SQL Jobs in Lebanon
237 Jobs Found
<p><h4>Description</h4>
<p>Aspire Software is looking for a senior software developer to join our team in Lebanon.</p>
<p>Here is a little window into our company: Aspire Software operates and manages wholly owned software companies, providing mission-critical solutions across multiple verticals. By implementing industry best practices, Aspire delivers a time-sensitive integration process, and the operation of a decentralized model has allowed it to become a hub for creating rapid growth by reinvesting in its portfolio.</p>
<h4>About the job</h4>
<p>Senior full-stack .NET engineer to build and harden new multi-tenant cloud platform, working directly under Dermaine Peart's cloud initiative. Primary mandate: greenfield development in modern .NET, plus enough legacy fluency to help retire WCF/MSMQ/DTC dependencies blocking containerization.</p>
<h4>Requirements</h4>
<ul>
<li>.NET 10 (or strong .NET 6+ with clear runway to 10) — API and service development</li>
<li>MS-SQL/T-SQL — schema design, query optimization, stored-procedure refactoring (current bottleneck is a flexibility-first schema that resists indexing)</li>
<li>Azure services — VM-based deployment, Azure DevOps pipelines; bonus for containerization/AKS experience given the multi-tenant target architecture</li>
</ul>
<h4>Strong plus</h4>
<ul>
<li>Experience migrating off WCF/MSMQ/DTC-style legacy .NET Framework dependencies</li>
<li>Elasticsearch exposure (screening module's search layer)</li>
<li>Any AML/fincrime/compliance domain exposure (BSA, FinCEN, FATF) — not required, but shortens ramp time given the regulatory constraints on this codebase</li>
<li>Obviously strong experience leveraging Claude Code is essential</li>
</ul></p><p></p>
Location: Lebanon-Dora
<br>Employment Type: Full-Time
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<br>We are looking for an experienced Senior Full Stack Software Developer (.NET) to join our software development team. The successful candidate will design, develop, and maintain business-critical applications while contributing to technical architecture and driving software quality throughout the development lifecycle.
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<br>Responsibilities:
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<br>• Develop, enhance, and maintain enterprise software applications, backend services, and APIs.
<br>• Analyze business requirements and design reliable, scalable technical solutions.
<br>• Debug and resolve complex application, database, integration, and production issues.
<br>• Develop and optimize SQL Server databases, stored procedures, functions, views, triggers, and queries.
<br>• Participate in software architecture, technical analysis, and solution design.
<br>• Perform code reviews and promote coding standards and best practices.
<br>• Coordinate with Product, DevOps, and development teams throughout the software lifecycle.
<br>• Ensure developed features meet functional, performance, and quality requirements before deployment.
<br>• Prepare and maintain technical documentation.
<br>• Manage source code using Git/GitHub and participate in pull requests and version control best practices.
<br>• Support software deployments, upgrades, releases, and production support.
<br>• Continuously improve software quality, performance, scalability, security, and maintainability.
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<br>Required Skills & Qualifications:
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<br>• Bachelor's degree in Computer Science, Software Engineering, Information Technology, or a related field.
<br>• Minimum 6 years of professional software development experience.
<br>• Strong experience with C#, ASP.NET Core, and ASP.NET.
<br>• Experience with front-end technologies such as HTML, CSS, and JavaScript.
<br>• Experience with Blazor and Telerik UI.
<br>• Strong knowledge of Microsoft SQL Server.
<br>• Strong experience developing Stored Procedures, Functions, Views, Triggers, and optimizing SQL performance.
<br>• Experience designing and developing REST APIs.
<br>• Experience with Git/GitHub, pull requests, and source control.
<br>• Good understanding of Object-Oriented Programming (OOP), SOLID Principles, Design Patterns, and Clean Code.
<br>• Strong analytical, problem-solving, and debugging skills.
<br>• Ability to analyze business requirements and translate them into scalable, maintainable technical solutions.
<br>• Strong communication, collaboration, and interpersonal skills.
<br>• Ability to work independently while contributing effectively within a collaborative development team.
<br>• Strong sense of ownership, accountability, and commitment to delivering high-quality software.
<br>• Familiarity with AI-assisted software development and the ability to effectively leverage modern AI tools to enhance productivity, code quality, and problem-solving.
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<br>Nice to Have:
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<br>• Experience with .NET MAUI.
<br>• Experience with unit testing and automated testing.
<br>• Knowledge of ERP and/or HR Management Systems.
<br>• Experience with Microsoft Azure, Docker, or CI/CD pipelines.
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<br>What We Offer:
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<br>• Opportunity to work on enterprise HR, Workforce Management, ERP, and Mobile solutions used by organizations across multiple industries.
<br>• Opportunities for professional growth and increased technical responsibility.
