Technical Project Engineer PHINIATechnical Project EngineerTroy, MichiganAt PHINIA, we Provide fuel systems, electrical systems, and aftermarket products and solutions of the highest quality — developed and manufactured responsibly — that are designed to enhance efficiency and reduce the environmental impact of vehicles, industrial machinery, and other applications. PHINIA is an independent, market-leading, premium solutions and components provider with over 100 years of manufacturing expertise and industry relationships, with a strong brand portfolio that includes DELPHI®, DELCO REMY® and HARTRIDGE.
Process Engineer – Plant 5 - Ti-Cast Howmet AerospaceProcess Engineer – Plant 5 - Ti-CastWhitehall, MIRelationship--connects individually and with teams across shifts and practices; builds rapport and commonality; creates a “win together” ethic; serves as liaison between shop floor and engineering; keeps the pulse of the floor; helps people feel heard. Systems thinker--sees the business and its operation holistically; understands actions and reactions; considers multiple pathways of potential effect before decisions; thinks strategically about interventions with an eye toward scale.
Coatings Engineer - Plant 4 Howmet AerospaceCoatings Engineer - Plant 4Whitehall, MIFollow: LinkedIn , Twitter , Instagram , Facebook , and YouTube . To learn more about the way Howmet Aerospace Inc. is advancing the sustainability of our customers, markets, and communities where we operate, review the 2025 Environmental Social and Governance report at www.howmet.com/esg-report .
Manufacturing Engineer - 2nd Shift - Plant 3 Howmet AerospaceManufacturing Engineer - 2nd Shift - Plant 3Whitehall, MIFollow: LinkedIn , Twitter , Instagram , Facebook , and YouTube . To learn more about the way Howmet Aerospace Inc. is advancing the sustainability of our customers, markets, and communities where we operate, review the 2025 Environmental Social and Governance report at www.howmet.com/esg-report .
Manufacturing Engineer - 3rd Shift / Weekend Crew - Plant 3 Howmet AerospaceManufacturing Engineer - 3rd Shift / Weekend Crew - Plant 3Whitehall, MIFollow: LinkedIn , Twitter , Instagram , Facebook , and YouTube . To learn more about the way Howmet Aerospace Inc. is advancing the sustainability of our customers, markets, and communities where we operate, review the 2025 Environmental Social and Governance report at www.howmet.com/esg-report .
Product Engineer - Plant 10 Howmet AerospaceProduct Engineer - Plant 10Whitehall, MIRelationship--connects individually and with teams across shifts and practices; builds rapport and commonality; creates a “win together” ethic; serves as liaison between shop floor and engineering; keeps the pulse of the floor; helps people feel heard. Systems thinker--sees the business and its operation holistically; understands actions and reactions; considers multiple pathways of potential effect before decisions; thinks strategically about interventions with an eye toward scale.
Product Engineer - Plant 3 Howmet AerospaceProduct Engineer - Plant 3Whitehall, MIFollow: LinkedIn , Twitter , Instagram , Facebook , and YouTube . To learn more about the way Howmet Aerospace Inc. is advancing the sustainability of our customers, markets, and communities where we operate, review the 2025 Environmental Social and Governance report at www.howmet.com/esg-report .
Wax Injection Engineer - Plant 10 Howmet AerospaceWax Injection Engineer - Plant 10Whitehall, MIFollow: LinkedIn , Twitter , Instagram , Facebook , and YouTube . To learn more about the way Howmet Aerospace Inc. is advancing the sustainability of our customers, markets, and communities where we operate, review the 2025 Environmental Social and Governance report at www.howmet.com/esg-report .
Staff Software Engineer General Motors CoStaff Software EngineerWarren, MI$160,000–$240,000 / yearWe leverage our unique advantage as an OEM - comprehensive control over both in-vehicle and cloud software - to deliver seamless solutions to our customers, including fleet management, energy optimization, transportation logistics, safety systems, and more. Benefit options include medical, dental, vision, Health Savings Account, Flexible Spending Accounts, retirement savings plan, sickness and accident benefits, life insurance, paid vacation & holidays, tuition assistance programs, employee assistance program, GM vehicle discounts and more.
