Total 13,493 Others qa engineer job vacancies in The Philippines

This position will have responsibility for providing process support and installation of new plasma etch / clean / deposition systems at customer sites. This includes design, evaluation and documentation of process window for new installations or Lam recommended field hardware modifications / upgrades.

1. Work closely with Account team and customers to understand customer technology roadmaps, process flow, inflection points, requirements and business issues / challenges. Identify areas where Lam is able to value-add.
2. Work with Account team and customers to execute to penetration and defense strategy, including coordinating with Global Product Group on product demonstration
3. Perform startup of “capacity add” Lam systems i.e. match results to existing systems and applications
4. Design and complete simple DOE evaluations to characterize process window for new installations or Lam recommended field hardware modifications / upgrades
5. Conduct experiments and tests, collect and analyze data and generate reports for both internal and external distribution
6. Develop new processes to new and/or existing customer applications
7. Professionally represent the company to the customer. Utilize knowledge of company’s product lines and service to keep existing / potential customers informed when new/additional needs are identified
8. Develop good customer relations during start-up and trouble-shooting
9. Maintain company’s assigned equipment (computer, tool kit, diagnostic test equipment, spare parts etc) in good working condition, secure and accounted for
10. Ensure safe working condition at work site
11. Any other duties as assigned by the Immediate Supervisor

Job Requirements:

1. Engineering degree or Bachelor of Science (in Chemistry / Physics) or equivalent
2. Systematic and has an analytical mind
3. Good communication and interpersonal relations skill
4. Able to actively engage customers on technical solutions
5. Able to work in Fab environment and perform standby duties

Job Responsibilities:

• Plan, execute, monitor, and control all technical aspects of projects.
• Lead or contribute to new system/network infrastructure setups or upgrades.
• Support operational systems in line with contractual Service Level Agreements (SLAs).
• Conduct routine preventive maintenance and manage operational activities efficiently.
• Prepare comprehensive project documentation and reports.
• Troubleshoot and resolve technical issues promptly.

Requirements:

• Strong knowledge of Windows Server OS and Linux OS; experience in virtualized environments is a plus.
• Hands-on experience with virtualization, hypervisors, and the Nutanix platform is an advantage.
• Understanding of VPNs and firewall appliances is beneficial.
• Familiarity with network switches and routers is preferred.
• Excellent written and verbal communication skills to articulate technical concepts to both technical and non-technical stakeholders.
• Proactive, dynamic, and analytical with strong conceptual thinking abilities.
• Able to work independently and collaboratively, with strong interpersonal skills.

Work Location: North / Central

Please email a copy of your detailed resume to kayla@talentsis.com.sg for immediate processing.

Only shortlisted candidates will be notified.

R&D Hardware Design Engineer – Build the Future of Networking 

Are you passionate about cutting‑edge hardware design? Do you want your work to power the networks that connect the world? 

At Hewlett Packard Enterprise (HPE), we don’t just build technology—we build what’s next. Join a global technology leader where innovation, collaboration, and growth come together to create real‑world impact. 

At HPE, your career is more than a job. You’ll be part of a culture that values curiosity, technical excellence, and continuous learning. We invest in our people, challenge them with meaningful work, and support their growth every step of the way. Here, brilliant minds come together to spark technological breakthroughs that transform how businesses and communities operate worldwide. 
 
Why HPE Networking? 
 
HPE Networking is one of our fastest‑growing businesses, delivering open, standards‑based networking solutions used by organizations of every size—from small businesses to the world’s largest enterprises. Our technologies power Branch, Campus, and Data Center environments across the globe. As part of this team, you’ll work with leading‑edge hardware, solve complex engineering challenges, and see your designs deployed at massive scale. 

We’re looking for a driven and innovative R&D Hardware Design Engineer to join our high‑speed digital circuit design team, developing next‑generation networking platforms. If you thrive on technical challenges and want to work on products that truly matter, this role is for you. 

Join HPE Networking—and help design the future of connectivity. 

HOW YOU’LL MAKE AN IMPACT 
 
As a Hardware Design Engineer, you’ll be a key contributor within a highly skilled R&D organization building high‑performance, high‑quality networking products. 
 
You will: 

• Design and develop advanced hardware platforms, from component selection and schematic design through board bring‑up, debugging, and validation. 