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<br>If you're passionate about building high-quality enterprise software and solving complex technical challenges, we'd love to hear from you
<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
Company Description<br><p>Lasting Dynamics is an award-winning international software development company specializing in custom engineering, SaaS platforms, and mobile apps. Founded in Italy in 2015 by Michele Cimmino after starting as a freelance practice in 2010, the group has expanded across Europe, Norway, and the Middle East (serving as a tech partner tied to Dubai's royal family offices).</p><br><br>Job Description<br><p><strong>About Lasting Dynamics</strong></p><br><p>Lasting Dynamics is an independent software company founded in 2015, built without external investments. We grow through long-term partnerships rather than high-volume delivery.</p><br><p>Many of our partners come to us after unsuccessful outsourcing experiences and stay with us for years. We deliver complex web and mobile solutions with a strong focus on quality and accountability.</p><br><p>We're now entering a new growth phase: scaling our team, strengthening engineering standards, and integrating AI into our core workflows.</p><br><p><strong>About the role</strong></p><br><p>We're looking for a Full Stack Developer with interest or experience in AI tools to join our team remotely.</p><br><p>You'll work on real projects for international clients, contributing to both frontend and backend development. You will collaborate with designers, product owners, and other developers, while progressively building more autonomy and technical responsibility.</p><br><p>AI tools such as Claude, Cursor, GitHub Copilot or similar are part of how we work. You'll use them to improve productivity, support code quality, and explore better technical solutions, while maintaining direct responsibility over what you build.</p><br><p>This role is ideal for someone with at least 2 years of experience who wants to grow in a structured international environment and become stronger as a full stack developer.</p><br><p><strong>What You'll Do</strong></p><br><ul><li>Develop and maintain web applications using modern technologies</li><li>Work across both frontend and backend</li><li>Use AI tools to improve productivity and code quality</li><li>Collaborate with designers, product owners, and other developers</li><li>Write clean, maintainable, and testable code</li><li>Participate in code reviews and technical discussions</li><li>Contribute to the continuous improvement of our development workflow</li></ul><p><strong>Must-Have requirements</strong></p><br><ul><li>3+ years of software development experience</li><li>Experience building web applications across frontend and backend</li><li>Experience with JavaScript/TypeScript and modern web development</li><li>Experience with React, Node.js, REST APIs, and relational databases</li><li>Good understanding of clean code, testing, and maintainability</li><li>Familiarity with AI coding tools such as Claude, Cursor, GitHub Copilot, or similar</li><li>Problem-solving mindset and willingness to grow</li><li>Good professional English communication skills</li><li>Ability to work remotely with responsibility, communication, and reliability</li></ul><p><strong>Nice-to-Have</strong></p><br><ul><li>Experience with Next.js, React Native, or Redux Toolkit</li><li>Experience with PostgreSQL</li><li>Experience with Python or Golang</li><li>Knowledge of cloud platforms such as AWS, GCP, or Azure</li><li>Previous experience working in remote or international teams</li><li>Interest in AI, LLMs, automation, or autonomous agents</li></ul><p>What We Offer</p><br><ul><li>Complex and meaningful projects for international clients</li><li>Compensation in euros, discussed according to experience and fit</li><li>AI-integrated development environment</li><li>Clear growth path</li><li>International and collaborative team</li><li>Structured environment with solid engineering standards</li><li>Full-time remote position with a long-term perspective</li><li>Regular collaboration with experienced developers and technical leads</li><li>A working environment focused on quality, ownership, and continuous improvement</li></ul><br><br> </div>
<p>Aspire Software is looking for a Senior Software Developer to join our team in Lebanon.</p><p>What your day will look like:</p><p>A Computer Science/Software Engineering degree, or equivalent experience</p><p>5+ Years Overall Backend Development experience.</p><p>Demonstrated proficiency using AI tools for devlopment</p><p>Node.js (Nest.js/Next.js/Express) OR Python (Flask/Django), No SQL databases (MongoDB)</p><p>Experience creating enterprise Web Applications on AWS with strong knowledge of: API Gateways, Lambda Function, Cognito, Amplify, Application Load Balancers, ECS/EKS</p><p>Experience building AWS architectures for Web Applications using VPCs, IAM security policies, Kubernetes, Docker and MongoDB Atlas</p><p>Excellent troubleshooting skills and ability to work under pressure (i.e. site outages)</p><p>You are detail and results-oriented, self-motivated, and persistent</p><p>You have analytical, problem-solving, and decision-making skills</p><p>Excellent interpersonal and communication (verbal and written) skills</p><p>You enjoy a challenge and are curious, and with a passion for innovating .</p><p><strong>Desired Candidate Profile</strong></p><p>A Computer Science/Software Engineering degree, or equivalent experience</p><p>5+ Years Overall Backend Development experience.</p><p>Demonstrated proficiency using AI tools for devlopment</p><p>Node.js (Nest.js/Next.js/Express) OR Python (Flask/Django), No SQL databases (MongoDB)</p><p>Experience creating enterprise Web Applications on AWS with strong knowledge of: API Gateways, Lambda Function, Cognito, Amplify, Application Load Balancers, ECS/EKS</p><p>Experience building AWS architectures for Web Applications using VPCs, IAM security policies, Kubernetes, Docker and MongoDB Atlas</p><p>Excellent troubleshooting skills and ability to work under pressure (i.e. site outages)</p><p>You are detail and results-oriented, self-motivated, and persistent</p><p>You have analytical, problem-solving, and decision-making skills</p><p>Excellent interpersonal and communication (verbal and written) skills</p><p>You enjoy a challenge and are curious, and with a passion for innovating .</p>
<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
<p>The role of this position is to maintain and develop the banking software environment by implementing new modules, developing or implementing software applications, providing the needed assistance and training to the end users and assist in IT projects.</p><br><br><br><p>Principal Accountabilities:</p><br><br><br><p>Ø Analyze, design and develop queries on the Bank system as well as other reports and statistics</p><br><br><p>Ø Conduct program development on the Bank system and PCs</p><br><br><p>Ø Provide technical support of users in software issues related to the Bank system and internally developed applications</p><br><br><p>Ø Analyze, test and implement new or modified modules</p><br><br><p>Ø Implement software applications in line with the bank's strategy and objectives</p><br><br><p>Ø Participate in departmental projects at the request of the Acting IT Manager</p><br><br><br><p>Process personal data in compliance with applicable data protection legislation, the Data Protection Policy of the Bank as well as any other guidelines adopted by the bank in this regard from time to time.</p><br><br><br><p>Qualifications and technical skills:</p><br><br><br><p>Ø 1-2 years of experience</p><br><br><p>Ø Asp .net (vb or csharp)</p><br><br><p>Ø API</p><br><br><p>Ø SQL server</p><br><br><p>Ø Reporting tools (e.g. Tableau, SQL server BI, Crystal Report, Power BI Report Server)</p><br><br><p>Ø Python is a plus</p><br><br><p>Ø AI Agent is a plus</p><br><br>
<br><br> </div>
Checks orders sent by email and WhatsApp
<br>Checks the Wilton cakes resume of the next day
<br>Issues the orders sent from the branches and the sales clients, print them and send them to the concerned departments
<br>Receives the prepared orders form from the delivery warehouse team and issue the related invoices
<br>Checks the special orders and provides them to the concerned departments
<br>Issues the daily SQL
<br>Issues the total production quantity
<br>Communicates with the distributors and take their orders for the next day
<br>At the end of each shift, counts the money and sends the cash out report to the cash controller
<br>Performs other duties pertinent to this job as assigned
<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
