancer will have proven experience in telemarketing and data collection, along with excellent communication skills. Your ...

I need a Python code to perform data analysis on text data sourced from tables. This project emphasizes the importance of being highly familiar with Python and its data analysis and text processing libraries. Key tasks: - Extract text data from tables - Perform comprehensive text data analysis Ideal skills: - Proficient in Python - Extensive experience with data analysis and text processing libraries - Familiarity with table data extraction - Strong understanding of text data analysis techniques and methodologies. I look forward to hearing from experts in Python data analysis. This is a chance to demonstrate your ability to solve complex data processes.

I'm seeking a professional programmer to help me create an effective Twitter bot. The main purpose of this ...should be able to scrape and analyze tweets from the past week. - The bot should be capable of differentiating between tweets based on their views to followers ratio and identify the 'most viral' one. Ideal Skills & Experience: - Proficient in creating Twitter bots. - Strong understanding of Twitter API and scraping tools. - Familiarity with tweet analytics and calculations. - Ability to extract and process data efficiently. The end goal of this project is to have a functional tool that can accurately pinpoint the most viral tweet of the week. It is essential that the developer is skilled at creating algorithms that can measure and compare the �...

Our SaaS site () is getting a bit old. We need an experienced designer/front-end developer to completely freshen i...freshen it up,We operate in the Web Scraping industry and would like our new site to stands out w.r.t. competition. We want a site that's easy on the eyes and presents our product offering better than how it is currently presented. Requirements =========== . New home page should have a section for testimonials/clients and a section for awards/review badges. . Each product (currently scrape and extract) have their dedicated page. Their illustrations need to be redone and the scrape page should have some icons/illustrations on top of each "Applications" box. . We need a new nav menu item for "Resources". The site footer section will also host...

I'm in need of a website that is secure and provides my clients with the ability to register and login. The key features of the site should be: - User registration - User login - User profile creation My clients should also be able to access an Excel file on our Onedrive cloud and extract pricing information from there. Finally, they should be able to submit their orders directly to us via email. This includes order details such as description, price, and delivery instructions. Additionally, clients should be able to attach relevant files to their orders. The ideal candidate for this project would have vast experience in secure website development, Microsoft Onedrive integration, and email integration. Familiarity with order processing systems would also be a key advantage.

...can help me with two specific aspects of my project: performing advanced data analysis and creating macros to automate repetitive tasks. Key Requirements: - Data Analysis: You should be well-versed in data visualization, statistical analysis, and data cleaning and manipulation. Your ability to extract insights from complex data sets and present them clearly is crucial. - Macro Development: You will be responsible for automating repetitive tasks in Excel, including generating reports, automating data entry, and creating efficient formula calculations. Your macros should be user-friendly and easy to maintain. Ideal Skills: - Proficiency in Excel, including advanced functions and VBA programming - Strong background in data analysis...

I'm seeking a Python developer who's proficient in web scraping to help me extract data from social media platforms. Key Responsibilities: - Develop and implement a Python script for web scraping data from social media channels. Deliverable: - The scraped data should be compiled and delivered in an Excel spreadsheet for further analysis. Ideal Candidate: - Proficient in Python with a strong background in web scraping techniques. - Prior experience in scraping data from social media platforms will be a big plus. - Ability to deliver the end results in an organized, neat and easily accessible format, such as an Excel spreadsheet. Please reach out if you think you're the right fit with the necessary expertise.

I'd like to extract the phone numbers of real estate agents from a particular website Key Requirements: - Extract agent contact information Ideal Skills and Experience: - Proficiency in web scraping - Experience with data extraction and automation - Strong understanding of data privacy laws and regulations Please note that the data is intended for internal use only and will not be shared with any third-parties.

...can read and extract characters from digital/Mechanical meters. The purpose of this OCR system is to process images captured by cameras in real-time. The OCR system will be used for analyzing the data extracted from the digital meters, so a high level of accuracy is required. Key Requirements: - Develop an OCR feature that can accurately read and extract characters from digital meters - Implement the system to process images captured by cameras in real-time Ideal Skills and Experience: - Strong background in OCR technology, python, Tesseract, customized ocr readers, particularly with processing images from cameras - Experience in developing systems for specific industrial use cases is a plus electric meters, kwh meters etc. - Ability to handle a large a...