• Work hands‑on with complex, high‑speed digital designs that push performance and reliability boundaries. 

• Collaborate with global, cross‑functional teams to integrate hardware deliverables and drive products from concept into production. 

• Perform feasibility studies, design margin analysis, and validation planning to ensure robust, manufacturable designs. 

• Execute empirical testing and root‑cause analysis on new and evolving hardware to meet stringent quality and performance goals.

• Manages and expands relationships with internal and outsourced development partners on electrical hardware design and development, including driving Joint Development Model (JDM) engagements to deliver high-quality, cost-effective solutions and successful program outcomes.

Why You’ll Love Working Here 

• Work on industry‑leading networking technology used worldwide 

• Solve challenging, real‑world engineering problems 

• Collaborate with top‑tier engineers across global teams 

• Grow your career with strong investment in learning and development 

• See your designs move from lab to large‑scale deployment 

About You 

• Bachelor’s or Master’s degree in Electronics Engineering or a related discipline. 

• 4 to 6 years of hands‑on experience in systems and hardware design, including integrated circuits and complex electronic systems such as servers, mobile devices, or similar platforms. 

• Strong technical foundation in both digital and analog circuit design. 

• Excellent analytical and problem‑solving skills, with the ability to troubleshoot complex system‑level issues. 

• Solid knowledge of, and strong interest in, high‑speed design concepts, including signal integrity challenges and power distribution techniques. 

• Practical experience in measuring, testing, and characterizing high‑speed digital signals. 

• Proven board‑level design experience using Cadence CAD tools such as OrCAD and Allegro. 

• Proficient in programming and scripting languages including Python, Perl, and MATLAB. 

Additional Preferred Abilities 

• Strong interpersonal skills with the ability to collaborate effectively in cross functional technical teams, as well as work independently and make sound technical decisions when required; adaptable and willing to take on a wide range of technical projects. 

• Self motivated with a proven ability to build productive working relationships across engineering, operations, and stakeholder teams. 

• Excellent written and verbal communication skills, including the ability to read, interpret, and clearly explain engineering drawings, specifications, and technical documentation. 

Introduction

Are you interested in joining a team that is revolutionizing the resource exploration and navigation industry? Atomionics is developing quantum sensors using cold atom interferometry, where atoms are cooled to nearly absolute zero using lasers. At such extreme temperatures, these atoms behave like waves, enabling precise measurement of forces acting on them.

This technology has vast potential applications, including advancing the zero-carbon energy transition, enhancing the performance of inertial navigation systems, and revolutionizing the global positioning system. At Atomionics, you will have the opportunity to design, prototype, test, refine and manufacture Quantum Gravity Sensors. You will develop solutions to improve the performance of our sensor, while also making it compact and robust for field deployment on projects around the world.

Atomionics is backed by some outstanding investors across private and public sectors, such as Wavemaker, SGInnovate, Cap Vista, 500 Startups, and other notable angels.

Responsibilities

• Conceptualise, design and assembly of mechanical subsystems for Atomionics’ quantum sensor
• Mechanical subsystem designs that integrate: electronics, mechatronics, thermal, laser optics & vacuum technologies
• Preparation of CAD, drawings and assembly instructions to send to vendors for manufacture. Including: CNC, sheet metal, 3D printing, cable harnesses
• Optimise DFM & DFA for batch production
• Hands-on assembly of precision metal and optical components

About you

• An absolutely driven individual with creative problem-solving skills, analytical mind, and persistence, ideally, demonstrated
• Highly skilled with CAD software: Autodesk Inventor / Solidworks, etc
• Deeply knowledgeable in manufacturing techniques, surface finishing and assembly
• Skilled in GD&T for engineering drawings including tolerance stacks
• Skilled with hands-on fabrication including machining lathe, CNC, laser cutter, 3D printers

Even better if you have

• Experience in thermal design, including heat sinks, heat pipes, liquid heat exchangers, peltiers, and FEA for thermal simulations
• Experience in designing simple PCBs & cable harnesses
• Been through a full product development cycle for a device with a complex system architecture
• Worked on personal hobby projects (and can brag about them!)