Physical Security Systems Engineer Rocket Companies IncPhysical Security Systems EngineerDetroit, MI3 years of experience Cisco Meraki networking solutions, including configuration, deployment, and troubleshooting of Meraki devices and dashboard knowledge, management, and configuration of Physical Security Technology Equipment (CCTV, Access Control, Alarm Central Station, Video Management Software and Recording Servers). In addition, the systems engineer will be involved in testing and evaluating new products for use in the environment and by customers, these may items software, cameras, new technologies or other services/devices to help promote physical security.
Full Stack Data Engineer Ford Motor CoFull Stack Data EngineerDearborn, MI$85,400–$143,200 / yearCode Quality & Security: Write clean, reliable code using Test-Driven Development (TDD) in an agile environment, actively addressing security vulnerabilities and code quality issues using tools like SonarQube, Checkmarx, Fossa, and Cycode. Working in an Agile, customer-centric environment and in close partnership with analytics stakeholders, product managers, and cross-functional engineers, you will deliver secure, reliable, cost-effective, and high-performing data solutions at enterprise scale.
Design Release Engineer- Instrument Panel, Floor Console and Deco Trim Systems General Motors CoDesign Release Engineer- Instrument Panel, Floor Console and Deco Trim SystemsWarren, MIStrong working knowledge of Design Failure Mode and Effects Analysis, Design Review Based on Failure Modes, validation plan development, Interface Control Documents, and Process Failure Mode and Effects Analysis in collaboration with Manufacturing Engineering. In this role, you will drive disciplined delivery to vehicle development milestones while enabling high-quality design execution and achieving targets for cost, quality, mass, craftsmanship, and performance across the vehicle portfolio.
CCSI Systems Senior Engineer AlixPartners LLPCCSI Systems Senior EngineerDetroit, MIThis position is a hands-on cloud and platform engineering role with a strong focus on AI-enabled platforms, GitHub-based delivery, GitOps operating models, Infrastructure as Code (Terraform), and containerized workloads, primarily within Microsoft Azure. The CCSI Systems Senior Engineer is a full-time role located in Southfield, MI, Chicago, IL, Dallas/Houston, TX, or New York, NY and reports to the Cloud Platform Delivery and Operations Director.
Agentic Engineer II Nexteer Automotive Group LtdAgentic Engineer IIAuburn Hills, MIE-Verify is an internet-based system operated by the Department of Homeland Security (DHS) in partnership with the Social Security Administration (SSA) that allows participating employees to electronically verify the employment eligibility of their newly hired employees in the United States. Masters degree in Computer Engineering, Computer Science, Electrical Engineering, Artificial Intelligence, Information Technology, Software Engineering, Data Science, Data Analytics, Information Systems, Information Science or Machine Learning required.
NewManufacturing Engineer Actalent IncManufacturing Engineerwebberville, MI$43.27–$52.88 / hourThis hands-on role involves working closely with Production, Maintenance, Quality, and Engineering teams to troubleshoot manufacturing, tooling, and equipment-related issues while driving process improvements across CNC machining operations. We are proud to be an Engineering News-Record (ENR) Top 500 Design Firm for our engineering design services and a ClearlyRated Best of Staffing winner for both client and talent service.
Sr. Product Development Engineer Daifuku Automotive America CorpSr. Product Development EngineerGrand Rapids, MIThese include leading-edge conveyor and sortation systems, voice- and light-directed order fulfillment equipment, a suite of warehouse controls & execution software, robotics, Automated Storage and Retrieval Systems (AS/RS), mezzanines, and structures, all backed by critical round-the-clock service and support. Performs engineering calculations to ensure robust designs, including horsepower, stress, torque, deflection, torsion, overhung load, sortation rate, cycle rate, air consumption, and amperage draw.
Security Operations Platform Engineer First Quality Enterprises IncSecurity Operations Platform EngineerMIOur personal care and household product portfolio includes baby diapers, wipes, feminine pads, paper towels, bath tissue, adult incontinence products, laundry detergents, fabric finishers, and dishwash solutions. Founded over 35 years ago, First Quality is a family-owned company that has grown from a small business in McElhattan, Pennsylvania into a group of companies, employing over 5,000 team members, while maintaining our family values and entrepreneurial spirit.