<span>About Namou Properties Namou Properties is a growing real estate company focused on innovation, smart investment opportunities, and building data-driven systems that improve how we operate and scale.<br> About the Role Namou Properties is looking for a highly technical, systems-driven Business Analyst to join our remote team.<br> You’ll bridge data and operations by optimizing processes through automation, AI, and data-driven solutions .<br> You’ll take ownership of internal systems, building automations, integrating AI agents, and developing intelligent workflows to improve efficiency across our real estate and property management operations.<br> Key Responsibilities Design, build, and maintain reliable automation workflows using n8n and other tools.<br> Deploy and manage AI agents to streamline business processes, enhance communication, and reduce manual work.<br> Write and optimize SQL queries to generate accurate reports and actionable insights for leadership.<br> Maintain and optimize internal databases, knowledge bases, and existing automation workflows.<br> Analyze business processes, identify bottlenecks, and implement scalable automation solutions.<br> Collaborate with cross-functional teams to gather requirements and improve operational efficiency.<br> Why Join Namou Properties Fully remote role with flexibility and autonomy.<br> Work on real-world automation and AI projects that directly impact the business.<br> High level of ownership and the opportunity to shape internal systems and processes.<br> Exposure to modern automation, AI, and analytics technologies.<br> Competitive compensation with opportunities for professional growth.<br> Strong hands-on experience with JavaScript.<br> Proven experience building, troubleshooting, and maintaining workflows in n8n.<br> Experience working with APIs and integrating third-party systems.<br> Familiarity with AI agents and their practical application in business operations.<br> Strong SQL skills for data extraction, reporting, and analysis.<br> Ability to work independently in a remote environment.<br> The "A+" Factor (Bonus Skills) Database Design: Deep knowledge of database architecture and design is considered an A+ and will make your application stand out.<br></span> </div>
<section><p class="heading jdMain">Job Description</p><p class="heading">Roles & Responsibilities</p><div class="paragraph"><p>A confidential AI-driven technology company serving international clients across the UK, Europe, the US, and the GCC/MENA region is hiring a Data Scientist.</p><p>Responsibilities:</p><ul><li>Analyze large datasets to extract actionable business insights</li><li>Build and validate predictive models and statistical analyses</li><li>Develop dashboards and data visualizations for client reporting</li><li>Collaborate with engineering and product teams to integrate data solutions</li><li>Communicate findings clearly to both technical and non-technical stakeholders</li></ul></div></section><section><p class="heading">Desired Candidate Profile</p><p class="paragraph"></p><ul><li>1+ years of experience in data science or analytics</li><li>Proficiency in Python or R and data manipulation libraries (Pandas, NumPy)</li><li>Experience with machine learning frameworks and statistical modeling</li><li>Familiarity with SQL and cloud data platforms</li><li>Strong analytical thinking and communication skills</li><li>English proficiency required</li></ul><p></p></section>
<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
<span>Aspire Software is looking for an AI Engineer to join our team in Lebanon.<br> Here is a little window into our company: Aspire Software operates and manages wholly owned software companies, providing mission-critical solutions across multiple verticals.<br> By implementing industry best practices, Aspire delivers a time sensitive integration process, and the operation of a decentralized model has allowed it to become a hub for creating rapid growth by reinvesting in its portfolio.<br> About the job: The AI Automation Engineer is responsible for designing, deploying and improving AI agents and agentic workflows that automate routine operational work, augment teams, and improve speed, quality and scalability across the business.<br> This role is not about building disconnected experiments.<br> It is about delivering real workflow change in priority areas, initially focused on Support, Sales, Professional Services and internal operational workflows.<br> The role works closely with functional leaders and frontline teams to identify high value use cases, redesign workflows, deploy safe and useful agents, and ensure adoption in day-to-day operations.<br> The AI Automation Engineer helps shift repetitive, rules based and data intensive work to AI agents, while preserving human ownership of judgment, sensitive customer interactions, escalations, quality assurance, exception handling and continuous knowledge improvement.<br> About the Job This position sits within our New Products division, building new products on a modern technology stack.<br> Our engineering teams are organized as functional pods: small groups that own a product end to end, from data model through to release, with no dependency on a separate team to deploy.<br> This structure requires engineers who work confidently across the full stack, exercise independent judgment without detailed specifications, and deliver at pace.<br> Key responsibilities Build and maintain customer-facing products using Next.<br>js and Python, backed by PostgresQL Develop Al-powered product features, including retrieval over customer data, agentic workflows and natural-language interfaces Implement integrations with CRM platforms such as Salesforce and HubSpot, and with the hospitality systems our customers operate Own the underlying data layer, covering schema design, query performance and data exchange with external systems AI-Native Engineering This position assumes fluency with Al in two respects.<br> Building with Al: demonstrated experience delivering features on LLM APIs, including prompt design, structured output, evaluation of output quality, cost management at scale, and judgment about when a model is not the appropriate solution.<br> Developing with Al : established use of tools such as Claude Code or Cursor in your standard workflow, with sound judgment about what to delegate, what requires verification, and where these tools produce inaccurate results.<br> Profesional proficiency in Python and TypeScript/Next.<br>js, with suficient breadth to adopt additional languages as required Strong database capability beyond basic operations, including schema design, indexing and query optimization Experience integrating third-party APls, covering authentication, rate limiting, pagination and failure handling A demonstrated record of delivering software to production and supporting it in operation Sound product judgment, with the ability to scope work from objectives rather than specifications Written English suitable for daily asynchronous collaboration with colleagues in North America Preferred Qualifications Hospitality or travel technology; Salesforce or HubSpot development; vector databases, retrieval-augmented generation or agent frameworks; cloud infrastructure and CI/CD Working environment Pods carry genuine ownership, including visibility of how their products perform in production.<br> All work is peer reviewed, and we prioritize delivering focused functionality and iterating on it over long planning cycles.<br> The Lebanon office collaborates daily with colleagues in North America, with some overlap hours expected.<br></span> </div>
<p><h4>Aspire Software company overview</h4>
<p>Aspire Software is looking for an intermediate full-stack developer to join our team in Lebanon.<br>
Aspire Software operates and manages wholly owned software companies, providing mission-critical solutions across multiple verticals. By implementing industry best practices, Aspire delivers a time sensitive integration process, and the operation of a decentralized model has allowed it to become a hub for creating rapid growth by reinvesting in its portfolio.</p>
<h4>Role overview</h4>
<p>As an intermediate full stack developer, you’ll play a role in the ongoing development of our world-class cloud platform, and be comfortable with both front and back end programming. From understanding the initial set of customer requirements to deploying the final product, you’ll have your hands and mind in all aspects of the implementation. You’ll be responsible for developing and designing front end web architecture and back end systems, ensuring the responsiveness of applications and working alongside graphic designers for web design features, among other duties. At times, you may even find yourself presenting a solution to an external customer or to the entire company looking for feedback.</p>
<h4>Outcomes and key responsibilities</h4>
<ul>
<li><strong>Write quality code:</strong> Build well-designed, testable, efficient, secure code. Follow departmental guidelines for coding standards and participate in code reviews.</li>
<li><strong>Test:</strong> Write unit tests, service level and UI tests with help as needed from senior teammates. Find and execute test plans and test cases, read and validate automation results.</li>
