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Job Title – Infrastructure Lead Company – TCS (MEA) Location – Riyadh, Saudi Arabia Job type – Full time<br>About Us:Tata Consultancy Services (TCS) is an IT services, consulting and business solutions organization that has been partnering with many of the world’s largest businesses in their transformation journeys for over 50 years. TCS offers a consulting-led, cognitive powered, integrated portfolio of business, technology and engineering services and solutions. This is delivered through its unique Location Independent Agile™ delivery model, recognized as a benchmark of excellence in software development. A part of the Tata group, India's largest multinational business group, TCS has over 616,171 of the world’s best-trained consultants with 157 nationalities in 53 countries. For more information, visit www.tcs.com and follow TCS news at @TCS_News.<br>Key Responsibilities Automated Deployment Pipelines: Standardize and manage end-to-end deployment processes across all environments (SIT, UAT, Regression, Production, and DR), ensuring seamless integration and consistent application stack management through automated CI/CD workflows. Advanced Linux Automation: Design and implement automation scripts and workflows to streamline regular deployments, patching, and system configurations. Infrastructure Management: Take full ownership of RHEL and other Linux-based enterprise activities. Manage scaling and integration for the application stack across all controlled environments. Operational Resilience: Lead 24/7 support for critical issues. Conduct quarterly Disaster Recovery (DR) exercises and backup testing to guarantee RTO/RPO targets are met. Security & Compliance: Enforce RBAC, data encryption, and privacy standards. Ensure the platform remains compliant with PCI-DSS and GDPR through rapid patching (within 30 days) and vulnerability remediation. Performance & Monitoring: Utilize performance fine-tuning to meet strict application SLAs. Maintain detailed audit logs, health checks, and proactive monitoring to identify issues before they impact users. Collaborative Leadership: Coordinate with internal IT, Info Sec, and third-party vendors. Manage the escalation matrix, perform Root Cause Analysis (RCA), and maintain high-quality documentation. Required Qualifications & Skills Experience: In Linux Systems Engineering and Enterprise Operations. Automation Mastery (Must-Have): Expert proficiency in Ansible, Terraform, Puppet, or Chef for configuration management and infrastructure-as-code, Strong Shell, Python, or Perl scripting skills. OS Expertise: Deep knowledge of Red Hat Enterprise Linux (RHEL) administration, kernel tuning, and security hardening. Orchestration: Hands-on experience with Kubernetes clusters and containerization. Middleware & Data: Knowledge of WSO2 APIM/IS, Redis in-memory data stores, and the ELK Stack for centralized logging. Network Security: Familiarity with load balancers, firewalls, and secure integration patterns. Certifications: RHCE (Red Hat Certified Engineer) is a must. CKA (Certified Kubernetes Administrator) is highly preferred. Thank you for your interest in applying for this position with TCS. We will review your application and will get back to you if we are considering your interest in this opportunity.<br>Application Deadline: 30th -August-2026<br>Privacy Note:https://www.tcs.com/connect-with-tcs/privacy-policy
Client is seeking an experienced Infrastructure Engineer with a minimum of 5 years of hands-on experience in designing, implementing, maintaining, and supporting enterprise IT infrastructure. The ideal candidate will be responsible for managing servers, virtualization platforms, storage systems, cloud infrastructure, operating systems, backup solutions, and core IT services to ensure high availability, performance, and security across the organization's technology environment. The successful candidate should possess strong technical expertise in Windows and Linux server administration, virtualization, cloud platforms, storage, networking fundamentals, and disaster recovery.<br>Key Responsibilities:<br>Design, implement, and maintain enterprise IT infrastructure environments. Install, configure, and manage Windows and Linux servers. Administer virtualization platforms including VMware and Hyper-V. Manage enterprise storage solutions, SAN/NAS infrastructure, and storage optimization. Monitor infrastructure performance and proactively resolve issues. Implement and manage backup, recovery, and disaster recovery solutions. Administer Active Directory, Group Policy, DNS, DHCP, and identity management services. Support Microsoft 365, Azure Active Directory (Microsoft Entra ID), and hybrid infrastructure environments. Deploy operating system patches, firmware updates, and infrastructure upgrades. Implement infrastructure security best practices, including endpoint protection, privileged access management, and vulnerability remediation. Configure and maintain high-availability and failover solutions. Support cloud infrastructure deployments on Microsoft Azure and/or AWS. Collaborate with network, security, database, and application teams to support enterprise systems. Develop infrastructure automation scripts where applicable. Maintain technical documentation, infrastructure diagrams, and operational procedures. Participate in infrastructure projects, migrations, and technology refresh initiatives. Provide Level 2/Level 3 support for infrastructure-related incidents and service requests. Ensure compliance with organizational policies, security standards, and regulatory requirements.<br>Required Qualifications:<br>Bachelor's degree in Computer Science, Information Technology, Engineering, or a related discipline. Minimum 5 years of experience in IT infrastructure engineering or systems engineering. Strong experience supporting enterprise infrastructure environments. Excellent troubleshooting and analytical skills. Strong communication and documentation abilities.<br>Required Technical Skills<br>Server Administration Windows Server (2016/2019/2022) Linux (RHEL, Ubuntu, Cent OS) Active Directory Group Policy DNSDHCPFile and Print Services<br>Virtualization VMware v Sphere VMware ESXiVMware v Center Microsoft Hyper-V<br>Cloud Platforms Microsoft Azure Amazon Web Services (AWS) Microsoft Entra ID (Azure Active Directory) Microsoft 365 Administration<br>Storage & Backup SAN/NAS Administration Storage Area Networks Backup and Recovery Veeam Backup & Replication Commvault (preferred) Azure Backup<br>Infrastructure Monitoring Solar Winds PRTGZabbix Nagios Microsoft System Center (preferred)<br>Security Endpoint Protection Multi-Factor Authentication (MFA) Privileged Access Management (PAM) Vulnerability Management Patch Management Bit Locker Microsoft Defender<br>Networking Fundamentals TCP/IPVLANsRouting & Switching Fundamentals VPNFirewall Concepts Load Balancing<br>Automation (Preferred) Power Shell Bash Python Ansible<br>Preferred Certifications:<br>Candidates with one or more of the following certifications will have an advantage:Microsoft Certified: Azure Administrator Associate (AZ-104) Microsoft Certified: Windows Server Hybrid Administrator Associate VMware Certified Professional (VCP) AWS Certified Sys Ops Administrator – Associate Red Hat Certified System Administrator (RHCSA) Comp TIA Server+ITIL Foundation Certification
<p>Mindrift is looking for skilled Bot Developers (WhatsApp Business API, Telegram Bot API, Discord API) to join the Tendem project ( https://tendem.ai/ ) and build conversational bots and messaging-platform integrations for real-world applications. In this role, you'll use your bot engineering expertise, conversational design skills, and quality-focused approach to build reliable, useful bots and messaging integrations that deliver a great user experience. This part-time remote opportunity is ideal for professionals with hands-on experience building messaging bots, working with platform APIs and webhooks, and implementing conversational logic.</p><p><strong>What We Do</strong> The Mindrift platform connects specialists with innovative technology projects. Our mission is to help develop high-quality AI technologies by combining real-world expertise from professionals across the globe with advanced AI development efforts.</p><p><strong>About the Role</strong> This is a freelance role for a Tendem project. As a Bot Developer, you'll design, build, and refine messaging bots for one or more messaging platforms, including WhatsApp, Telegram, Discord, Slack, and similar platforms for use cases such as customer service, appointment booking, order taking, content delivery, moderation, and automated notifications.</p><p><strong>Key Responsibilities</strong></p><ul><li>Build bots for one or more messaging platforms, such as WhatsApp (Business API / Cloud API), Telegram (Bot API), Discord, Slack and similar messaging platforms.</li><li>Design and implement conversational flows, dialogue state, and fallback handling.</li><li>Integrate bots with LLMs (OpenAI, Anthropic, or similar) for natural language responses where appropriate.</li><li>Connect bots to backend services, databases, CRMs, and third-party APIs (booking systems, payment, content sources).</li><li>Handle webhooks, rate limits, and platform-specific message formats (interactive messages, buttons, media, templates).</li><li>Review, debug, optimize, and refactor bot implementations to improve correctness, reliability, maintainability, and graceful error handling.</li><li>Implement logging, monitoring, and recovery so bots stay healthy in production.</li></ul><p><strong>Requirements and benefits</strong></p><p><strong>Educational qualifications</strong></p><ul><li>At least 3 years of relevant experience backend, integration, automation, or bot development experience (required).</li><li>Bachelor's or Master's Degree in Computer Science, Engineering, Information Technology, or related technical fields is a plus.</li></ul><p><strong>Academic and/or Professional Experience</strong> Candidates should have a strong foundation in bot development, messaging platform integrations, and building reliable conversational workflows. We are looking for specialists who can design and maintain production-ready bots, work confidently with APIs, webhooks, and backend services, and build stable, user-friendly bot experiences. Strong problem-solving skills, attention to detail, and the ability to work independently are essential.</p><p><strong>Technical Skills (Essential)</strong></p><ul><li>At least 1 year of hands-on experience building bots for at least one major messaging platforms (WhatsApp, Telegram, Discord, Slack, or similar) is required</li><li>Strong command of Python or Node.js for backend bot logic.</li><li>Solid experience with REST APIs, webhooks, OAuth, and async request handling.