System Integration Engineer III (Automated Vehicle Engineering) Daifuku Automotive America CorpSystem Integration Engineer III (Automated Vehicle Engineering)Novi, MIResponsibilities Position Summary/ Primary Purpose The System Integration Engineer reports directly to the Engineering Supervisor and participates in the design of semi-complex systems that integrate Daifukus Automated Guided Vehicles (AGVs) and Autonomous Mobile Robots (AMRs) for use in manufacturing, industrial, warehousing, airports, and entertainment applications, among others. Demonstrated Physical Abilities As Follows: Visits to customer locations may require negotiating through an industrial facility, including, but not limited to, conveyor systems requiring climbing access ladders, negotiation screen guards, catwalks, and lifting and/or carrying objects up to 40 lbs.
Site Manager (Automation) ZobilitySite Manager (Automation)Auburn Hills, MIMinimum of three years of site-management experience in industrial automation, automotive manufacturing, robotics, assembly systems, material handling, conveyors, special-purpose machines, or a similar industry. • Lead production ramp-up support and ensure equipment achieves agreed cycle time, quality, throughput, reliability, and availability targets.
NewStationary Engineer — High‑Pressure Steam Operations Diversified Employment ServicesStationary Engineer — High‑Pressure Steam OperationsSouthfield, MIWhen an alarm pops, you dig into schematics, trace piping and control circuits, and collaborate with engineering to resolve it—whether it’s a control loop anomaly, a sticky valve, or an HVAC/R interaction. Inspect boilers, pumps, valves, and auxiliaries; use visual checks and diagnostics to spot wear, leaks, vibration, and heat signatures early.
Controls Engineer AAMControls EngineerDetroit, MichiganAs a leading global Tier 1 Automotive and Mobility Supplier, AAM designs, engineers and manufactures Driveline and Metal Forming technologies to support electric, hybrid and internal combustion vehicles. The position supports a wide range of applications, requiring both technical expertise and business awareness to solve complex, non-routine problems and drive innovation across manufacturing processes.
Controls Engineer American Axle & ManufacturingControls EngineerDetroit, MIAbout AAM: As a leading global Tier 1 Automotive and Mobility Supplier, AAM designs, engineers and manufactures Driveline and Metal Forming technologies to support electric, hybrid and internal combustion vehicles. The position supports a wide range of applications, requiring both technical expertise and business awareness to solve complex, non-routine problems and drive innovation across manufacturing processes.
Data Engineer - Project Delivery Specialist Deloitte Touche Tohmatsu LtdData Engineer - Project Delivery SpecialistGrand Rapids, MI$102,750–$171,250 / yearIndependently and collaboratively lead client engagement workstreams focused on improvement, optimization, and transformation of processes including implementing leading practice workflows, addressing deficits in quality, and driving operational outcomes. Communicate regularly with Engagement Managers (Directors), project team members, and representatives from various functional and / or technical teams, including escalating any matters that require additional attention and consideration from engagement management.
Machine Learning Engineer Mariana MineralsMachine Learning EngineerAnn Arbor, MichiganUnder the hood, that means training control models inside physically realistic simulators of our process units, then closing the gap against real plant data before anything touches live equipment. Our internal platform uses the same reinforcement learning toolkits that power self-driving vehicles and humanoid robots—but applied to autonomous, short-interval control of mineral refining circuits.
Transportation Senior Continuous Improvement Engineer (remote) Ryder System IncTransportation Senior Continuous Improvement Engineer (remote)Lansing, MIRemoteCompensation Information: The compensation offered to a candidate may be influenced by a variety of factors, including the candidate's relevant experience; education, including relevant degrees or certifications; work location; market data/ranges; internal equity; internal salary ranges; etc. Effective facilitation and execution Value Stream Maps & Kaizen Events through all stages (A3 charter ideation / creation, pre-work identification and completion, delivery of results in Kaizen week, regular follow up and follow through on sustainment).