I need a skilled professional to analyze a given trajectory in .xyz format and specifically extract the non-Gaussian parameter. i will help you to understand the work. Ideal Skills: - Experience in scientific data analysis and trajectory interpretation - Ability to extract non-Gaussian parameters - Proficiency in using tools for data analysis The task involves: - Analyzing the trajectory in .xyz format - Extracting the non-Gaussian parameter (specifically, the kurtosis, skewness, or other higher moments)

I am looking for a software solution to extract exam questions and answers from PDF files and organize them into an Excel spreadsheet. The extracted data should be structured such that each question is listed in one column, its corresponding answers are listed in subsequent columns, and each row represents a single question and its answers. Project Requirements: PDF/Doc Parsing: The software should be able to parse PDF/Doc files containing exam questions and answers. Extracted data should include the question text and its associated answers. Data Organization: Questions should be listed in the first column of the Excel spreadsheet. Answers should be organized in subsequent columns, with each answer corresponding to the respective question. The number of column...

I am urgent...in need of a freelancer with skills in web scraping, data extraction and web crawling. Your task will be to gather specific information from an online directory of race events throughout the world. Key Responsibilities: - Set up a weekly automated web scraping process. - Extract and deliver the following data points: Event name, Event date, Event location, online registration page, contact form page, and contact information along with some other info that we can grab. Required Skills and Experience: - Proficiency in web scraping and data extraction. - Capable of setting up an automated weekly process. - Ability to perform the task ASAP. - Strong attention to detail to ensure accuracy of information. Please note that timeliness and data a...

We're looking to automate our timesheet comparison process. Our current timesheet data is in two online platforms and the automation workflow needs to run on a weekly basis and compare the 2 timesheets. Key Tasks and Requirements: - Create a data entry automation flow that will extract data from our current online platforms. - The data has to be extracted for 2 pay periods from platforms - 1st to 15th and 16th to End of Month for every month. - compare the 2 data sets by employee and date. if there is a mismatch, it needs to be flagged. - send email to the employee and reporting manager about the mismatch. - send highlevel email to operations head about all mismatches so that he can followup with the managers. - Schedule this automated ...

I'm looking for an experienced Wikipedia editor to create a page for my ...company. We already have a website so the information will be derived from there. The page should be a basic summary of the company, highlighting our key offerings and what distinguishes us in our industry. It should be well-researched and comply with all Wikipedia guidelines. The ideal candidate will have: - Proven experience in creating Wikipedia pages for companies - Strong research skills to extract relevant information from our website - Excellent writing skills to summarize the information in a concise and engaging manner - Comprehensive understanding of Wikipedia guidelines and policies If you have experience with similar projects, please provide examples of your work. Looking forward to he...

I'm looking for a skilled developer who can create a coupon code aggregator website similar to retailmenot.com. The key feature of this project is the integration of a web crawler that will search and gather coupon codes from various online sources. Key Requirements: - Development of a coupon code aggregator website - Integration of a web crawler that will search for coupon codes on a daily basis - A search bar where users can enter websites like they are browsing normally and coupon codes will be applied similar to how microsoft edge or Honey does it - The website should have the functionality to automatically apply coupon codes to a shopping cart - Ability for users to sign up and receive daily coupon codes and deals - Ability for the website admin to be able to add ...

I'm looking for a skilled data scraper who can help me extract contact information from Website 1 and deliver it in Google Sheets. Key Requirements: - Scraping: The primary task is to scrape contact information from Website 1. - Data Delivery: I prefer the scraped data to be delivered in Google Sheets. Ideal Skillset: - Web Scraping: A strong understanding of web scraping techniques and tools is essential. - Data Handling: Proficiency in handling and organizing data in Google Sheets is preferred. Please ensure that you have prior experience with similar projects and can provide a sample of your work for review.

I am seeking a skilled freelancer to manage my MLS listings. Your responsibilities will include: Propli task: New Development upload Requirements: we are looking for a data entry team to upload and update the details of new development constructions project on the Costa del Sol (southern Spain) As a starter project, we will provide you access details to one developer’s website (Nvoga) where they have 11 different projects listed. Your “intro” job will be to extract the information from the “Salvia” development (No.3 on the page) in that site and insert it into our site. We have also provided a few videos showing a complete walk-through of the process 2 of the projects which you should be able to use as a reference. Once we have checked that ...