</li><li>Experience with relational or NoSQL databases for storing conversation state and user data.</li><li>Familiarity with LLM APIs (OpenAI, Anthropic) and prompt design for conversational use is a strong plus.</li><li>Understanding of platform-specific limits, message templates, and approval flows (e.g., WhatsApp template messages).</li><li>Experience with hosting and deployment (Docker, serverless, VPS, or PaaS)</li></ul><p><strong>Additional requirements</strong></p><ul><li>Strong attention to detail and commitment to bot reliability no silent failures, no broken flows.</li><li>Self-directed work ethic with the ability to design and ship complete bots independently.</li><li>Portfolio or examples of bots you've built (required).</li><li>English proficiency: Upper-intermediate (B2) or above (required)</li></ul><p><strong>Project time expectations</strong> For this project, tasks are estimated to require around 10 20 hours per week during active phases, based on project requirements. This is an estimate, not a guaranteed workload, and applies only while the project is active.</p><p><strong>Compensation</strong> On this project, contributors can earn up to $60 per hour equivalent , depending on their level and pace of contribution. Compensation varies across projects depending on scope, complexity, and required expertise. Please note that other projects on the platform may offer different earning levels based on their requirements.</p><p><strong>Why this freelance opportunity might be a great fit for you?</strong> Work fully remote on your own schedule with just a laptop and stable internet connection. Apply your expertise to real-world technology projects while gaining experience building high-quality solutions for a global platform. Participate in performance-based bonus programs that reward high-quality work and consistent delivery.</p><p><strong>Desired Candidate Profile</strong></p><p>At least 3 years of relevant experience backend, integration, automation, or bot development experience (required).</p><p>Bachelor's or Master's Degree in Computer Science, Engineering, Information Technology, or related technical fields is a plus.</p><p>Candidates should have a strong foundation in bot development, messaging platform integrations, and building reliable conversational workflows. We are looking for specialists who can design and maintain production-ready bots, work confidently with APIs, webhooks, and backend services, and build stable, user-friendly bot experiences. Strong problem-solving skills, attention to detail, and the ability to work independently are essential.</p><p><strong>Technical Skills (Essential)</strong></p><ul><li>At least 1 year of hands-on experience building bots for at least one major messaging platforms (WhatsApp, Telegram, Discord, Slack, or similar) is required</li><li>Strong command of Python or Node.js for backend bot logic.</li><li>Solid experience with REST APIs, webhooks, OAuth, and async request handling.</li><li>Experience with relational or NoSQL databases for storing conversation state and user data.</li><li>Familiarity with LLM APIs (OpenAI, Anthropic) and prompt design for conversational use is a strong plus.</li><li>Understanding of platform-specific limits, message templates, and approval flows (e.g., WhatsApp template messages).</li><li>Experience with hosting and deployment (Docker, serverless, VPS, or PaaS)</li></ul><p><strong>Additional requirements</strong></p><ul><li>Strong attention to detail and commitment to bot reliability no silent failures, no broken flows.</li><li>Self-directed work ethic with the ability to design and ship complete bots independently.</li><li>Portfolio or examples of bots you've built (required).</li><li>English proficiency: Upper-intermediate (B2) or above (required)</li></ul>
Company Description Rasēd is a cutting-edge fraud detection and prevention solution designed for financial institutions, fintechs, and payment providers. It combines AI, device intelligence, and behavioral biometrics to detect and prevent fraud in real time while ensuring a seamless user experience. The platform also includes advanced analytics for post-incident investigation, compliance, and automated case management, enabling faster, smarter, and more secure fraud management.<br>Location: Riyadh, Saudi Arabia (Onsite) Employment Type: Full-time<br>Role Purpose We're looking for a Data Scientist to build and improve the models and rules that detect fraud, AML risk, and financial crime — from transaction monitoring to mule activity and account takeover. You'll own fraud analytics end to end, from data exploration to deployment and monitoring, working closely with fraud, compliance, and engineering teams.<br>Responsibilities● Contribute to the development and deployment of fraud detection, AML, and financial crime prevention solutions.● Build and improve models and rules that detect suspicious behavior, transaction fraud, mule activity, account takeover, sanctions risk, and abnormal customer patterns.● Translate fraud, compliance, and business requirements into practical analytical solutions, detection scenarios, dashboards, and workflows.● Own defined fraud analytics components end to end, from data exploration and feature engineering to testing, deployment, and monitoring.● Work with structured financial, customer, device, transaction, and case-management data to identify fraud patterns and risk indicators.● Conduct experimentation and optimization of fraud detection models, risk scoring logic, and scenario thresholds.● Support model deployment and monitoring in collaboration with engineering teams, ensuring fraud models remain accurate, explainable, and operationally useful.● Assist in tuning fraud scenarios, reducing false positives, improving detection rates, and measuring model effectiveness.● Interact with SME clients under guidance to understand fraud use cases, operational pain points, and regulatory expectations.● Stay updated with fraud trends, AML typologies, regulatory requirements, and industry best practices.<br>Qualifications● 1–4 years of experience delivering data science, analytics, fraud detection, AML, or financial crime solutions.● Must have hands-on Python experience.● Must have experience or strong exposure to fraud detection, AML, risk analytics, transaction monitoring, or financial crime.● Strong proficiency in SQL and experience working with structured data.● Experience working with data such as transactions, customer profiles, device data, alerts, cases, or financial records.● Familiarity with feature engineering, data pipelines, model training, model evaluation, and deployment workflows.● Understanding of fraud detection concepts such as anomaly detection, risk scoring, false positives, behavioral patterns, mule accounts, and suspicious activity monitoring.● Strong analytical thinking and ability to connect data patterns to real-world fraud behavior.● Strong communication skills and ability to explain technical findings to business, fraud, and compliance teams.● Proficiency in English; Arabic is a plus.<br>Nice to have● Exposure to Generative AI, LLMs, prompt engineering, RAG, or AI-agent workflows.● Experience applying Gen AI to fraud investigation, alert triage, sanctions screening, workflow automation, or case management.● Experience with model monitoring, MLOps, or production fraud systems.
Company Description Rasēd is a cutting-edge fraud detection and prevention solution designed for financial institutions, fintechs, and payment providers. It combines AI, device intelligence, and behavioral biometrics to detect and prevent fraud in real time while ensuring a seamless user experience. The platform also includes advanced analytics for post-incident investigation, compliance, and automated case management, enabling faster, smarter, and more secure fraud management.<br>Location: Riyadh, Saudi Arabia (Onsite) Employment Type: Full-time<br>Role Purpose We're looking for a Data Scientist to build and improve the models and rules that detect fraud, AML risk, and financial crime — from transaction monitoring to mule activity and account takeover. You'll own fraud analytics end to end, from data exploration to deployment and monitoring, working closely with fraud, compliance, and engineering teams.<br>Responsibilities● Contribute to the development and deployment of fraud detection, AML, and financial crime prevention solutions.● Build and improve models and rules that detect suspicious behavior, transaction fraud, mule activity, account takeover, sanctions risk, and abnormal customer patterns.● Translate fraud, compliance, and business requirements into practical analytical solutions, detection scenarios, dashboards, and workflows.● Own defined fraud analytics components end to end, from data exploration and feature engineering to testing, deployment, and monitoring.● Work with structured financial, customer, device, transaction, and case-management data to identify fraud patterns and risk indicators.● Conduct experimentation and optimization of fraud detection models, risk scoring logic, and scenario thresholds.● Support model deployment and monitoring in collaboration with engineering teams, ensuring fraud models remain accurate, explainable, and operationally useful.● Assist in tuning fraud scenarios, reducing false positives, improving detection rates, and measuring model effectiveness.● Interact with SME clients under guidance to understand fraud use cases, operational pain points, and regulatory expectations.● Stay updated with fraud trends, AML typologies, regulatory requirements, and industry best practices.<br>Qualifications● 1–4 years of experience delivering data science, analytics, fraud detection, AML, or financial crime solutions.● Must have hands-on Python experience.● Must have experience or strong exposure to fraud detection, AML, risk analytics, transaction monitoring, or financial crime.● Strong proficiency in SQL and experience working with structured data.● Experience working with data such as transactions, customer profiles, device data, alerts, cases, or financial records.● Familiarity with feature engineering, data pipelines, model training, model evaluation, and deployment workflows.● Understanding of fraud detection concepts such as anomaly detection, risk scoring, false positives, behavioral patterns, mule accounts, and suspicious activity monitoring.● Strong analytical thinking and ability to connect data patterns to real-world fraud behavior.● Strong communication skills and ability to explain technical findings to business, fraud, and compliance teams.● Proficiency in English; Arabic is a plus.<br>Nice to have● Exposure to Generative AI, LLMs, prompt engineering, RAG, or AI-agent workflows.● Experience applying Gen AI to fraud investigation, alert triage, sanctions screening, workflow automation, or case management.● Experience with model monitoring, MLOps, or production fraud systems.