<li><strong>Contribute to software design:</strong> Share ideas and participate in product, UI, architectural design discussions. Design basic functions with an awareness of overall service architecture, avoiding duplication across codebases and interface-breaking changes.</li>
<li><strong>Leverage AI-powered coding assistants:</strong> Accelerate software development, including code generation, debugging, and refactoring.</li>
<li><strong>Knowledge sharing:</strong> Foster a culture of documentation and knowledge sharing within the team and with business stakeholders; actively demonstrate an openness to share and receive information, updates and feedback.</li>
</ul>
<h4>Measures of performance: how you know you’re doing well</h4>
<ul>
<li><strong>Process execution:</strong> Every project, automation task, and incident is executed well and completely. We ensure that all work in our system is done to the best of our ability given our knowledge, tooling, and experience.</li>
<li><strong>Customer satisfaction:</strong> A desire to ensure a high quality of service to provide the best customer experience, by continually finding the next problem to solve, and solving it well.</li>
<li><strong>Effective cooperation:</strong> Collaborate closely with product management and site reliability teams to consistently meet and surpass customer expectations for quality and reliability.</li>
</ul>
<h4>Requirements</h4>
<h5>Experience</h5>
<ul>
<li>Exposure to computer science fundamentals in object-oriented design.</li>
<li>Experience developing software services and an understanding of design for scalability, performance and reliability.</li>
<li>Familiarity with professional software engineering practices across the entire development life cycle; coding standards, code reviews, source control management, build processes, testing.</li>
<li>Proficiency in the complete SDLC from analysis to deployment.</li>
<li>Working proficiency and communication skills in verbal and written English.</li>
<li>Proficiency in modern web programming including VueJS, NodeJS, JQuery.</li>
<li>Proficiency in modern event based microservice architecture, CQRS and websockets.</li>
<li>Experience working in cloud services including Google, Azure or AWS.</li>
</ul>
<h5>Competencies</h5>
<ul>
<li>Excellent written and verbal communication capability, with an aptitude for breaking down technical topics into easy to understand concepts.</li>
<li>An eye for details and specifics, you don’t shy away from data or information; and you relish an opportunity to set things straight or organize.</li>
<li>Independent problem solving capabilities, and analytical skills. You don’t give up when you don’t know the answer immediately and you're humble enough to ask for help whenever you need it.</li>
</ul>
<h4>Technologies - what you’ll be using</h4>
<ul>
<li>Apache</li>
<li>Cypress</li>
<li>Docker</li>
<li>GCP</li>
<li>Git</li>
<li>Gemini AI and Co-pilot</li>
<li>Java</li>
<li>Jira</li>
<li>Linux</li>
<li>PostgreSQL</li>
<li>VueJS</li>
<li>VS Code</li>
</ul></p><p></p>
<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
<span>About OLX Lebanon OLX Lebanon is the #1 marketplace for selling and buying online in Lebanon.<br> Our aim is to upgrade people’s lives by facilitating deals and identifying attractive opportunities for individuals and businesses.<br> Our broader vision is to strengthen local economies, empower small businesses and help everyone in making smarter choices for themselves, the market and the planet.<br> OLX Lebanon is proudly rooted in the local market while bringing global marketplace standards to our users.<br> Our team is driven by innovation, agility, and a deep understanding of the Lebanese consumer landscape.<br> We embrace a culture of ownership, creativity, and purpose—where every team member contributes to building smarter solutions that truly make a difference in people’s everyday lives.<br> About the role As a Data Engineer at OLX Lebanon, you will help own and evolve the company's modern data platform and ensure that trusted, timely data is available to the business.<br> You will work across the end-to-end data lifecycle: integrating operational and third-party sources, building and maintaining reliable data pipelines, modelling data for analytics, supporting business intelligence, and operating the platform in production.<br> The role is suited to an experienced engineer who can work independently and take meaningful ownership of a production data environment.<br> Own, operate, and continuously improve OLX Lebanon's production data platform and its core ingestion, transformation, and serving workflows.<br> Design, build, maintain, and troubleshoot reliable batch and incremental data pipelines from operational databases, APIs, cloud storage, and third-party systems.<br> Develop and maintain scalable warehouse models across raw, staging, intermediate, dimensional, and reporting layers.<br> Develop, optimize, and review SQL and Python used for ingestion, transformation, reconciliation, automation, and operational tooling.<br> Build and maintain transformation-as-code workflows using dbt or comparable modern data transformation frameworks.<br> Implement robust production patterns including idempotent processing, retries, schema evolution, scheduling/orchestration, monitoring, alerting, and failure recovery.<br> Ensure data quality and accuracy through automated tests, source-to-target reconciliation, freshness checks, and clear operational controls.<br> Own and support cloud data warehouse workloads, including performance, access, reliability, and cost optimisation.<br> Work with object storage and cloud services used for data ingestion and platform operations, particularly AWS/S3 and related services.<br> Support Power BI and the analytics layer by providing well-modelled, documented, performant datasets and by helping build or troubleshoot reports when required.<br> Partner closely with OLX Data Team as they own business requirements, metric interpretation, and an increasing share of Power BI dashboard development.<br> Collaborate with product, engineering, marketing, growth, finance, advertising, and other business teams through the analytics team where appropriate.<br> Apply strong software-engineering practices including Git-based version control, code review, testing, documentation, deployment discipline, and reusable design.<br> Maintain appropriate data access, privacy, security, and governance controls for sensitive and business-critical data.<br> Document pipelines, models, dependencies, operational procedures, and architecture so that the platform can be supported by more than one engineer.<br> A fast-paced, high-performing team.<br> Learning & Development opportunities.<br> #LebanonOLX Hold a Bachelor’s degree in a relevant field or equivalent professional experience.<br> Approximately 4+ years of relevant data engineering experience for mid-senior candidates; Senior candidates should demonstrate deeper independent ownership rather than relying on years alone.<br> Hands-on experience building and operating production ETL/ELT pipelines and cloud-based analytical data platforms.<br> Strong experience with at least one modern cloud data warehouse or lakehouse platform such as Snowflake, Amazon Redshift, Azure Synapse, Google BigQuery, Databricks, or equivalent.<br> Strong hands-on SQL and Python experience.<br> Familiar with dimensional modelling, analytical warehouse design, and working with large-scale datasets.<br> Understanding of dbt is strongly preferred; equivalent transformation-as-code approaches or strong SQL modelling understanding is acceptable.<br> Understanding of cloud infrastructure and object storage concepts.<br> Comfortable with BI and analytics workflows; familiarity with Power BI is a plus.<br> Excellent SQL and strong Python engineering skills.<br> Ability to diagnose production data issues independently across ingestion, transformation, warehouse, and BI layers.<br> Strong Git, code review, testing, documentation, and software-engineering practices.<br> Ability to balance reliability, performance, maintainability, and cloud cost.<br> Ability to communicate technical issues clearly to analysts, engineers, managers, and non-technical stakeholders.<br> Strong written and verbal English.<br> Show attention to detail, analytical thinking, and a continuous learning mindset.<br> Be driven, self-motivated, and able to handle pressure in a fast-paced environment.<br> Live the team values: Simpler.<br> Better. Faster.</span> </div>
A reputable International Company in Beirut is seeking a Junior Data Analyst to join our growing Data & AI Unit and support the development and maintenance of business intelligence solutions across our operations, commercial, and finance functions. The ideal candidate will work closely with the senior BI team to transform raw operational data into meaningful dashboards, reports, and insights that support informed business decisions across our fleet and shore-side operations.