Crawl, extract, build and publish all Docker Hub, , GitHub, BitBucket, GitLab, Snapcraft, Flatpak, AppImages, DC++, eMule, BitTorrent and SoulSeek as deb packages (APT repository), from ISO, container images, and source code files. Also will run a web server. More details: Is this project for business or personal use? Personal What information should successful freelancers include in their application? Detailed project proposals How soon do you need your project completed? No time limit

It will crawl and extract all itags from all images from Docker Hub, , AWS ECR Public Gallery, Snapcraft, Flatpak, AppImages, Bundles, BitTorrent, EDonkey2000, SoulSeek and DC++, and it will build and publish deb packages (as APT repository), and it will also run a web server. More details: Is this project for business or personal use? Personal What information should successful freelancers include in their application? Detailed project proposals How soon do you need your project completed? No time limit

It will crawl and extract all itags from all images from Docker Hub, , AWS ECR Public Gallery, Snapcraft, Flatpak, AppImages, Bundles, BitTorrent, EDonkey2000, SoulSeek and DC++, and it will build and publish deb packages (as APT repository), and it will also run a web server. More details: Is this project for business or personal use? Personal What information should successful freelancers include in their application? Detailed project proposals How soon do you need your project completed? No time limit

I'm in need of a very simple and lightweight website that is able to display PDF files and perform a variety of functions on the extracted text. Key Requirements: - Display PDF files: The website should have a viewer that can display PDF files. - Extract OCR text from PDF: The website should be able to extract and display text from PDFs that have FRACTUR font. - Translate OCR text: The extracted text should be automatically translated to Polish. - Text input: The website should also feature a text box where users can input text. Ideal Skills and Experience: - Proficient in web development and PDF handling. - Experienced in OCR text extraction. - Familiar with translation APIs for automatic translation. - Strong understanding of UX/UI for implementing a user-friendly te...

...wanna create script in extracting or scraping the subscriber data from a large Telegram channel and groups. The ultimate goal is to invite these subscribers to my own channel. Key Results: - Extract or scrape customer data from specified Telegram channels or Groups. - The type of data required is mainly (phone number - user) - Extracting data from private channels or groups - Provides a complete list of extracted customers - Ensure customer data is ready to easily import into my channels for invitations Ideal Skills & Experience: - Proficiency in web scraping tools and techniques - Experience with Telegram algorithms - Experience with Telegram API or similar platforms - Proven track record in handling and managing large amounts of data...

...which brings six Gulf nations together, i.e., Bahrain, Kuwait, Oman, Qatar, Saudi Arabia, and the United Arab Emirates. Introducing GCC Tax Laws GPT GCC Tax Laws GPT leverages the power of Generative Pre-trained Transformers (GPT) technology to create an intelligent and user-friendly solution for GCC Tax Laws compliance. Here's how it will work: • Automated Data Analysis: GCC Tax Laws GPT will be trained on vast amounts of GCC Tax Laws data, enabling it to analyze invoices, receipts, and other financial documents accurately. • Personalized GCC Tax Laws Guidance: GCC Tax Laws GPT will analyze your company's specific GCC Tax Laws profile and generate customized reports and recommendations for optimized GCC Tax Laws compliance. • Reduced Errors: GC...

The project would be to read product data from the magento 2 api, send it to the rocketsource api, process the data and with that processed data save, save it to magento 2 using their api. It would not be all the data, it would be some attributes depending on some specific rules. Extract data of magento (api) -----> Send to Rocketsource (api) ----> Save selected data to magento (api) All in one process.

I need a professional data extractor to extract leads from websites on a weekly basis. Key Requirements: - Extracting email id and mobile numbers: The task involves scraping textual data only, and not images - Websites as source: The data should be scraped from various websites, so a good understanding of web scraping is crucial. - Weekly updates: The extraction will need to be performed every week, so the ability to automate or efficiently manage unique scraping is essential. Ideal Skills and Experience: - Web scraping: Proficiency with tools and techniques for web scraping, especially for textual data. - Automation: Experience with automating scraping processes for repeated extraction. - Accuracy and reliability: The extracted data must be co...

I am looking for a data scraper to extract information from the JazzCash agent locator list available on their website (). Key Requirements: - I need the data to be delivered in an Excel spreadsheet format. - The specific details that I require for each Jazz locator are the Name and Address, along with the Services offered. - The scraping needs to be done only once; it will not be recurring. Ideal Skills and Experience: - Proficiency in web scraping, particularly using tools like Python's Beautiful Soup or Scrapy. - Experience in extracting data from websites with dynamic content. - Strong attention to detail to ensure accurate data extraction. - Previous experience with similar data scraping projects will be an advantage. I am particularly...

I'd like to extract the phone numbers of real estate agents from a particular website Key Requirements: - Extract agent contact information Ideal Skills and Experience: - Proficiency in web scraping - Experience with data extraction and automation - Strong understanding of data privacy laws and regulations Please note that the data is intended for internal use only and will not be shared with any third-parties.

I have a PNG file that I need the text extracted from and accurately transferred into a Word document. This is to preserve the text and make it editable for future use. The key requirements for this job include: - The extracted text must be precise, with no paraphrasing. - The text should be structured into two continuous columns, which are to be part of a table. The ideal freelancer for this project should: - Have experience in text extraction and document formatting. - Be proficient in Microsoft Word and capable of using its advanced features to meet the specified formatting requirements. - Have an eye for detail and a commitment to delivering work accurately and efficiently. By providing this service, you are helping me to efficiently and effectively convert a non-editable file i...