Senior Groundwater Modelling Specialist Location: Remote with occasional travel to Saudi Arabia Job Type: Contract<br>About the Role We are seeking an experienced Senior Groundwater Modelling Specialist to support a major groundwater and environmental programme in Saudi Arabia. This role is primarily remote, with occasional travel required for client meetings, workshops, site visits, and project activities.<br>The successful candidate will lead the development and application of advanced groundwater models to support sustainable groundwater management, environmental assessments, and urban infrastructure planning. Working within a multidisciplinary team, you will provide technical leadership throughout the modelling lifecycle, from conceptual model development through to predictive simulations and client training.<br>Key Responsibilities Collect, review, analyse, and interpret hydrological, hydrogeological, geological, and environmental datasets to support groundwater modelling studies. Develop conceptual hydrogeological models and build robust numerical groundwater models using industry-standard software such as MODFLOW, FEFLOW, or equivalent. Define model boundaries, hydrostratigraphy, hydraulic properties, boundary conditions, and initial conditions. Calibrate and validate groundwater models using observed field data and undertake sensitivity and uncertainty analyses. Perform predictive groundwater simulations to evaluate management strategies, environmental impacts, and future development scenarios. Develop interactive dashboards and visualisation tools to communicate modelling results and project performance. Prepare high-quality technical reports, modelling documentation, presentations, and project deliverables. Deliver technical training and knowledge transfer sessions to client personnel on groundwater modelling methodologies, software, and interpretation of results. Work collaboratively with multidisciplinary teams including hydrogeologists, hydrologists, environmental specialists, GIS professionals, and engineers. Ensure all work is completed in accordance with project quality standards, HSE requirements, and client expectations.<br>Required Qualifications MSc or PhD in Hydrogeology, Hydrology, Water Resources Engineering, or a related discipline. Minimum 15 years of experience in groundwater modelling and hydrogeological investigations. Demonstrated expertise in conceptual and numerical groundwater modelling. Advanced experience using MODFLOW, FEFLOW, or comparable groundwater modelling software. Strong understanding of groundwater flow processes, aquifer characterisation, hydraulic parameter estimation, model calibration, validation, and sensitivity analysis. Experience supporting urban groundwater, infrastructure, or environmental water resource projects. Experience developing dashboards and data visualisation tools (e.g. Power BI, Arc GIS Dashboards, Python, or similar). Strong technical report writing and presentation skills. Experience delivering client training and knowledge transfer programmes. Excellent communication skills in English.<br>Preferred Experience Previous experience supporting groundwater resource management projects in arid or semi-arid environments. Experience working with government agencies, utilities, or major infrastructure projects. Familiarity with GIS software and groundwater data management. Previous experience working on projects in the Middle East is advantageous.<br>What We Offer Remote working with occasional travel to Saudi Arabia. Opportunity to contribute to a high-profile groundwater management programme. Collaborative, multidisciplinary project environment. Long-term contract opportunity with exposure to technically challenging and innovative groundwater modelling projects.<br>If you are interested in finding out more, please apply or send your CV to lparkerhough@leap29.com
Job Title – Gen AI Engineer Company – TCS (MEA) Location – Dhahran, Saudi Arabia Job type – Full time<br>About Us:Tata Consultancy Services (TCS) is an IT services, consulting and business solutions organization that has been partnering with many of the world’s largest businesses in their transformation journeys for over 50 years. TCS offers a consulting-led, cognitive powered, integrated portfolio of business, technology and engineering services and solutions. This is delivered through its unique Location Independent Agile™ delivery model, recognized as a benchmark of excellence in software development. A part of the Tata group, India's largest multinational business group, TCS has over 616,171 of the world’s best-trained consultants with 157 nationalities in 53 countries. For more information, visit www.tcs.com and follow TCS news at @TCS_News.<br>Job Description:<br>Must Have Technical/Functional Skills;<br>Experience with video analytics, object detection, tracking, segmentation, and scene understanding. Exposure to edge computing, GPU optimization, and model quantization for real-time deployment. Familiarity with CI/CD pipelines and MLOps practices in vision systems. Experience with large-scale vision datasets and data curation tools. Proficiency in Python, with hands-on experience in PyTorch, Tensor Flow, or Paddle Paddle. Experience with YOLO models, including training, fine-tuning, and deployment. Working knowledge of CNNs, Auto-Encoders, and Vision-Language Models (VLMs) for both images and videos. Experience using Paddle OCR or similar OCR frameworks for text detection and recognition in images and video frames. Experience with NVIDIA Deep Stream SDK for multi-stream video processing and inference acceleration. Familiarity with annotation tools such as Label Studio or CVAT, including managing and cleaning annotated datasets. Experience building and deploying microservices with Fast API and Docker. Strong understanding of data preprocessing, augmentation, and pipeline design for vision tasks.<br>Roles & Responsibilities;<br>Design, develop, and deploy computer vision models for processing multiple real-time camera streams. Build and optimize deep learning pipelines using CNNs, YOLO, Auto-Encoders, Vision-Language Models (VLMs), and OCR models. Fine-tune and train YOLO, VLM, and OCR models (such as Paddle OCR) for both image and video understanding, including text detection and recognition. Collaborate with data engineering teams to develop data annotation pipelines and clean large-scale datasets. Utilize tools such as Label Studio or CVAT for annotation tasks and ensure high-quality labeled data. Deploy models using NVIDIA Deep Stream, Docker, and microservices architecture for scalable production environments. Develop APIs and backend services using Fast API for model inference and integration. Continuously improve model performance through experimentation, evaluation, and feedback loops. Contribute to the documentation, scaling, and maintenance of vision systems in production.<br>Generic Managerial Skills, If any<br>Excellent problem-solving skills and the ability to work in a fast-paced, dynamic environment. Strong communication skills and the ability to collaborate effectively with cross-functional teams.<br>Application Deadline: 30-June-2026<br>Privacy Note:https://www.tcs.com/connect-with-tcs/privacy-policy
Cyber Simulation Exercises Scenario Developer<br>Summary The Cyber Simulation Exercises Scenario Developer designs, builds, and delivers largescale cybersecurity simulation exercises (Threat Hunting Event, Live Fire Exercises,Capture the Flag) to uplift workforce cyber capability. This role develops realistic scenarioson a cyber range platform, creates exercise “injects” and artifacts, and builds/maintainsthe supporting lab infrastructure to enable repeatable, measurable training at scale.<br>Key Responsibilities1) Cyber Range Exercise & Scenario Development- Design end-to-end cyber simulation exercises aligned to organizationalcapability uplift goals (e.g., phishing response, ransomware, cloudmisconfigurations, insider threat, incident response coordination).- Translate learning objectives into engaging storylines, technical objectives, andmeasurable outcomes.- Develop multi-track scenarios for different audiences (IT, SOC, incidentcommanders, and executives) with appropriate complexity and realism.- Ensure scenarios reflect current threat landscape and common enterpriseenvironments (Windows/Linux, AD, email, web applications, cloud, endpoints).2) Content Creation (Exercise Materials & Artifacts)- Produce complete exercise packages including: facilitator guides, participantinstructions, runbooks, timelines, scoring rubrics, and debrief materials.- Create realistic artifacts: emails, chat transcripts, tickets, logs, alerts, threatintel snippets, media statements, executive briefings, and policy references.- Build assessment content (pre/post checks, knowledge validations,performance-based evaluation criteria).3) Inject Design & Orchestration- Create and manage exercise injects (technical and non-technical) to drivedecision-making and actions during the simulation.- Implement inject delivery mechanisms within the cyber range (automatedtriggers, timed releases, event-driven injects).- Coordinate inject timing, escalation paths, and branching logic based onparticipant actions.4) Cyber Range Infrastructure Build & Maintenance- Build and configure lab environments required for scenarios (networks,endpoints, servers, identity services, security tooling).- Integrate common security tools and telemetry sources (SIEM, EDR, IDS, emailsecurity, vulnerability scanners) as required by the exercise.5) Exercise Delivery Support & Facilitation Enablement- Support dry runs, pilot sessions, and production execution; troubleshoottechnical issues during live exercises.- Provide facilitators with clear runbooks, decision points, and expectedparticipant actions.- Capture exercise telemetry and participant performance data for reporting andcontinuous improvement.6) Measurement, Reporting & Continuous Improvement- Define KPIs and scoring models (time-to-detect, time-to-contain, decisionquality, process adherence, communication effectiveness).- Produce post-exercise reports and lessons learned; recommend improvementsto content, controls, and processes. Required Qualifications- Bachelor’s degree in Cybersecurity, Computer Science, Information Systems, orequivalent practical experience.- Proven experience developing cybersecurity simulation exercises on a cyberrange platform (hands-on).- Demonstrated ability to create injects and exercise artifacts that drive realisticparticipant behavior.- Experience building and operating lab infrastructure (virtualized or cloud-based)for cyber scenarios.- Strong understanding of incident response lifecycle, common attacktechniques, and defensive controls. Required Technical Skills- Cyber range platforms: hands-on experience with at least one commercial oropen cyber range solution (platform-agnostic, but must have realimplementation experience).- Infrastructure: virtualization and networking fundamentals (segmentation,routing, DNS, AD basics).- OS & enterprise tech: Windows/Linux administration basics; Active Directoryconcepts.- Automation/scripting: Power Shell, Python, Bash (at least one strong).- Logging/monitoring concepts: SIEM/EDR telemetry, log sources, alerting logic.