What we can offer you

• A chance to learn about the intricacies of deep-tech research, product development, and strategy in a high-growth startup while working with some of the best engineers and physicists
• Work on the cuttings edge of quantum technology
• Develop robust applications for translational research
• Curry night

Responsibilities:

• Provide technical support to customers and internal teams by troubleshooting equipment, process, and application-related issues to ensure optimal system performance
• Plan, execute, and support customer evaluations, experiments, and process development activities to validate product performance and application suitability
• Analyze experimental and process data, interpret results, and prepare technical reports, presentations, and recommendations for customers and internal stakeholders.
• Deliver product demonstrations, technical presentations, and training sessions to customers, sales teams, and service engineers to enhance product knowledge and application capabilities.
• Support new product introductions, gather customer feedback, monitor industry and technology trends, and provide insights to product marketing and engineering teams.
• Work closely with Sales, Service, Product Marketing, Engineering, and Regional Support teams to resolve customer issues, support business opportunities, and ensure successful project execution.

Requirements:

• Degree/Masters in Physics, Engineering
• At least 4 years of experience in Semiconductor industry

Account Manager
Kerwin Tan Kai Bin (R1331624)
kerwin.tan@searchasia.com.sg
EA16S8107

Accesstech is a rapidly expanding group of companies with interest in Engineering, Construction, Telecommunications and Investments.

Founded in 1998 with our principal business in high-tech factory engineering, we have since extended our expertise into commercial projects with luxury hotels and commercial properties.

The Project team is currently looking for a suitable candidate to join us as a Project Engineer (Electrical) to drive the ongoing and new projects in the company.

Role and Responsibilities:

• Plan and manage multiple engineering projects from conceptual development to handover, within budget, deliver on time, safety alertness and the required quality.
• Able to prioritize tasks and assign manpower to ensure that the overall resources are used effectively and within project deadlines.
• Assist to prepare bid tender for new projects and ensure project compliance with company policy and guideline.
• Evaluate and authorize changes that significantly impact the scope budget or timeline of a project.
• Lead the most complex or critical engineering projects, monitor progress and performance against the project plan.
• Identify and resolve operational problems and minimize delays.
• Select, guide and develop a team of project member with operational responsibilities to ensure that the organization achieves it business objectives and complies with all relevant regulations and laws.
• Ensure that organization and government standards on safety are met and ensure customer safety & quality specifications are consistently met.
• Allocate capital and human resources to maximize productivity and supervise and implement project expense, other assets and resource within budget.
• Analyze and approve project investments that best meet the organization needs.

Qualifications & Experience:

• Professional Qualifications in Related Field of studies.
• Possess 2 to 5 years relevant experience in the Construction Engineering industry.
• Outgoing with strong interpersonal and communication skills.
• Ability to work independently and target oriented in a fast-paced environment.
• Ability to interact effectively with project members and managers at all levels.

Candidates with relevant experience may be offered Senior Project Engineer role.

Work Location: Eastern part of Singapore

Only shortlisted candidates will be contacted.

Responsibilities:

• To perform machine performance validation on semiconductor packaging equipment through machine calibration, setup and testing based on defined work procedures
• To provide level 1 support to identify, diagnose and resolve assembly process related problem
• To support Process Engineer to develop and qualify manufacturing inspection protocols (metrology equipment qualification or integrity test definition) to ascertain machine performance and integrity
• To support Process Engineer in development and enhancement of process recipes, process tooling or manufacturing processes; inclusive of updating and enhancing of work procedures
• To ensure and validate all necessary fixtures, jigs, drawings, and work instruction are available for manufacturing processes
• To ensure timely input of manufacturing test data and support report output on machine quality

Applicants who possess relevant experience for the above responsibilities are most welcome to apply. If you do not possess the above experience, your application will still be considered on individual merits and you may be contacted for other opportunities.

Please submit your updated resume in MS Words format by using the APPLY NOW BUTTON.

By submitting your personal data and/or resume, you give consent to collection, use and disclosure of your personal data and/or resume by the company (or its agent) for the purpose of the processing and administration by the company relating to this job application.

https://www.mci.com.sg/wp-content/uploads/2025/09/MCI-Job-Applicant-Data-Protection-Notice.pdf

**We regret to inform that only shortlisted candidates would be notified.

Lee Shi Le (Cheryl)
CEI Registration Number: R1434624
EA Licence No: 06C2859 (MCI Career Services Pte Ltd)

[Job ID: 1055551]

Responsibilities:

• Define end-to-end process flows, requirements, and specifications, and validate performance through Design of Experiments (DoE).
• Collaborate with customers on conceptual process design for new products, including feasibility assessment and verification.
• Propose new process concepts supported by data-driven analysis to enhance existing product performance.
• Perform systematic troubleshooting using statistical and data analysis techniques to improve process and product outcomes.
• Debug machinery functions to ensure alignment with customer specifications and analyze DoE results for process optimization.
• Support internal equipment optimization activities prior to buy-off and during customer sample evaluations.
• Provide on-site process optimization and evaluation to meet defined customer requirements.