<br>This is a hands-on opportunity for someone early in their career who is eager to develop their skills in data analytics, business intelligence, and data engineering within a high-volume shipping and logistics environment.
<br>To succeed in this role, you should have strong analytical and problem-solving skills, excellent attention to detail, a proactive learning mindset, and the ability to communicate effectively with both technical and business teams.
<br>
<br>What will you do?
<br>• Build and maintain Power BI reports and dashboards under the guidance of senior team members
<br>• Write, test, and optimize SQL queries against SQL Server to extract, analyze, and validate data
<br>• Perform data cleaning, shaping, and transformation using Power Query
<br>• Support data reconciliation and quality checks by verifying record counts, revenue figures, shipment data, and other business information against source systems
<br>• Assist in documenting data sources, measures, report logic, and data processes
<br>• Respond to ad-hoc data requests from business units including operations, commercial, and finance
<br>• Help maintain and monitor existing automated reporting pipelines
<br>• Learn and gradually contribute to DAX measure development and workflow automation
<br>• Support the design, development, and maintenance of business intelligence solutions across the organization
<br>• Collaborate with senior BI team members to translate business requirements into meaningful reports and data insights
<br>• Assist in identifying data quality issues and support their investigation and resolution
<br>• Stay up to date with modern data and AI technologies and contribute to the continuous improvement of reporting and analytics processes
<br>• Assist in providing periodic updates to Management on pending tasks, priorities, and required actions to ensure timely follow-up and completion
<br>• Undertake additional tasks and responsibilities related to the scope and level of the role as required
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<br>What do we expect of you?
<br>• Bachelor's degree in Computer Science, Statistics, Engineering, Business Analytics, Information Systems, or a related field
<br>• Minimum 2–3 years of experience in data analytics, business intelligence, or a related field
<br>• Experience or strong interest in the logistics, shipping, or supply chain industry is a strong advantage
<br>• Foundational knowledge of SQL, including SELECT queries, joins, and aggregations
<br>• Familiarity with Power BI, DAX, and Power Query (M)
<br>• Exposure to Agentic AI, Copilot Studio, Power Automate, Office Scripts, and Microsoft Fabric is an advantage
<br>• Basic knowledge of Python for data manipulation
<br>• Strong Microsoft Excel and data visualization skills
<br>• Strong analytical and problem-solving skills with attention to detail
<br>• Excellent verbal and written communication skills
<br>• Proactive, eager to learn, and solution oriented
<br>• Ability to work effectively with both technical teams and business stakeholders
<br>• Fluent in English, written and spoken; knowledge of other languages is an advantage
<br>• Strong organizational skills with the ability to manage multiple tasks and priorities in a fast-paced environment
<p><h4>About GTECH Information Technology</h4>
<p>At GTECH Information Technology, we deliver enterprise-level digital solutions that combine creativity, technical depth, and flawless execution. From government portals and large-scale websites to immersive event experiences, our team thrives on projects that truly make an impact. We are proud to be named a great place to work in the UAE.</p>
<h4>Role Overview</h4>
<p>GTECH builds and maintains a large portfolio of WordPress websites for brands across the Middle East. We're looking for a hands-on WordPress specialist who can own a website from design to front-end to back-end, turning approved designs into pixel-accurate, responsive WordPress builds, and extending them with custom functionality where needed.</p>
<p>Because so much of our work targets the Middle East market, this role requires a native Arabic speaker who can read and write Arabic. You'll be building and testing right-to-left (RTL) layouts, handling Arabic typography, and making sure bilingual (Arabic/English) sites look and read correctly.</p>
<p>This is a delivery-focused developer role. You'll work closely with our designers, project managers, and SEO/marketing team to ship clean, fast, secure WordPress sites.</p>
<h4>Key Responsibilities</h4>
<li>Convert approved designs (Figma / Adobe XD / PSD) into responsive, pixel-accurate WordPress themes.</li>
<li>Build and customize WordPress themes and child themes, front-end (HTML5, CSS3/SCSS, JavaScript) and back-end (PHP, WordPress APIs).</li>
<li>Develop custom functionality: custom post types, taxonomies, and fields using ACF (Advanced Custom Fields); build or extend custom plugins.</li>
<li>Build and maintain Arabic / RTL and bilingual sites, correct RTL layouts, Arabic fonts/typography, and multilingual setups (e.g. WPML / Polylang).</li>
<li>Work with page builders where relevant (Elementor, Gutenberg / block editor) and know when to build custom instead.</li>
<li>Build and maintain WooCommerce stores where required.</li>
<li>Optimize sites for speed, Core Web Vitals, responsiveness, and cross-browser compatibility.</li>
<li>Apply WordPress security best practices; keep core, themes, and plugins updated and safe.</li>
<li>Handle site migrations, staging-to-live deployments, backups, and basic hosting/DNS tasks.</li>
<li>Debug and resolve theme, plugin, and performance issues across the existing site portfolio.</li>
<li>Use Git for version control and collaborate with the team on a shared workflow.</li>
<li>Coordinate with designers, project managers, and the SEO team so builds are on-brief, on-time, and SEO-friendly.</li>
<h4>Requirements</h4>
<li>3–5 years of hands-on WordPress development experience, ideally in an agency or multi-site environment.</li>
<li>Native Arabic (read & write) with the ability to build and QA Arabic/RTL and bilingual websites; strong English for team communication.</li>
<li>Strong front-end skills: HTML5, CSS3/SCSS, JavaScript (and jQuery), responsive design.</li>
<li>Strong WordPress back-end skills: PHP, MySQL, WordPress theme & plugin APIs, hooks/filters.</li>
<li>Hands-on experience with ACF, custom post types, and custom fields.</li>
<li>Experience taking a design file and producing a clean, faithful, responsive WordPress build.</li>
<li>WooCommerce experience.</li>
<li>Familiarity with page builders (Elementor and/or Gutenberg blocks).</li>
<li>Understanding of WordPress security, performance optimization, and Core Web Vitals.</li>
<li>Comfortable with Git and a collaborative development workflow.</li>
<li>Reliable remote worker, self-managing, communicative, and able to hit deadlines.</li>