Senior OT Cybersecurity Deployment Engineer Location: Dammam, Saudi Arabia (On-site) Join a Global Leader in Industrial Cybersecurity<br>An industry-leading cybersecurity vendor at the forefront of protecting critical infrastructure is looking for a Senior OT Cybersecurity Deployment Engineer to join its professional services team in Saudi Arabia.<br>This is an opportunity to work on some of the region's most critical environments, including power generation, utilities, oil & gas, manufacturing, and industrial facilities. You'll play a key role in deploying a market-leading OT cybersecurity platform, working directly with customers to strengthen the security and visibility of their operational technology environments.<br>If you enjoy being hands-on, solving complex technical challenges, and working alongside some of the best OT security specialists in the industry, this role offers exceptional exposure, long-term career growth, and the chance to make a genuine impact on critical national infrastructure.<br>What You'll Be Doing Lead the deployment and implementation of an enterprise OT cybersecurity platform within customer environments. Work directly with customer engineering and IT/OT teams to design deployment strategies, sensor placement, network visibility, and system integrations. Configure, optimise and fine-tune the platform to maximise operational visibility and security outcomes. Develop customer-specific use cases, detection content and operational workflows. Monitor platform health, performance and availability while continuously improving system effectiveness. Perform upgrades, maintenance, configuration changes and ongoing optimisation. Troubleshoot technical issues and provide advanced support during and after deployment. Deliver technical workshops, knowledge transfer sessions and administrator training to customer teams. Partner with internal technical specialists to deliver a seamless customer experience. Gather customer feedback and help shape future product improvements. Identify opportunities to expand customer adoption of additional cybersecurity solutions and services.<br>What We're Looking For3+ years of experience within Operational Technology (OT), Industrial Control Systems (ICS), Automation or Industrial Networking. Previous cybersecurity experience is highly desirable. Strong understanding of:Industrial networking TCP/IP and the OSI Model Purdue Enterprise Reference Architecture Industrial communication protocols Experience with Linux administration and command-line environments. Exposure to Docker, containerised applications or virtualised environments. Scripting experience using Python, Bash or similar languages. Experience working with SIEM or security monitoring platforms is advantageous. Knowledge of enterprise infrastructure, on-premise deployments and cloud technologies. Comfortable managing multiple customer projects and engaging with both technical and executive stakeholders. Excellent communication, consulting and customer-facing skills. Willingness to travel across the region when required.<br>Why Join? Work for one of the world's most respected industrial cybersecurity technology companies. Protect critical infrastructure that millions of people rely on every day. Be involved in high-profile projects across energy, utilities, manufacturing and other industrial sectors. Join a collaborative team of internationally recognised OT security experts. Access outstanding career progression, technical development and continuous learning opportunities. Competitive compensation package including equity participation and an excellent benefits programme.
Core Responsibilities:Design and build the central data infrastructure (Click House, data lake, or equivalent) that aggregates data from property management, leasing, finance, and operations systems. Integrate frontier LLMs (Claude, GPT-4, or equivalent) via API to serve as the reasoning and analysis layer on top of internal data. Build and maintain retrieval pipelines that intelligently select, filter, and deliver relevant data to the LLM within context window constraints. Develop internal tools, dashboards, or interfaces that allow non-technical staff to interact with AI-powered analysis. Implement proper data security, access controls, and compliance protocols — ensuring sensitive real estate and tenant data is handled appropriately. Architect systems with modularity in mind — LLM providers, data sources, and tools should be swappable as the landscape evolves. Monitor AI output quality and implement validation/feedback loops to catch hallucinations and errors. Stay current with AI developments and proactively recommend when new capabilities become relevant to Unified’s operations. Document all systems, architectures, and processes thoroughly. Bus-factor risk must be minimized. Required Qualifications3–5 years of software engineering experience, with strong proficiency in Python. Hands-on experience building applications that integrate with LLM APIs (Anthropic, Open AI, or similar). Practical knowledge of data engineering: ETL pipelines, SQL, working with structured and semi-structured data on scale. Experience with at least one of: Click House, Postgre SQL, Big Query, Snowflake, or comparable analytical databases. Understanding of retrieval-augmented generation (RAG) patterns, vector databases, and context management strategies. Familiarity with orchestration frameworks (Lang Chain, Llama Index, or custom equivalents). Ability to deploy and maintain production services (Docker, cloud infrastructure, CI/CD basics). Strong communication skills — you will need to explain technical constraints and trade-offs to non-technical stakeholders clearly. Preferred Qualifications Experience in real estate, property management, or construction technology is a strong plus but not required. Exposure to agent-based AI workflows and multi-step task orchestration. Experience with data visualization tools or building internal dashboards (Streamlit, Retool, or custom). Familiarity with Arabic language NLP or bilingual data environments. Previous experience working in small teams or startup-like environments where you owned projects end-to-end. What This Role Is Not This is not an ML research role. You will not be training or fine-tuning models. You will be implementing and integrating existing frontier models. This is not a pure data engineering role. You will build data infrastructure, but the goal is to power AI applications, not just maintain databases. This is not a management role. This is an individual contributor position with high autonomy and direct impact. Working Arrangement Based in Riyadh. You will participate in weekly rotating meetings with different departments (leasing, property management, finance, operations) alongside the AI Analyst to understand business needs and demonstrate progress. Expect a fast iteration cycle — the expectation is working prototypes, not lengthy planning phases.
Core Responsibilities:Design and build the central data infrastructure (Click House, data lake, or equivalent) that aggregates data from property management, leasing, finance, and operations systems. Integrate frontier LLMs (Claude, GPT-4, or equivalent) via API to serve as the reasoning and analysis layer on top of internal data. Build and maintain retrieval pipelines that intelligently select, filter, and deliver relevant data to the LLM within context window constraints. Develop internal tools, dashboards, or interfaces that allow non-technical staff to interact with AI-powered analysis. Implement proper data security, access controls, and compliance protocols — ensuring sensitive real estate and tenant data is handled appropriately. Architect systems with modularity in mind — LLM providers, data sources, and tools should be swappable as the landscape evolves. Monitor AI output quality and implement validation/feedback loops to catch hallucinations and errors. Stay current with AI developments and proactively recommend when new capabilities become relevant to Unified’s operations. Document all systems, architectures, and processes thoroughly. Bus-factor risk must be minimized. Required Qualifications3–5 years of software engineering experience, with strong proficiency in Python. Hands-on experience building applications that integrate with LLM APIs (Anthropic, Open AI, or similar). Practical knowledge of data engineering: ETL pipelines, SQL, working with structured and semi-structured data on scale. Experience with at least one of: Click House, Postgre SQL, Big Query, Snowflake, or comparable analytical databases. Understanding of retrieval-augmented generation (RAG) patterns, vector databases, and context management strategies. Familiarity with orchestration frameworks (Lang Chain, Llama Index, or custom equivalents). Ability to deploy and maintain production services (Docker, cloud infrastructure, CI/CD basics). Strong communication skills — you will need to explain technical constraints and trade-offs to non-technical stakeholders clearly. Preferred Qualifications Experience in real estate, property management, or construction technology is a strong plus but not required. Exposure to agent-based AI workflows and multi-step task orchestration. Experience with data visualization tools or building internal dashboards (Streamlit, Retool, or custom). Familiarity with Arabic language NLP or bilingual data environments. Previous experience working in small teams or startup-like environments where you owned projects end-to-end. What This Role Is Not This is not an ML research role. You will not be training or fine-tuning models. You will be implementing and integrating existing frontier models. This is not a pure data engineering role. You will build data infrastructure, but the goal is to power AI applications, not just maintain databases. This is not a management role. This is an individual contributor position with high autonomy and direct impact. Working Arrangement Based in Riyadh. You will participate in weekly rotating meetings with different departments (leasing, property management, finance, operations) alongside the AI Analyst to understand business needs and demonstrate progress. Expect a fast iteration cycle — the expectation is working prototypes, not lengthy planning phases.