Requirements:

• Candidates with no prior experience are welcome to apply.
• Degree in Chemical Engineering or a related discipline.
• Strong understanding of Design of Experiments (DoE), FMECA, statistics, and instrumentation.
• Familiarity with bonding processes in back-end semiconductor manufacturing including hybrid bonding is an added advantage.
• Experience in micro-electronics or semiconductor manufacturing is an added advantage.

We regret that only shortlisted candidates will be notified. However, rest assured that all applications will be updated to our resume bank for future opportunities.

Please kindly refer to the Privacy Policy of Good Job Creations for your reference: https://goodjobcreations.com.sg/en/privacy-policy/

EA Personnel Name: Felicia Chiam Kar Min
EA Personnel Reg. No.: R25152370
EA Licence No.: 07C5771

Company Summary

Julian Grey’s client is a global technology solutions provider supporting enterprise digital transformation, cloud platforms, and secure software delivery.

Responsibilities

• Design, develop, and maintain scalable, secure backend services and APIs for digital products.
• Collaborate with Business Analysts, Product Managers, QA Engineers, and DevOps teams to translate requirements into reliable technical solutions.
• Build and integrate RESTful APIs, GraphQL, WebSockets, and API documentation using Swagger.
• Develop backend services using technologies such as Node.js, NestJS, .NET, C#, ASP.NET Core, and related frameworks.
• Implement modern software engineering practices, including TDD, pair programming, CI/CD, code reviews, continuous refactoring, and clean coding standards.
• Support cloud-native development, deployment automation, monitoring, and observability across AWS, Azure, Google Cloud, Vercel, or similar platforms.
• Work with databases, microservices, event-driven architecture, containerisation, and orchestration tools such as Docker and Kubernetes.
• Ensure backend systems meet performance, scalability, reliability, government security, regulatory, and software craftsmanship standards.

Requirements

• Degree or Diploma in Computer Science, Information Technology, Engineering, or a related discipline, with at least 7 years of relevant software engineering experience.
• Strong backend development experience with JavaScript, Node.js, NestJS, .NET, C#, and ASP.NETCore.
• Experience in API development, integration, and documentation using RESTful APIs, GraphQL, WebSockets, and Swagger.
• Hands-on experience with Git, CI/CD, cloud platforms, Docker, Kubernetes, and databases.
• Good understanding of Agile delivery, test automation, microservices, and secure coding practices.
• Exposure to Sitecore, monitoring tools, serverless, API gateways, government digital services, will be advantageous.

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Our telegram channel for job opportunities - https://t.me/jobopportunitiessg

Interested Applicants
Please WA Victoria @ 8887 7742
Shortlisted candidates will be notified

Victoria Siew
Reg No. R25158665
Julian Grey Corporate Advisory Pte. Ltd.
EA License No: 19C9568 

Role Overview

We’re looking for a highly analytical and performance-driven L3 Application Support Engineer with deep expertise in SRE, DevOps, and enterprise infrastructure. The role focuses on ensuring high availability for critical banking/corporate systems, driving automation, and leading complex incident resolution with minimal business impact.

Key Responsibilities

System Reliability & Incident Management

Provide L3 application support for 24/7 production environments with strict SLA adherence

Rapid triage, root cause analysis, and resolution of high-severity incidents for banking/corporate apps

Lead DR drills, post-mortems, and implement resilience improvements

Proactive health checks, patching, and performance monitoring to prevent outages

Manage CI/CD pipelines using Jenkins/GitLab, Bitbucket, and Azure Automation Runbooks

Implement Infrastructure as Code and automated deployments across Dev, UAT, Prod

Build scripts in PowerShell, Bash, Python, KQL, T-SQL to reduce manual toil and streamline operations