I'm seeking a proficient ArcGIS Python specialist to help me with a project that involves data analysis and geoprocessing. Key tasks: - **Data Analysis:** You will be responsible for analyzing medium-sized data (1 GB to 10 GB), using ArcGIS Python. Your ability to extract meaningful insights from this data is crucial. - **Geoprocessing:** I need assistance with efficiently processing this spatial data. Your geoprocessing tasks should be meticulous and well-documented. I'm specifically looking for an expert who can create custom GIS tools that can streamline these processes. Ideal Skills and Experience: - Strong proficiency in ArcGIS Python - Extensive experience in data analysis, particularly with medium-sized dataset...

I need a professional to extract Pine Script code from a private TradingView script that I have. - I need the entire source code extracted - The script includes multiple indicators and strategies - I need a functional copy of the extracted Pine Script code Ideally, you should have: - Prior experience working with TradingView and Pine Script - Capable of handling private or invite-only scripts - Understanding of various technical indicators such as Moving Average, RSI, and Bollinger Bands. Please note that the extracted code should be fully functional and operational.

...IMMEDIATELY! - Extract data in a specified format. - Transfer data from the price listing PDF to an Excel spreadsheet. - Input details such as SKU, Name, Description, Brand, Cost Price, Length, Width, Height, and Weight, which are highlighted in blue. - If any title or heading is not mentioned in the details provided in item #3, add it to columns U-Z. - Ensure all data is formatted correctly, with names in proper case and prices as numerical values. I'm in need of a proficient data entry freelancer to help convert a scanned image PDF to an Excel spreadsheet. Key Details: - The PDF contains less than 50 pages. - The data in the PDF is in the form of scanned images, making it crucial that the freelancer has experience in handli...

I am looking for a skilled freelancer, adept in ETL (Extract, Transform, Load) operations. In this project, your task will be to extract CSV files from an SFTP server and load them onto a SharePoint Document Library. Key responsibilities: - Source the data from the SFTP server. - Ensure accurate and smooth extraction of CSV files. - Successful Load of the data to SharePoint Document Library. Ideal candidate skills and experience: - Solid background in ETL operations. - Prior experience with SFTP servers. - Proficiency with working CSV files. - Familiarity with SharePoint Document Library.

I'm looking for an experienced IoT developer who can create an Arduino-based system that triggers actions or alerts based on scraped text data from a website. Key Responsibilities: - Develop a system using Arduino, Raspberry Pi, and ESP32 microcontroller - Implement website scraping functionality to extract specific text content - Design a mechanism to trigger predefined actions or alerts based on the scraped data Ideal Experience: - Proficient in Arduino programming - Familiarity with ESP32 microcontroller and Raspberry Pi - Experience with website scraping techniques - Ability to integrate scraped data to trigger actions or alerts on an IoT system Please note that my preferred programming language wasn't specified. Feel free to suggest the most a...

It will crawl and extract all itags from all images from Docker Hub, , AWS ECR Public Gallery, Snapcraft, Flatpak, AppImages, Bundles, BitTorrent, EDonkey2000, SoulSeek and DC++, and it will build and publish deb packages (as APT repository). It will be also run a web server. More details: Is this project for business or personal use? Personal What information should successful freelancers include in their application? Experience How soon do you need your project completed? No time limit

I need to extract pricing information and contact details from a Chinese website for market research and supplier contact purposes. - Extracting Contact Details: - The project also involves obtaining contact details from the website. This would typically include email addresses, phone numbers, names of suppliers, and any other relevant contact information. - It is important that this data is collected accurately and in a structured format for use in supplier outreach. Ideal Skills: - Proficiency in web scraping and data extraction. - Familiarity with Chinese websites and text. - Experience in market research and supplier sourcing. - Ability to organize data for easy analysis. - Attention to detail and accuracy in data collection. If you have e...

I am looking for a skilled professional to help me with the following project: - Crawl and download containers from Docker Hub and GitHub Container Registry - Extract all binaries, etc, from the containers - Publish the extracted binaries as deb packages in an APT repository - Utilize AI to ensure the repository is kept up-to-date with new and updated binaries daily. Ideal Skills: - Strong experience with container technologies, especially Docker and GitHub Container Registry - Proficiency in building and maintaining APT repositories - Knowledge of AI for automated software updates - Excellent understanding of binary extraction and packaging - Previous experience in software distribution is a plus. Please apply with your relevant experience and a brief outline of how you would ap...