<section><p class="heading jdMain">Job Description</p><p class="heading">Roles & Responsibilities</p><div class="paragraph"><p>What if you could do the kind of work the world needs? At WSP, you can access our global scale, contribute to landmark projects and connect with the brightest minds in your field to do the best work of your life. You can embrace your curiosity in a culture that celebrates new ideas and diverse perspectives. You can experience a world of opportunity and the chance to shape a career as unique as you. We are seeking an experienced Senior Hydrogeology Engineer (6 to 10+ years of experience) to lead groundwater projects, manage multidisciplinary teams, and deliver high-quality hydrogeological assessments and groundwater control solutions. Strong leadership, project management, and client-facing experience. Proven ability to manage teams and deliver complex groundwater projects successfully. 6 to 10 years of experience in hydrogeological engineering, groundwater modelling, and dewatering design. Bachelor s or Master s degree in Hydrogeology, Civil Engineering (Water Resources), or related field. Join our close-knit community of talented individuals who share your passion for making a positive impact. Our global team includes more than 69,000 employees, working together to make a difference in communities both close to home and around the world. With us, you can. Apply today.</p><p>Project & Team Management</p><ul><li>Manage project delivery, ensuring compliance with scope, schedule, budget, and quality standards.</li><li>Lead coordination meetings with clients, contractors, and stakeholders.</li><li>Mentor junior engineers and provide technical oversight and quality assurance.</li><li>Contribute to proposals and business development initiatives.</li></ul><p>Technical Leadership</p><ul><li>Lead hydrogeological groundwater assessments, including evaluation of groundwater rise and long-term impacts on infrastructure.</li><li>Interpret and review packer tests, falling/rising head tests, and pumping test data to assess aquifer parameters, safe yield, and well performance.</li><li>Develop, calibrate, and review 3D groundwater flow and solute transport models (MODFLOW, MT3DMS, GMS, FEFLOW, or equivalent).</li><li>Perform water balance and mass balance assessments to support sustainable groundwater management.</li><li>Apply GIS tools (ArcGIS, QGIS) and Python/FloPy to enhance data analysis, visualization, and modelling workflows.</li></ul><p>Dewatering & Groundwater Control</p><ul><li>Lead the design and review of construction dewatering systems and long-term groundwater control solutions.</li><li>Prepare and oversee design calculations, drawings, BOQs, specifications, and tender documentation.</li><li>Develop and review hydrogeological reports, dewatering plans, and groundwater impact assessments.</li></ul><p>Mining-Specific Expertise</p><ul><li>Experience in mining hydrogeology, including open-pit and underground operations, is highly desirable.</li><li>Conduct hydrogeological assessments for mineral extraction projects, including ore body dewatering, and groundwater flow modelling and feasibility studies, risk assessment studies, TSF subsurface water management design.</li><li>Advise on long-term mine water management, recharge and discharge strategies, and integration with local water resources.</li><li>Support closure and post-mining groundwater management planning.</li></ul></div></section><section><p class="heading">Desired Candidate Profile</p><p class="paragraph"></p><ul><li>6 to 10+ years of experience in hydrogeological engineering, groundwater modelling, and dewatering design.</li><li>Bachelor s or Master s degree in Hydrogeology, Civil Engineering (Water Resources), or related field.</li><li>Strong leadership, project management, and client-facing experience.</li><li>Proven ability to manage teams and deliver complex groundwater projects successfully.</li><li>Experience in mining hydrogeology, including open-pit and underground operations, is highly desirable.</li></ul><p></p></section>
<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
<p>Alternant Intégration Systèmes Industriels 4.0 F/H</p><br><br><p>Alternance</p><br><br><p>2 ans</p><br><br><p>Etudiant</p><br><br><p>Temps partiel</p><br><br><p>La nouvelle entité Safran Additive Manufacturing Campus (SAMC), située au Haillan (33), est le centre d'expertise sur la Fabrication Additive pour le groupe SAFRAN. SAMC s'est engagé à renforcer ses socles sur la Data 4.0, considérée comme un verrou majeur à lever et sur lequel le centre est particulièrement attendu.<br>Dans le cadre de l'industrie 4.0, SAMC doit améliorer la capture des données riches générées par ses machines (IoT) et permettre leur exploitation en temps réel. <br>Cette approche vise à optimiser la collecte et l'analyse de données, aussi bien à chaud qu'à froid. Il est donc nécessaire d'établir une connectivité machine robuste et fiable (EDGE) tout en assurant une qualité de données optimale.<br>La maîtrise de notre fabrication est un élément essentiel pour assurer les exigences qualité demandées par nos clients, il est donc nécessaire d'effectuer en amont, des simulations spécifiques de fabrication additive pour être le plus représentatif de ce qui sera fabriqué. <br>A cet effet des algorithmes de machine Learning sont développés et intégrés dans notre chaîne numérique, il sera donc nécessaire de soutenir la maturation et le déploiement (continuer le développement) de ces algorithmes avec une mise en production plus optimisée.<br>Dans ce cadre nous recherchons un alternant préparant un diplôme d'ingénieur ou master sur 3 ans, orienté développement informatique et réseau industriel, ayant une forte appétence pour la programmation, la data et le monde industriel aéronautique.<br>Missions<br>- Contribuer à l'amélioration continue des solutions EDGE pour la capture de données riches générées par les machines.<br>- Assurer la qualité des données collectées pour permettre une analyse efficace à chaud et à froid.<br>- Participer à la conception et à la mise en place de simulations spécifiques de fabrication additive préalables à la production, pour garantir la conformité aux exigences de qualité des clients.<br>- Contribuer à l'établissement d'une connectivité machine robuste et fiable, en collaborant à la mise en œuvre des réseaux industriels nécessaires.<br>- Fournir un support aux équipes de production pour résoudre les problèmes techniques liés à l'exploitation des données et à la connectivité machine.<br>- Participer à la maintenance et à l'évolution des outils et systèmes en place pour garantir leur performance optimale.<br>- Participer à la maturation et au déploiement des algorithmes de machine learning.<br>- Effectuer une veille technologique sur les avancées en informatique industrielle, IoT et machine learning, pour intégrer les meilleures pratiques et technologies émergentes.</p><br><br><p> - port d'EPI pour salle FA</p><br><br><p>- Savoir -être<br> . Esprit d'équipe<br> . Esprit critique<br> . Pragmatique orienté recherche de solutions<br> . Proactif<br>Savoir faire<br>. Connaissance réseaux industriels (Webservices, OPCUA, Network, ...)<br>. Maîtrise de la programmation Python<br>. Maîtrise de la programmation JAVA C++<br>. Connaissance Low-code (Node-Red, ...)<br>. Connaissances IA / ML<br>. Connaissance des logiciels socles de l'entreprise serait un plus (ERP, MCS, MES, PLM, …)<br>Diplôme visé<br>- Master / Ingénieur en informatique et data</p><br><br><br> </div><h2 data-automation-id="subHeaderPreferredCandidate" class="h5">
Preferred candidate </h2>
<div class="row is-m v-align-top t-small bg-mute">
<div class="col is-3 p5" data-automation-id="label_Years_of_experience">
<b>Years of experience</b>
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<div class="col is-9 p5" data-automation-id="data_Years_of_experience">
No experience required </div>
</div>
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<div class="col is-3 p5" data-automation-id="label_Degree">
<b>Degree</b>
</div>
<div class="col is-9 p5" data-automation-id="data_Degree">
Bachelor's degree / higher diploma </div>
</div>
<section><p class="heading jdMain">Job Description</p><p class="heading">Roles & Responsibilities</p><div class="paragraph"><p>We are looking for an experienced <strong>Ansible L2</strong> <strong>Automation Engineer</strong> to design, develop, integrate, and support enterprise automation use cases across a <strong>large banking IT environment</strong>. The resource will automate day-to-day operations, provisioning, patching, health checks, compliance checks, and remediation workflows across infrastructure, cloud, network, security, database, middleware, AIX, VMware, Nutanix, OCI, and mainframe-related environments. </p> <br> <p> <strong>Key Responsibilities</strong> </p> <ul> <li>Design and maintain a modular, role-based Ansible project structure (collections, roles, playbooks) aligned to banking ITSM standards (ITIL v4). </li> <li>Build and enforce Ansible best practices: idempotency, error handling, vault secrets management, and tag-based execution strategies. </li> <li>Develop reusable Ansible Collections for internal consumption and publish to a private Automation Hub / Galaxy. </li> <li>Integrate Ansible with AWX / Ansible Automation Platform (AAP) 2.x for workflow orchestration, RBAC, and audit trail. </li> <li>Architect end-to-end CI/CD pipelines for playbook testing (Molecule, ansible-lint, YAML lint) via GitLab CI / Jenkins. </li> <li>Automate VM lifecycle: provisioning, cloning, snapshot management, decommissioning via community. VMware collection. </li> <li>Integrate with vRealize Orchestrator and NSX-T for network-aware VM provisioning. </li> <li>Health checks: datastore capacity, VM sprawl detection, HA/DRS cluster status, vCenter certificate expiry. </li> <li>Automate cluster provisioning, VM creation, disk/network attachment via nutanix. ncp collection </li> <li>Automate OCI resource provisioning: Compute instances, VCNs, subnets, Block Volumes, OCI Vault secrets via oracle. oci collection. </li> <li>Implement cost governance: tag enforcement playbooks, idle resource detection, and scheduled shutdown/startup. </li> <li>Automate AIX system provisioning via NIM (Network Installation Manager) integrated with Ansible. </li> <li>Manage LPAR lifecycle, VIOS virtual adapter configuration, and WPARs using ibm. power aix collection. </li> <li>Automate configuration management for multi-vendor network devices (Cisco IOS/NX-OS, Juniper JunOS, Arista EOS, F5 BIG-IP) using platform-specific Ansible collections. </li> <li>Implement network compliance playbooks: enforce baseline configs, detect drift, and remediate via NAPALM / netconf / RESTCONF. </li> <li>Design and operate bank-wide OS patching automation for Linux (RHEL, SLES, Ubuntu), Windows Server, AIX, and OCI instances. </li> <li>Integrate patching workflows with ServiceNow: auto-open CRQs, update CMDB, close with compliance evidence. </li> <li>Develop and schedule comprehensive health-check playbooks for all platforms (daily/weekly/on-demand). </li> <li>Build capacity reporting automation: CPU/memory/storage trending, forecast alerts. </li> </ul> <p> </p> <p> <strong>TECHNICAL SKILLS & PLATFORM</strong> </p> <p> <strong>Ansible Core</strong> </p> <p>AAP 2.x / AWX, Ansible Navigator, Ansible Lint, Molecule, RBAC, Execution Environments, Collections, Vault </p> <p> <strong>VMware</strong> </p> <p>vSphere 7/8, vCenter, ESXi, NSX-T, vSAN, vROps, SDDC Manager, community. VMware </p> <p> <strong>CI/CD & DevOps</strong> </p> <p>GitLab CI, Jenkins, Git, Jinja2, YAML, Python 3.x, Bash, REST API, JSON/YAML parsing </p> <p> <strong>ITSM & Monitoring</strong> </p> <p>ServiceNow (CMDB, CRQ, Incident), Splunk, ELK Stack, Grafana, Prometheus, Dynatrace </p> <p> <strong>Security & Compliance</strong> </p> <p>CIS Benchmarks, STIG, PCI-DSS, SWIFT CSP, HashiCorp Vault, CyberArk AAM, Qualys/Tenable API </p> <br> <p> <strong>CERTIFICATIONS REQUIRED & RECOMMENDED</strong> </p> <ul> <li>Red Hat Certified Specialist in Advanced Automation (EX374) </li> <li>Red Hat Certified Engineer (RHCE EX294 Ansible) </li> <li>Ansible Automation Platform (AAP) Implementation </li> <li>Red Hat Certified Architect (RHCA) </li> </ul></div></section>