Track EOS/EOL components and drive technical upgrades for compliance

Platform & Database Administration Administer Azure SQL PaaS/IaaS, PostgreSQL, MongoDB, Redis, Elasticsearch, MariaDB

Manage Windows Server, RHEL8/9, OpenShift, and AWS S3 workloads

Configure monitoring and dashboards using Azure Log Analytics, ELK Stack, Grafana, OAPM

Security & Collaboration Remediate vulnerabilities using Microsoft Defender for Cloud/SQL and ensure compliance

Partner with Dev, Security, Compliance, and Vendor teams for long-term fixes

Own change/release management and maintain environment consistency

Create runbooks, SOPs, and knowledge transfer docs for L1/L2 teams

Required Skills & Qualifications

Cloud & Infrastructure: Azure Portal, Azure SQL, Logic Apps, VM Mgmt, RHEL8/9, OpenShift, AWS S3

Databases: SQL Server 2005-2019, MongoDB, Redis, Elasticsearch, PostgreSQL, MariaDB

DevOps/Tools: Jenkins/GitLab CI/CD, Bitbucket, Jira, Confluence, ELK, Grafana

Automation: PowerShell, Bash, KQL, T-SQL, Power Automate, Power Apps, Power BI

Security: Azure AD, Active Directory, SCOM, LDAP, Defender for CloudCertifications Preferred

Microsoft Certified: Azure Database Administrator Associate

Microsoft Certified: Azure Fundamentals

ITIL® v3 Foundation

Radio Frequency Engineer (RF)

Responsibilities

• Involved in handling Radio Frequency Designs, Testing and Planning.
• Handle RF Specification and production transfer from prototype to production house.
• Oversee assembly and ensure that products conform to technical specifications and safety regulations

Requirements

• Strong in Radio Frequency Design, Testing and Design work.
• Involved in RF specification, support and planning.
• Experience in handling RF work.
• Proven work experience as an RF Engineer or similar role
• Degree in Electronics/Electrical/Communications Engineering
• Possess Government domain (preferred)
• Familiar with using RF test equipment
• Singaporean Only!

If you feel that you have the skill-sets that we are looking for, please apply in-confidence with an updated MS Word Resume to jeline@starcareerconsulting.com

Yong Jeline (Reg. No. R1101621)

STAR CAREER CONSULTING PTE LTD (EA License: 20C0353)

We are seeking an L1 Application Support Analyst to provide first-line support for enterprise applications. The successful candidate will be responsible for monitoring application performance, handling incidents and service requests, troubleshooting issues, and ensuring a positive user experience through timely support and resolution of technical problems.

Key Responsibilities

• Serve as the first point of contact for application-related incidents, service requests, and user inquiries.
• Monitor application health and system alerts to identify and respond to issues proactively.
• Investigate, troubleshoot, and resolve application-related problems within defined service level agreements (SLAs).
• Log, categorize, prioritize, and track incidents and service requests using ticketing systems.
• Escalate complex issues to relevant technical teams and coordinate follow-up activities until resolution.
• Communicate effectively with users by providing timely updates on incident status and resolution progress.
• Perform basic application support activities, including user access management and routine operational tasks.
• Maintain accurate documentation of incidents, resolutions, standard operating procedures, and knowledge articles.
• Collaborate with internal teams to identify recurring issues and support continuous service improvement initiatives.
• Participate in shift schedules, on-call support, or weekend support activities when required.

Requirements

• Diploma or Bachelor's Degree in Information Technology, Computer Science, Engineering, or a related discipline.
• 1–3 years of experience in application support, service desk, technical support, or a similar role.
• Understanding of incident management, problem management, and service request processes.
• Familiarity with ticketing and service management tools.
• Basic knowledge of databases, operating systems, and enterprise application environments.
• Strong analytical and troubleshooting skills with attention to detail.
• Good communication and interpersonal skills, with a customer-focused approach.
• Ability to work independently as well as collaboratively in a team environment.
• Willingness to learn new technologies and adapt to changing business requirements.

Preferred Qualifications

• Knowledge of ITIL processes and service management best practices.
• Experience supporting enterprise applications in a production environment.
• Familiarity with SQL queries, application monitoring tools, or log analysis tools.