<h4>Nice to Have</h4>
<li>Multilingual plugin experience (WPML, Polylang).</li>
<li>Basic on-page SEO awareness (clean markup, schema, page speed).</li>
<li>Experience with headless WordPress or REST API / custom API work.</li>
<li>Familiarity with a broader stack (Node/React or Laravel), useful, but this is a WordPress-first role.</li>
<li>Experience with CI/CD or automated deployment tools.</li>
<li>A portfolio of live WordPress and Arabic/RTL sites.</li>
<h4>Benefits</h4>
<h4>Why Join GTECH?</h4>
<li>Be part of a collaborative, curiosity-driven culture.</li>
<li>Recognized as a great place to work in the UAE.</li>
<li>Opportunities to learn, grow, and shape the future of digital experiences.</li></p><p></p>
Job Summary
<br>We are looking for a Software Application Support professional to provide technical and functional support for business applications. The role involves assisting customers, managing support tickets and service requests, delivering customer training, and following up on assigned tasks through completion.
<br>
<br>Job Responsibilities
<br>• Provide customer support through phone, email, and on-site.
<br>• Manage and follow up on customer calls, tickets, and service requests.
<br>• Professionally follow up on customer tickets until resolution, with proper documentation.
<br>• Provide customer training online and on-site.
<br>• Finalize and deliver assigned jobs.
<br>• Work as a team member.
<br>
<br>Job Requirements
<br>• University graduate.
<br>• Minimum 2 years of experience in installing and supporting business applications.
<br>• Experience in a similar job within a software company.
<br>• Preferable experience with Business Applications, including Stock/Inventory, Billing, Accounting, Point of Sale (POS), Payroll, and Assets.
<br>• Knowledge of SQL Server.
<br>
<br>Location: Achrafieh
<p>Build and maintain Power BI reports and dashboards under the guidance of senior team members Write, test, and optimize SQL queries against SQL Server to extract, analyze, and validate data Perform data cleaning, shaping, and transformation using Power Query Support data reconciliation and quality checks by verifying record counts, revenue figures, shipment data, and other business information against source systems Assist in documenting data sources, measures, report logic, and data processes Respond to ad-hoc data requests from business units including operations, commercial, and finance Help maintain and monitor existing automated reporting pipelines Learn and gradually contribute to DAX measure development and workflow automation Support the design, development, and maintenance of business intelligence solutions across the organization Collaborate with senior BI team members to translate business requirements into meaningful reports and data insights Assist in identifying data quality issues and support their investigation and resolution Stay up to date with modern data and AI technologies and contribute to the continuous improvement of reporting and analytics processes Assist in providing periodic updates to Management on pending tasks, priorities, and required actions to ensure timely follow-up and completion Undertake additional tasks and responsibilities related to the scope and level of the role as required</p><p><strong>Desired Candidate Profile</strong></p><p>Bachelor's degree in Computer Science, Statistics, Engineering, Business Analytics, Information Systems, or a related field Minimum 2 3 years of experience in data analytics, business intelligence, or a related field Experience or strong interest in the logistics, shipping, or supply chain industry is a strong advantage Foundational knowledge of SQL, including SELECT queries, joins, and aggregations Familiarity with Power BI, DAX, and Power Query (M) Exposure to Agentic AI, Copilot Studio, Power Automate, Office Scripts, and Microsoft Fabric is an advantage Basic knowledge of Python for data manipulation Strong Microsoft Excel and data visualization skills Strong analytical and problem-solving skills with attention to detail Excellent verbal and written communication skills Proactive, eager to learn, and solution oriented Ability to work effectively with both technical teams and business stakeholders Fluent in English, written and spoken; knowledge of other languages is an advantage Strong organizational skills with the ability to manage multiple tasks and priorities in a fast-paced environment</p>
<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
Job Description<br><p>Nassar Computer Solutions is looking for an experienced <strong>Senior Full Stack Software Developer (.NET)</strong> to join our software development team. The successful candidate will design, develop, and maintain business-critical applications while contributing to technical architecture and driving software quality throughout the development lifecycle.</p><br><p><strong>Responsibilities</strong></p><br><ul><li>Develop, enhance, and maintain enterprise software applications, backend services, and APIs.</li><li>Analyze business requirements and design reliable, scalable technical solutions.</li><li>Debug and resolve complex application, database, integration, and production issues.</li><li>Develop and optimize SQL Server databases, stored procedures, functions, views, triggers, and queries.</li><li>Participate in software architecture, technical analysis, and solution design.</li><li>Perform code reviews and promote coding standards and best practices.</li><li>Coordinate with Product, DevOps, and development teams throughout the software lifecycle.</li><li>Ensure developed features meet functional, performance, and quality requirements before deployment.</li><li>Prepare and maintain technical documentation.</li><li>Manage source code using Git/GitHub and participate in pull requests and version control best practices.</li><li>Support software deployments, upgrades, releases, and production support.</li><li>Continuously improve software quality, performance, scalability, security, and maintainability.</li></ul><br>Qualifications<br><ul><li>Bachelor's degree in Computer Science, Software Engineering, Information Technology, or a related field.</li><li>Minimum <strong>6 years</strong> of professional software development experience.</li><li>Strong experience with <strong>C#</strong>, <strong>ASP.NET Core</strong>, and <strong>ASP.NET</strong>.</li><li>Experience with front-end technologies such as <strong>HTML, CSS, and JavaScript</strong>.</li><li>Experience with <strong>Blazor</strong> and <strong>Telerik UI</strong>.</li><li>Strong knowledge of <strong>Microsoft SQL Server</strong>.</li><li>Strong experience developing <strong>Stored Procedures, Functions, Views, Triggers</strong>, and optimizing SQL performance.</li><li>Experience designing and developing <strong>REST APIs</strong>.</li><li>Experience with <strong>Git/GitHub</strong>, pull requests, and source control.