<h3 >About Almosafer</h3>
<p >Almosafer is Saudi Arabia’s leading travel company, actively shaping the future of the travel industry. Serving millions across every segment of the travel and tourism ecosystem, Almosafer aims to make every journey seamless, personal, and purposeful, reflecting its name, which means "the traveler." The company’s diverse platforms and services are designed to deliver enriching experiences that resonate with the spirit of Saudi Arabia and the wider region. Almosafer’s vision is to be the undisputed leader in travel services, fostering lasting connections and setting new benchmarks for excellence in the Kingdom and beyond.</p> <h3 >About the Role</h3>
<p >Almosafer is seeking a <strong >Specialist Data Intelligence</strong> to join its Data Intelligence team. In this full-time role, based in <strong >Riyadh, Saudi Arabia</strong>, you will function as a Commercial Data Analyst. The primary responsibility involves leveraging Almosafer's comprehensive travel commerce data, including bookings, customer, pricing, supplier, and revenue information, to generate actionable insights. These insights will inform business strategy, optimize commercial performance, and enable data-driven decision-making across key departments such as Sourcing, Revenue Management, Product, Sales, and Marketing. This position requires 2-5 years of relevant experience.</p> <h3 >Key Responsibilities</h3>
<ul >
<li >Explore and analyze in-house datasets, including transactional, sourcing, connectivity, and competitive intelligence, to generate meaningful insights.</li>
<li >Conduct deep-dive and ad-hoc analyses to identify trends, patterns, and opportunities that drive revenue and margin improvement.</li>
<li >Design and evaluate test scenarios to validate hypotheses and maximize the value of internal systems.</li>
<li >Translate data findings into clear, concise, and actionable insights and business recommendations.</li>
<li >Present analysis to stakeholders using visualizations and storytelling to support strategic decisions and achieve impactful results.</li>
<li >Contribute to the development and evolution of Commercial Data Products by providing insights, testing hypotheses, and validating assumptions.</li>
<li >Help shape KPIs, reporting metrics, and dashboards aligned with business goals.</li>
<li >Proactively suggest opportunities for optimization and process improvement using data insights, and stay updated with industry trends and analytics tools.</li>
<li >Collaborate closely with cross-functional teams (Sourcing, Revenue Management, Product, Sales & Marketing) to understand their data needs and deliver impactful analytical solutions.</li>
<li >Design scalable, automated analytics solutions using tools such as SQL, Python, and cloud-based data platforms to support operational analytics.</li>
<li >Ensure adherence to enterprise data governance and quality standards, working closely with Data Engineering and Governance teams.</li>
<li >Bridge Operations and Data Intelligence to ensure aligned data standards and methodologies, and drive data literacy and analytical best practices across teams.</li>
</ul> <h3 >Qualifications and Experience</h3>
<ul >
<li >2-5 years of experience in a data analysis or business intelligence role, preferably within a commercial or travel industry context.</li>
<li >Demonstrated ability to explore and analyze complex datasets to generate actionable insights and identify business opportunities.</li>
<li >Proficiency in designing and implementing automated analytics solutions using tools such as SQL, Python, and cloud-based data platforms.</li>
<li >Strong communication skills to translate data findings into clear recommendations and present them effectively to diverse stakeholders.</li>
<li >Experience collaborating with cross-functional teams and acting as a mutual data partner and advisor.</li>
<li >Understanding of enterprise data governance and quality standards.</li>
</ul> <h3 >Working at Almosafer</h3>
<p >At Almosafer, teams operate with purpose, clarity, and a shared commitment to accountability, trust, and collaboration. The company fosters a purpose-led workplace where individual ideas can create real impact. Almosafer supports ongoing learning and development to facilitate professional growth and provides recognition for achievements. The work environment is built on a community of trust, curiosity, and shared momentum, offering space for individuals to connect and contribute meaningfully.</p> <h3 >Location and Work Type</h3>
<p >This is a full-time position located in Riyadh, Riyadh, Saudi Arabia.</p>
<p><strong>Be the change. Join the world’s most visionary developer.</strong></p>
<p> </p>
<p>Red Sea Global (RSG) is showing that there is a better way to positively shape the places we live, work and travel.</p>
<p> </p>
<p>We are purpose-driven and committed to people and planet. Our transformative programs are a driving force to achieving Vision 2030, as well as leading the world towards regenerative tourism.</p>
<p> </p>
<p><strong>Join RSG and be part of the positive change for Saudi Arabia and the world.</strong></p>
<p> </p>
<p> </p>
<p><strong>Job Purpose:</strong></p>
<p> </p>
<p>Red Sea Global is seeking an experienced Simulation Technical Artist Assistant Manager, specializing in Unreal Engine, Real-time environments, Digital Twins, and Interactive Simulations to work in Red Sea Studios. This role focuses on the development and optimization of immersive, interactive content that visualizes major architectural and environmental developments. The ideal candidate brings technical artistry and game engine expertise to support both production execution and team operations—bridging visuals with interactivity.</p>
<p> </p>
<p> </p>
<p><strong>Job Responsibilities:</strong></p>
<p> </p>
<ul >
<li>Proficiency in Unreal Engine, with experience using Blueprints for the development of interactive simulations and real-time systems.</li>
<li>Strong technical skills in shader development, lighting design, and post-processing to achieve high-fidelity, optimized visual results.</li>
<li>Skilled in creating modular assets, managing environment streaming, and developing scalable worldbuilding systems.</li>
<li>Experience designing and delivering content for VR/AR platforms and immersive walkthroughs.</li>
<li>Expertise in performance profiling and optimization to ensure smooth operation across PCs, VR devices, and interactive displays.</li>
<li>Knowledge of real-time UI/UX development, interactive input systems, and user experience design.</li>
<li>Proven track record of collaboration within multidisciplinary teams and providing technical mentorship to peers.</li>
<li>Familiarity with version control systems and efficient project management practices within production pipelines.</li>
<li>Passion for innovation and research in applying Unreal Engine to Digital Twin solutions, simulations, and immersive experiences.</li>
</ul>
<p> </p>
<p><strong>Policies, Systems, Processes, Procedures, Standards and Reports</strong></p>
<ul >
<li>Follow all relevant functional policies, processes, standard operating procedures, and instructions to ensure that work is carried out in a controlled and consistent manner.</li>
<li>Assist in the preparation of accurate and timely functional MIS statements and reports to meet corporate and functional requirements, policies, and standards.</li>
</ul>
<p> </p>
<p><strong>Safety, Quality & Environment</strong></p>
<ul >
<li>Apply safety, quality and environmental management policies, procedures, and controls to ensure employee safety, legislative compliance, delivery of high-quality products/service and a responsible environmental attitude.</li>
</ul>
<p> </p>
<p><strong>Continuous Improvement</strong></p>
<ul >
<li>Contribute to the identification of opportunities for continuous improvement of department’s systems, processes and practices considering ‘international best practice’, improvement of business processes, cost reduction and productivity improvement.</li>
</ul>
<p> </p>
<p><strong>Job Requirements:</strong></p>
<p> </p>
<p><strong>Qualification and Experience</strong></p>
<p> </p>
<ul >
<li>Bachelor’s degree in Game Development, Interactive Media, Computer Graphics, or a related technical field.</li>
<li>Minimum 5 years of professional experience in real-time visualization, game development, or simulation.</li>
</ul>
<p> </p>
<p><strong>Skills</strong></p>
<p> </p>
<ul >
<li>Advanced expertise in Unreal Engine, including environment creation, Blueprint scripting, shader/material development, and performance optimization.</li>
<li>Proven ability to deliver realistic large-scale interactive simulations projects within AAA games standards, and virtual environments across multiple platforms.</li>
<li>Experience with Niagara, lighting workflows, level streaming, and LOD systems to ensure high-quality visual performance.</li>
<li>Strong understanding of performance profiling, memory management, and optimization for real-time rendering.</li>
<li>Proficiency with version control systems (e.g. Perforce, Git) and structured collaborative production pipelines.</li>
<li>Experience developing for VR, AR, or mixed reality applications.</li>
<li>Familiarity with Digital Twin frameworks, BIM integration, IoT visualization, and GIS/urban mapping workflows.</li>
<li>Exposure to scripting (C++, Python) and procedural world-building.</li>
<li>Excellent communication skills with the ability to collaborate effectively with multidisciplinary teams and stakeholders.</li>
</ul>
<p> </p>
<p> </p>
<p><strong>For more information about Red Sea Global, visit:</strong></p>
<p>???? <a href="https://www.redseaglobal.com/en" target="_blank" rel="noopener">Website</a>: <a href="https://www.redseaglobal.com/en" target="_blank" rel="noopener">https://www.redseaglobal.com/en</a></p>
<p>???? <a href="https://www.linkedin.com/company/red-sea-global/mycompany/" target="_blank" rel="noopener">LinkedIn</a>: <a href="https://www.linkedin.com/company/red-sea-global/" target="_blank" rel="noopener">https://www.linkedin.com/company/red-sea-global/</a></p>