EA Number: 11C4879

Job Summary

An Electrical Engineer designs, develops, and maintains electrical systems to ensure safety, efficiency, and compliance with industry standards. You will create technical drawings, test equipment, troubleshoot issues, and collaborate with engineering teams using expertise in power systems, automation, and CAD software.

Responsibilities

• Design and develop electrical systems to meet safety and efficiency standards
• Create detailed technical drawings using CAD software (AutoCAD, ETAP) for project implementation
• Test electrical equipment and systems to verify performance and compliance with industry standards (NEC, IEEE, IEC)
• Troubleshoot and resolve electrical system issues to minimize downtime and maintain operational reliability
• Collaborate with cross-functional engineering teams to integrate electrical solutions into broader projects
• Apply analytical skills to evaluate system performance and optimize designs
• Manage project timelines and deliverables to ensure successful completion

Required competencies and certifications

• Bachelor’s degree in Electrical Engineering or related field
• Experience in electrical design, power distribution, or control systems
• Proficiency in CAD software (AutoCAD, ETAP) and simulation tools (MATLAB)
• Knowledge of industry standards including NEC, IEEE, and IEC
• Strong analytical and project management skills

Preferred competencies and qualifications

• Professional Engineer (PE) license

About the Spend Squad:

We build products that allow our customers to spend their money anywhere in the world. We currently process about £34 billion annually and issue cards to over 40 countries. We are also building out features which localise the spending experience no matter where you are. 

As a Senior iOS Engineer, you would be responsible for shipping the direct customer touch points on one of Wise's most impactful products and highest growth products.

What you will do: 

You will drive the technical execution of our mobile product, working closely with backend, frontend, and product teams.

Your day-to-day focus will be:

• Lead full, engineer-driven product initiatives. You will be involved in the entire lifecycle of a feature, from inception and technical planning to shipping and scaling.
• Directly support and build out the card product across 5 individual product teams. This includes owning core user flows like card ordering, transacting, 3DS authentication, bill splitting, recurring payments, and dispute resolution.
• Write clean, maintainable code on your platform, advocate for mobile best practices, and collaborate with the wider globally distributed tribe to ensure a seamless mobile experience.

Qualifications

About you:

We are looking for a highly technical, product-passionate iOS engineer who brings:

• Deep experience building, shipping, and maintaining high-performing apps at scale on iOS. 

• Proven experience working with modern iOS UI development (SwiftUI, Swift Concurrency) 

• You don't just build to spec; you have a passion for customer experience. You rely on data to make decisions and actively look for ways to fix customer pain-points.

• The ability to articulate complex, deeply technical concepts to non-technical stakeholders and cross-functional peers.

• Comfortable working in an environment where you can pivot effectively when priorities change, quickly adjusting workflows to meet team objectives.

• Thrives in a globally distributed squad and tribe environment, working as a strong team player who elevates the engineers around them through technical excellence.

What’s in it for you:

•  Influence one of Wise’s most recognisable and high-traffic products.

• We don't just pass down requirements. We ask our iOS engineers to lead product drives and own their technical roadmap.

• Work in a healthy environment built on transparency, ownership, and trust, alongside a very talented group of frontend, backend, and product peers.

Job Duties

• Work on customer sites within semiconductor cleanroom environments.
• Provide software support for all Semiconductor customers in the Canon’s region.
• Troubleshoot software issues and prepare technical reports for customers.
• Set up and maintain lithography tools and related supporting software.
• Learn and apply fundamental knowledge of lithography tools and operations.
• Prepare software release notes and customer-facing documentation in English.
• Provide support during weekends, public holidays, or nighttime when required (infrequent but possible).
• Travel overseas for business, mainly within Southeast Asia, Japan, Taiwan, and India (future).
• Collaborate closely with on-site engineers and overseas Canon software engineers.
• Communicate directly with customers and deliver clear technical reports.
• Escalate software issues to Japan headquarters when necessary.
• Plan and conduct software training or knowledge-sharing sessions for engineers and team members.
• Act as a bridge between Japan headquarters and local engineers for software-related issues.

Required Skills and Experience

• Experience in software support for semiconductor manufacturing equipment.
• Proficiency in the Japanese language (reading, writing, and speaking); Japanese fluency as to support Japanese related customer and HQ
• Basic knowledge and hands-on experience with Linux OS commands and operations.
• Experience with online specifications, including requirement clarification and specification negotiation with customers, is preferred.