</li><li>Good understanding of <strong>Object-Oriented Programming (OOP), SOLID Principles, Design Patterns, and Clean Code</strong>.</li><li>Strong analytical, problem-solving, and debugging skills.</li><li>Ability to analyze business requirements and translate them into scalable, maintainable technical solutions.</li><li>Strong communication, collaboration, and interpersonal skills.</li><li>Ability to work independently while contributing effectively within a collaborative development team.</li><li>Strong sense of ownership, accountability, and commitment to delivering high-quality software.</li><li>Familiarity with AI-assisted software development and the ability to effectively leverage modern AI tools to enhance productivity, code quality, and problem-solving.</li></ul><br>Additional Information<br><ul><li><p><strong>Nice to Have</strong></p><br></li><li>Experience with <strong>.NET MAUI</strong>.</li><li>Experience with <strong>unit testing</strong> and automated testing.</li><li>Knowledge of <strong>ERP</strong> and/or <strong>HR Management Systems</strong>.</li><li>Experience with <strong>Microsoft Azure</strong>, <strong>Docker</strong>, or <strong>CI/CD</strong> pipelines.</li></ul><br><br> </div>
<p>We are looking for an experienced Senior Full Stack Software Developer (.NET) to join our software development team. The successful candidate will design, develop, and maintain business-critical applications while contributing to technical architecture and driving software quality throughout the development lifecycle.</p><p><b>Responsibilities</b>:</p><ul><li>Develop, enhance, and maintain enterprise software applications, backend services, and APIs.</li><li>Analyze business requirements and design reliable, scalable technical solutions.</li><li>Debug and resolve complex application, database, integration, and production issues.</li><li>Develop and optimize SQL Server databases, stored procedures, functions, views, triggers, and queries.</li><li>Participate in software architecture, technical analysis, and solution design.</li><li>Perform code reviews and promote coding standards and best practices.</li><li>Coordinate with Product, DevOps, and development teams throughout the software lifecycle.</li><li>Ensure developed features meet functional, performance, and quality requirements before deployment.</li><li>Prepare and maintain technical documentation.</li><li>Manage source code using Git/GitHub and participate in pull requests and version control best practices.</li><li>Support software deployments, upgrades, releases, and production support.</li><li>Continuously improve software quality, performance, scalability, security, and maintainability.</li></ul><p>Required Skills & Qualifications:</p><ul><li>Bachelor's degree in Computer Science, Software Engineering, Information Technology, or a related field.</li><li>Minimum 6 years of professional software development experience.</li><li>Strong experience with C#, ASP.NET Core, and ASP.NET.</li><li>Experience with front-end technologies such as HTML, CSS, and JavaScript.</li><li>Experience with Blazor and Telerik UI.</li><li>Strong knowledge of Microsoft SQL Server.</li><li>Strong experience developing Stored Procedures, Functions, Views, Triggers, and optimizing SQL performance.</li><li>Experience designing and developing REST APIs.</li><li>Experience with Git/GitHub, pull requests, and source control.</li><li>Good understanding of Object-Oriented Programming (OOP), SOLID Principles, Design Patterns, and Clean Code.</li><li>Strong analytical, problem-solving, and debugging skills.</li><li>Ability to analyze business requirements and translate them into scalable, maintainable technical solutions.</li><li>Strong communication, collaboration, and interpersonal skills.</li><li>Ability to work independently while contributing effectively within a collaborative development team.</li><li>Strong sense of ownership, accountability, and commitment to delivering high-quality software.</li><li>Familiarity with AI-assisted software development and the ability to effectively leverage modern AI tools to enhance productivity, code quality, and problem-solving.</li></ul><p><b>Nice to Have:</b></p><ul><li>Experience with .NET MAUI.</li><li>Experience with unit testing and automated testing.</li><li>Knowledge of ERP and/or HR Management Systems.</li><li>Experience with Microsoft Azure, Docker, or CI/CD pipelines.</li></ul><p><br></p><p><strong>Desired Candidate Profile</strong></p><p><br></p>
<p>Join our team as a Data Analyst/Scientist to turn complex datasets into clear, actionable insights that drive measurable business improvements. You'll partner with stakeholders to design analyses, build predictive models, and deliver automated reporting that supports day-to-day and strategic decision-making.</p><p>Job Purpose The purpose of this role is to analyze data, build reliable data pipelines and predictive models, and communicate results through dashboards and stakeholder-ready reporting improving KPIs through data-driven recommendations with measurable impact.</p><p>Job Duties and Responsibilities</p><ul><li>SQL</li><li>Python (pandas, scikit-learn)</li><li>Data visualization (Tableau/Power BI)</li><li>ETL data pipelines</li><li>Statistics and experimentation (A/B testing)</li><li>Analytical thinking</li><li>Problem-solving</li><li>Attention to detail</li><li>Ownership and continuous improvement</li><li>Stakeholder communication</li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li>SQL</li><li>Python (pandas, scikit-learn)</li><li>Data visualization (Tableau/Power BI)</li><li>Statistics and experimentation (A/B testing)</li><li>ETL data pipelines</li><li>Analytical thinking</li><li>Problem-solving</li><li>Stakeholder communication</li><li>Attention to detail</li><li>Ownership and continuous improvement</li></ul>
<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