<p>▶️<a href="https://www.youtube.com/watch?v=6ySGZwubomw" target="_blank" rel="noopener">YouTube</a>: <a href="https://www.youtube.com/channel/UCMo1fSbA3iOhvvC8OP0IYNA" target="_blank" rel="noopener">https://www.youtube.com/channel/UCMo1fSbA3iOhvvC8OP0IYNA</a></p>
<p>???? <a href="https://twitter.com/TheRedSeaGlobal" target="_blank" rel="noopener">Twitter: @TheRedSeaGlobal</a></p>
</span>
<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
<p><span>Join Fortinet, a cybersecurity pioneer with over two decades of excellence, as we continue to shape the future of cybersecurity and redefine the intersection of networking and security. At Fortinet, our mission is to safeguard people, devices, and data everywhere. We are currently seeking a dynamic</span><span> Technical Support engineer </span><span>to contribute to the success of our rapidly growing business.</span></p><br><p><span>You would act as the “Technical Support Engineer” role to join our Riyadh office to provide exceptional customer service for our loyal customers. The ideal candidate is energetic and passionate about working for Fortinet and supporting our customers while developing good and respected relationships with internal and external customers. This is a great opportunity to excel in an innovative, fast-paced environment while expanding your knowledge and developing your skills in network security.</span></p><br><p><span><strong>As a Technical Support Engineer, you will:</strong></span></p><br><p><span>• </span><span>Provide technical support via phone and web-based systems for customers based in SAARC, ME, and EMEA-based regions.</span></p><br><p><span>• </span><span>Thorough analysis and investigation of customers' reported problems and provide turnkey solutions through debugging, packet captures, and traffic flow analysis, which may also involve reproducing customers' sophisticated network setup in the lab environment.</span></p><br><p><span>• </span><span>Report and follow up with engineering and development to address and resolve product issues.</span></p><br><p><span>• </span><span>Own and manage technical cases and recommend corrective actions based on troubleshooting and analysis.</span></p><br><p><span>• </span><span>Running real-time phone or remote access sessions with customers.</span></p><br><p><span>• </span><span>Develop core competency in Fortinet’s product line and technologies.</span></p><br><p><span><strong>We Are Looking For:</strong></span></p><br><p><span>• </span><span>Good knowledge on Firewall and network security</span></p><br><p><span>• </span><span>Good understanding of data networking protocols, specifically TCP/IP, routing, and switching fundamentals.</span></p><br><p><span>• </span><span>Strong troubleshooting and problem-solving skills in various OSI layer protocols.</span></p><br><p><span>• </span><span>Hands-on experience in IPsec, SSL, SD-WAN, authentication, WAF, VoIP, hardware redundancy, and dynamic routing protocols.</span></p><br><p><span>• </span><span>Working knowledge of Linux OS, virtualization technologies, and cloud computing.</span></p><br><p><span>• </span><span>Experience in Python or any similar language will be an added advantage.</span></p><br><p><span>• </span><span>Exemplary skills in oral and written communication include the ability to speak clearly and persuasively, listen carefully to ensure a full understanding of the situation, and respond well to questions when dealing with both positive and negative situations.</span></p><br><p><span><strong>Educational and Experience Requirements:</strong></span></p><br><p><span>• </span><span>6 or more years of experience in the computer networking or security industry.</span></p><br><p><span>• </span><span>Bachelor/Master's degree in Electronics/Computer Science/Software Engineering or an equivalent combination of training and experience.</span></p><br><p><span>• </span><span>NSE 4 or equivalent certification – nice to have</span></p><br><p><span>We encourage candidates from all backgrounds and identities to apply. We offer a competitive Total Rewards package to support you in managing your overall health and financial well-being, flexible work arrangements, and a supportive work environment. If you aspire to experience a challenging, enjoyable, and rewarding career journey, we invite you to consider joining us and bringing solutions that make meaningful and lasting impact to our 660,000+ customers around the globe.</span> <br> </p><br><p>#LI-BG1 #LI-Hybrid</p><br><br><b>Fortinet makes possible a digital world that we can always trust through its mission to protect people, devices, and data everywhere. This is why the world’s largest enterprises, service providers, and government organizations choose Fortinet to securely accelerate their digital journey. The Fortinet Security Fabric platform delivers broad, integrated, and automated protections across the entire digital attack surface, securing critical devices, data, applications, and connections from the data center to the cloud to the home office. Ranking #1 in the most security appliances shipped worldwide, more than 615,000 customers trust Fortinet to protect their businesses. And the Fortinet NSE Training Institute, an initiative of Fortinet’s Training Advancement Agenda (TAA), provides one of the largest and broadest training programs in the industry to make cyber training and new career opportunities available to everyone.</b> </div><h2 data-automation-id="subHeaderPreferredCandidate" class="h5">
Preferred candidate </h2>
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<div class="col is-3 p5" data-automation-id="label_Years_of_experience">
<b>Years of experience</b>
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No experience required </div>
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<div class="col is-3 p5" data-automation-id="label_Degree">
<b>Degree</b>
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<div class="col is-9 p5" data-automation-id="data_Degree">
Bachelor's degree / higher diploma </div>
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<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
<p><span>The Technical Project Manager is responsible for leading and overseeing all technical project management activities defined within the customer contract, ensuring successful delivery in terms of quality, schedule, scope, and risk management. </span></p><br><p><span>Acting as the primary technical interface between the customer and the project organization and serves as the first point of technical escalation for customer-related issues. The role ensures that technical deliverables meet contractual obligations, customer expectations, and business objectives while maintaining project governance and operational excellence.</span><br> </p><br><br> <b>Advancing connectivity to secure a brighter world.</b><br> <p><span>Nokia is a global leader in connectivity for the AI era. With expertise across fixed, mobile and transport networks, powered by the innovation of Nokia Bell Labs, we’re advancing connectivity to secure a brighter world. </span></p><br><br> Learn more about life at Nokia.<br> <p><b>Our recruitment process</b></p><br> <p>We act inclusively and respect the uniqueness of people. Our employment decisions are made regardless of race, color, national or ethnic origin, religion, gender, sexual orientation, gender identity or expression, age, marital status, disability, protected veteran status or other characteristics protected by law. We are committed to a culture of inclusion built upon our core value of respect.</p><br> <p>If you’re interested in this role but don’t meet every listed requirement, we still encourage you to apply. Unique backgrounds, perspectives, and experiences enrich our teams, and you may be just the right candidate for this or another opportunity.</p><br> <p>The length of the recruitment process may vary depending on the specific role's requirements. We strive to ensure a smooth and inclusive experience for all candidates. Discover more about the recruitment process at Nokia. </p><br><br><br>Responsibilities:<br><ul><li><span>Act as the main technical interface toward the customer and the first point of technical escalation, ensuring timely resolution of technical issues and risks.</span></li><li><span>Manage all technical aspects of customer projects, ensuring delivery of contractual commitments in terms of scope, quality, schedule, risk management, and customer satisfaction.</span></li><li><span>Lead the planning, organization, coordination, and governance of technical project activities from solution definition and delivery preparation through deployment, acceptance, and operational handover.</span></li><li><span>Support the Project Execution Owner (PEO) in project planning, execution governance, customer acceptance, and final delivery sign-off.</span></li><li><span>Assess technical workload, resource requirements, and competency needs; ensure appropriate allocation, onboarding, utilization, and release of technical resources.</span></li><li><span>Perform technical risk assessments, identify potential impacts, and drive effective mitigation and contingency plans throughout the project lifecycle.</span></li><li><span>Identify and promote opportunities for business growth and service expansion, including network evolution, feature enablement, capacity expansion, software enhancements, and modernization initiatives.</span></li><li><span>Provide technical leadership, mentoring, and decision-making support to project teams while fostering a culture of accountability, quality, and continuous improvement.</span><br> </li></ul><br>Qualifications:<br><p><span><b>Must-Have:</b></span></p><br><ul><li><span>Bachelor’s degree in Computer engineering, Telecommunications Engineering, Electronics Engineering, Information Technology, or a related technical discipline.</span></li><li><span>Minimum 8+ years of experience in the telecommunications industry, with proven experience working for a Communications Service Provider (CSP) or telecom equipment/vendor organization.</span></li><li><span>Strong technical background in IP networking technologies and extensive hands-on experience with Nokia IP product portfolio, network protocols, routing and switching technologies, and network management systems.</span></li><li><span>Proven track record of leading technical projects from initiation through execution, ensuring delivery within scope, timeline, quality, and budget targets.</span></li><li><span>Strong customer-facing experience, communication, presentation, negotiation, and reporting skills with fluency in spoken and written English.</span></li></ul><p><span><b>Nice to have:</b></span></p><br><ul><li><span>Good understanding of 3GPP mobile network technologies, including GSM, GPRS, UMTS, HSPA, LTE, and 5G architectures.</span></li><li><span>Familiarity with virtualization and cloud technologies such as OpenStack, VMware, NFV, and cloud-native environments.</span></li><li><span>Knowledge of scripting and automation tools (e.g., Python, Ansible, Shell scripting) to support network automation and operational efficiency.</span></li><li><span>Nokia Service Routing Architect (SRA) / Nokia NRS II certification.</span></li><li><span>PMP® certifications or equivalent are considered a strong advantage.</span><br><br> </li></ul> </div><h2 data-automation-id="subHeaderPreferredCandidate" class="h5">
Preferred candidate </h2>
<div class="row is-m v-align-top t-small bg-mute">
<div class="col is-3 p5" data-automation-id="label_Years_of_experience">
<b>Years of experience</b>
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No experience required </div>
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<div class="col is-3 p5" data-automation-id="label_Degree">
<b>Degree</b>
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<div class="col is-9 p5" data-automation-id="data_Degree">
Bachelor's degree / higher diploma </div>
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<h2 class="h5">Job description</h2>
<div class="t-break" data-jb-field="description">
About this opportunity:
<br><p>This Job Role is responsible for the coordination, management and execution of proactive and reactive maintenance activities that require a higher level of support and for implementations of the change request in a timely and correct manner, by focusing on the allocation, implementation, configuration, activation and testing of specific services or resources.</p><br><br><br><p><strong>What you will do:</strong></p><br><br><br><p>General Responsibilities</p><br><br><br><ul><li>Ensure that the services provided to customers are continuously available and performing to Service Level Agreement (SLA) performance levels.</li><li>Perform trend analysis to proactively detect possible failures. This shall ensure 2nd level restoration and repair as a result of its own analysis or when prompted by 1st Level Operations Service Function processes.</li><li>Guarantee that Ericsson delivers a technical solution in accordance with the agreed change request (specification), and in co-operation with the customer, assuring that changes are correctly implemented without causing any negative impact on the availability of the services.</li><li>Act to meet the service or resource requirements, in the cases in which an overall and high level network knowledge is required, or when knowledge on specific products or services is required, from an end to end perspective.</li></ul><br><p>Assurance Support Activities</p><br><br><br><ul><li>Change Introduction impact analysis</li><li>1st Level Preventive Maintenance Definition and Coordination</li><li>Perform 2nd Level Routine Maintenance (Selected Systems)</li><li>Change Fall Back Decision Support</li><li>Security Preventive Maintenance Definition and Coordination</li><li>Perform access database audit</li><li>KPI reporting design and definition</li><li>Event correlation and filtering definition</li></ul><br><p>Incident Management Support</p><br><br><br><ul><li>2nd Level Incident Resolution</li><li>Problem Management Initiation</li><li>Initiate 3rd Level Functional Escalation</li><li>Incident Cause Identification and Report</li><li>Field Maintenance Corrective Maintenance Execution Support</li><li>Supplier/Partner Incident Interaction</li><li>Request Field Services</li></ul><br><p>Customer Experience Management</p><br><br><br><ul><li>Customer Experience Resolution</li><li>Customer Experience Analysis</li><li>Drive improvement initiatives and insights based on Report Analysis</li><li>S-KPI and R-KPI Translation, Design and Definition Support</li></ul><br><p>Problem Management of customer offerings</p><br><br><br><ul><li>Problem Recording</li><li>Problem Investigation and Diagnosis</li><li>Work-around proposals</li><li>Problem Solution proposal</li><li>Proactive Problem Identification</li><li>Supplier/Partner Problem Interaction</li><li>Full support through the Problem Management investigation</li><li>Support for Security Problems</li></ul><br><p>Service Resource Fulfilment activities</p><br><br><br><ul><li>Change Introduction impact analysis Support</li><li>New or Enhanced Service and Resource Acceptance</li><li>Fulfilment WO Post-implementation support</li><li>End to end Service Request; Planning, Execution, testing, status reporting and logging</li><li>Standard Change Handling, Feature Implementation</li><li>Engineering and IS/IT or Deployment WO completion, Resource update, Provisioning</li><li>Resource Update (WO Execution)</li><li>Customer Experience use case configuration and testing and Validation</li><li>SRF service KPI reporting, designing and implementation</li></ul><br>The skills you bring:
<br><p>• Education: Bachelor’s degree in Telecom, Electrical, or Computer Engineering<br>• Experience: 5+ years in RAN Operations<br>• Technology: Strong knowledge in LTE FDD/TDD, 5G NR NSA, VoLTE, NB-IoT, ENDC<br>• Tools: ENM, OSS, CEM, PM, AMOS<br>• Scripting Python for automation will be an added value</p><br><br><p><strong>Why join Ericsson?</strong>At Ericsson, you´ll have an outstanding opportunity. The chance to use your skills and imagination to push the boundaries of what´s possible. To build solutions never seen before to some of the world’s toughest problems. You´ll be challenged, but you won’t be alone. You´ll be joining a team of diverse innovators, all driven to go beyond the status quo to craft what comes next.<br> <br><strong>What happens once you apply?</strong>Click Here to find all you need to know about what our typical hiring process looks like.Encouraging a diverse and inclusive organization is core to our values at Ericsson, that's why we champion it in everything we do. We truly believe that by collaborating with people with different experiences we drive innovation, which is essential for our future growth. We encourage people from all backgrounds to apply and realize their full potential as part of our Ericsson team. Ericsson is proud to be an Equal Opportunity Employer. learn more.</p><br><br><br><p><strong>Primary country and city:</strong> Saudi Arabia (SA) || Riyadh</p><br><br><p><strong>Req ID:</strong> 786894 </p><br><br><br><br><br> </div><h2 data-automation-id="subHeaderPreferredCandidate" class="h5">
Preferred candidate </h2>
<div class="row is-m v-align-top t-small bg-mute">
<div class="col is-3 p5" data-automation-id="label_Years_of_experience">
<b>Years of experience</b>
</div>
<div class="col is-9 p5" data-automation-id="data_Years_of_experience">
No experience required </div>
</div>
<div class="row is-m v-align-top t-small ">
<div class="col is-3 p5" data-automation-id="label_Degree">
<b>Degree</b>
</div>
<div class="col is-9 p5" data-automation-id="data_Degree">
Bachelor's degree / higher diploma </div>
</div>
<section><p class="heading jdMain">Job Description</p><p class="heading">Roles & Responsibilities</p><div class="paragraph"><p><span >What you will do</span></p><p>This is not a helper or shadow-only role. Interns work on real production tasks under senior review.</p><ul><li>Investigate slow queries on PostgreSQL read execution plans, analyze query statistics, propose index changes or query rewrites, and validate impact on staging</li><li>Review DDL/DML change requests from product teams: lock implications, backfill safety, rollout strategy, rollback plan</li><li>Help maintain backup and point-in-time-recovery procedures; participate in restore drills</li><li>Contribute to replication operations streaming replicas, promotion runbooks, replica lag investigations, connection pool tuning</li><li>Support live database migrations and cross-cluster cutovers: pre-cutover validation, monitoring during cutover, post-cutover checks</li><li>Help operate data-migration tooling: review deployments, manage migration batches under senior approval, monitor migration metrics</li><li>Triage capacity and resource issues: bloat, autovacuum tuning, partition maintenance, IOPS planning</li><li>Build and refine observability dashboards, monitors, query stats, wait-event analysis, replication lag tracking</li><li>Maintain operational runbooks, SOPs, and post-incident write-ups</li><li>Support secure data handling reviews together with security and risk teams (PII fields, encryption at rest, role-based access)</li><li>Participate in on-call shadowing alongside senior engineers</li></ul></div></section><section><p class="heading">Desired Candidate Profile</p><p class="paragraph"></p><ul><li>Working knowledge of at least one programming or scripting language (Python, Go, or Bash)</li><li>Solid SQL skills: joins, aggregation, window functions, CTEs, subqueries</li><li>Understanding of relational database fundamentals: ACID, transaction isolation levels, indexes (B-tree, hash), normalization, primary and foreign keys</li><li>Conceptual understanding of how a query planner works and how to read an execution plan (EXPLAIN, EXPLAIN ANALYZE)</li><li>Familiarity with Linux command line and POSIX-like environments</li><li>Understanding of TCP/IP, DNS, and basic networking</li><li>Ability to read, understand, and modify existing codebases</li><li>Experience with Git and standard development workflows</li><li>Strong ethical mindset and discretion production data is sensitive by default, non-disclosure outside the team is non-negotiable</li><li>Open to constructive feedback</li><li>English sufficient for documentation and team communication</li><li><strong>Strong plus</strong></li><li>Hands-on experience with PostgreSQL even from personal projects, university coursework, or open-source contributions</li><li>Exposure to other data stores: ClickHouse, CockroachDB, Redis, MongoDB, Kafka</li><li>Understanding of replication concepts (logical vs physical, streaming, WAL, replication slots)</li><li>Familiarity with CDC patterns (Debezium, Flink, logical replication consumers)</li><li>Familiarity with connection poolers (PgBouncer or similar)</li><li>Familiarity with cloud-managed databases on GCP (CloudSQL, AlloyDB) or AWS (RDS, Aurora)</li><li>Awareness of Kubernetes-native database operators (CloudNativePG, Zalando Postgres Operator)</li><li>Exposure to Infrastructure-as-Code tooling (Terraform)</li><li>Familiarity with an observability stack (Datadog, Prometheus, Grafana, or similar)</li><li>Understanding of partitioning strategies and large-table maintenance</li><li>Awareness of regulatory frameworks relevant to fintech (PCI DSS, ISO 27001, SAMA)</li><li>Interest in database internals storage layout, MVCC, vacuum, autovacuum tuning CTFs, database challenges, or open-source contributions to database tooling</li><li><strong>What we do not expect</strong></li><li>Prior professional DBA experience</li><li>Mastery of all listed databases and tooling</li><li>Ability to run independent performance audits on production systems</li><li>Deep internals expertise (planner internals, custom extensions, replication protocol details)</li><li>Existing certifications (PostgreSQL Associate / Professional, GCP Database Engineer, AWS Database Specialty) welcome but not required</li><li><strong>Eligibility</strong></li><li>Saudi nationals only</li><li>Self-funded internship by Tabby</li><li>We welcome both current students and fresh grads</li><li>We expect a full-time level of engagement throughout the internship. The program is not part-time: interns should be ready to contribute at a full working-day pace. We understand that students may occasionally need flexibility for classes or exams, which can be aligned with the mentor in advance, but overall performance, ownership, and context involvement are expected at a full-time level.</li></ul><p></p></section>