<span>Aspire Software is looking for a Power BI Developer to join our team in Lebanon.<br> Here is a little window into our company: Aspire Software operates and manages wholly owned software companies, providing mission-critical solutions across multiple verticals.<br> By implementing industry best practices, Aspire delivers a time sensitive integration process, and the operation of a decentralized model has allowed it to become a hub for creating rapid growth by reinvesting in its portfolio.<br> We are looking for a Power BI Developer to join our team and contribute to the development and enhancement of our business intelligence and reporting platform.<br> The role will focus on designing, developing, and maintaining interactive Power BI dashboards and reports that enable clients to analyze their business performance, monitor KPIs, and make data-driven decisions.<br> You will work closely with Product, Development, Data, and Business teams to translate business and reporting requirements into scalable, user-friendly Power BI solutions.<br> Key Responsibilities Design, develop, and maintain Power BI dashboards and reports within the Lumina platform.<br> Build and optimize Power BI data models, relationships, measures, and calculated columns.<br> Work with large and complex datasets and ensure reports are accurate, performant, and scalable.<br> Develop reporting solutions based on business requirements, including: KPI dashboards, Performance reports, Trend and comparison analysis, Market and brand analysis, Year-over-year and period comparisons Optimize Power BI reports and datasets to ensure good performance and efficient loading times.<br> Work with the development team to integrate Power BI reporting into the Lumina application.<br> Support the implementation of new reporting features and enhancements within Lumina.<br> Collaborate with Product Managers and stakeholders to understand requirements and translate them into technical reporting solutions.<br> 2+ years of professional experience with Power BI development.<br> Strong knowledge of Power BI Desktop and Power BI Service.<br> Strong experience with Power BI data modeling.<br> Good understanding of Power Query / M.<br> Strong knowledge of data modeling concepts, including relationships, star schemas, dimensions, and fact tables.<br> Experience working with SQL databases and writing SQL queries.<br> Experience developing interactive dashboards and reports for business users.<br> Strong analytical and problem-solving skills.<br> Ability to understand business requirements and translate them into reporting solutions.<br> Good understanding of KPI calculations and business reporting concepts.<br> Ability to troubleshoot and optimize Power BI reports and data models.<br></span> </div>
<p>Result of Service The objective of the Individual Contractor is to assist the head of unit and technical teams in monitoring, maintaining, and securing core IT infrastructure, cloud components, virtualization platforms, and multi-tenant applications. Work Location UN-House ESCWA Expected duration 6 months Duties and Responsibilities Background: This position is located in the Decision-Support and Data Science Division. The Decision-Support and Data Science Division (DSDSD) is part of ESCWA's broader modernization and innovation efforts, providing advanced analytics and decision-support services within ESCWA, other UN entities, and Member States. Aligned with the UN 2.0 agenda and grounded in strategic foresight, DSDS leverages data-driven insights, emerging technologies, and scenario-based planning to anticipate trends and proactively inform policymaking and operations. Its core functions include data integration and management; data quality assurance; advanced analytics and modeling; machine learning and artificial intelligence solutions; real-time dashboards and performance reporting; and data visualization and business intelligence and the design and development of specialized digital decision-support tools. Through these capabilities, DSDS empowers evidence-based decision-making, fosters organizational efficiency, and catalyzes strategic innovation across the region, supporting sustainable development outcomes regionally and globally. The IT Systems Operations Assistant Individual Contractor will contribute to the enhancement of ESCWA's IT services monitoring program, virtualization environments, and security operations by proactively identifying problems and risks, and coordinating with relevant stakeholders to minimize the impact on service delivery. The Contractor will work closely with the Cloud & Infrastructure and Cyber Security teams. Tasks and Responsibilities: The IT Systems Operations Assistant will be responsible for the following tasks: - Troubleshooting and Incident Management: Investigate infrastructure and application issues, perform log analysis and root cause analysis, document findings, and propose/implement corrective actions to resolve incidents and minimize service disruptions. - Cloudflare Administration and Security Operations: Manage and monitor domains hosted on Cloudflare, analyze traffic patterns and security events, create and maintain custom Web Application Firewall (WAF) rules, and implement mitigation strategies against malicious traffic and attacks. - Traffic Analysis and Security Monitoring: Collect and analyze Cloudflare metrics, traffic analytics, and security data to identify abnormal behavior, attack patterns, bot activity, and performance issues, while providing recommendations for improving security and service availability. - Proxmox Virtualization Management: Install, configure, maintain, and monitor Proxmox environments and Ubuntu/Linux servers, create and manage virtual machines, monitor cluster and storage health, perform operating system administration, system updates, security hardening, troubleshooting, and infrastructure maintenance, and ensure the stability, security, and availability of production environments. - Backup and Recovery Operations: Create and manage virtual machine snapshots, monitor backup processes, verify backup integrity, and support recovery procedures to ensure business continuity and disaster readiness. - Magento Multi-Tenant Platform Administration: Perform administrative and operational activities for the Magento multi-tenant (ECAP) platform, build and resolve CI/CD pipeline issues, and provide ongoing operational support. - Documentation and Technical Reporting: Maintain technical documentation, operational procedures, configuration records, troubleshooting guides, incident reports, and implementation documentation for infrastructure and security-related activities. - Project Support and Technical Implementations: Contribute to infrastructure, cloud, virtualization, and security projects by implementing configurations, supporting deployments, testing solutions, and documenting technical changes.</p><p><strong>Desired Candidate Profile</strong></p><p>A First Level University degree in Telecommunication, Information Technology, Computer Science or a related area is required. All candidates must submit a copy of the required educational degree. Incomplete applications will not be reviewed. A minimum of 1 year of professional work experience across virtualization platforms (such as Proxmox), Linux system administration, web application firewalls (such as Cloudflare), database clustering (PostgreSQL/Patroni), and incident or vulnerability tracking is required. Familiarity with modern enterprise platforms, CI/CD pipelines, and cloud integration is desirable. Languages English and French are the working languages of the United Nations Secretariat; and Arabic is a working language of ESCWA. For this position, fluency in English is required. Note: Fluency equals a rating of fluent in all four areas (speak, read, write, and understand) and Knowledge of equals a rating of confident in two of the four areas.</p>