CAD/CAE Software Engineer StratAcuity Staffing Partners IncCAD/CAE Software EngineerDearborn, MI$60–$70 / hourJob involves software engineering responsibilities in CAD / CAE domain such as understanding the requirement, design and develop the solution, problem debugging and analysis, testing the developed components/models and pushing the tested module to the version-controlled environment (GitHub). In terms of professional development, Everforth Apex hosts an on-demand training program, provides access to certification prep and a library of technical and leadership courses/books/seminars once you have 6+ months of tenure, and certification discounts and other perks to associations that include CompTIA and IIBA.
Feature Systems Engineer Ford Motor CoFeature Systems EngineerDearborn, MIRemote$6–$8 / hourYou will be responsible for Systems architecture & feature development: Architect and develop features at the systems level-from early concept through production-including new features/feature upgrades/migrations, network/wiring/power distribution topologies, schematics, and block diagrams; allocate features to meet cost, quality, and performance targets. Systems architecture & feature development: Architect and develop features at the systems level-from early concept through production-including new features/feature upgrades/migrations, network/wiring/power distribution topologies, schematics, and block diagrams; allocate features to meet cost, quality, and performance targets.
Software Engineer - CAD/ CAE Artech LLCSoftware Engineer - CAD/ CAEDearborn, MIThe role involves using object-oriented programming concepts, Java/Angular programming, and automation testing to develop and maintain software solutions. Solve complex problems by designing, developing, and delivering using various tools, languages, frameworks, and methodologies.
Senior Backend Software Engineer - GM Energy General Motors CoSenior Backend Software Engineer - GM EnergyWarren, MI$129,400–$198,400 / yearBenefit options include medical, dental, vision, Health Savings Account, Flexible Spending Accounts, retirement savings plan, sickness and accident benefits, life insurance, paid vacation & holidays, tuition assistance programs, employee assistance program, GM vehicle discounts and more. The Role: As a Senior Software Engineer focused on backend platform and API ownership, you will design, build, and operate scalable backend services that power critical product and business capabilities.
Senior Integrations Engineer KODE LabsSenior Integrations EngineerDetroit, MichiganWorking closely with clients, vendors, and cross-functional internal teams, you will lead the assessment of network infrastructure, configure advanced integrations, and design custom solutions to resolve complex technical blockers, ensuring seamless onboarding and long-term application value. Cross-Functional Collaboration: Partner with Data Engineers, Analysts, Project Managers, and Client Success teams to ensure integrations work seamlessly, eliminate data discrepancies, and meet client-specific use cases.
Data Engineer CONTACT GOVERNMENT SERVICESData EngineerDetroit, MI$112,597.33–$152,810.66 / yearCGS is seeking a passionate and driven Data Engineer to support a rapidly growing Data Analytics and Business Intelligence platform focused on providing solutions that empower our federal customers with the tools and capabilities needed to turn data into actionable insights. Achieve technical excellence by advocating for and adhering to lean-agile engineering principles and practices such as API-first design, simple design, continuous integration, version control, and automated testing.
Senior Software Engineer (.NET ) General Motors CoSenior Software Engineer (.NET )Warren, MIHands-on experience with RESTful API design and integration services that connect enterprise systems like Workday, Microsoft identity services (Azure AD/ Entra ID, Microsoft Graph). Preferred Skills: Experience with AI agent frameworks such as LangChain, LangGraph, Semantic Kernel, CrewAI, AutoGen, or similar Orchestration frameworks.
NewRobotics Software Engineer Optimal Inc.Robotics Software EngineerWarren, MIContractorROS 2 Expertise: Proven, hands-on experience developing complex robotics applications using ROS 2 and its core concepts (Nodes, Topics, Services, Actions, lifecycle management).Motion Planning: Deep understanding of kinematics, dynamics, and motion planning frameworks, with extensive hands-on experience using MoveIt 2.Perception: Solid background in 3D computer vision and point cloud processing (PCL, OpenCV) for robotic manipulation tasks. Motion Planning & CoordinationDevelop, tune, and deploy advanced motion planning and manipulation algorithms using MoveIt 2 for dual-arm coordination (bimanual tasks, handovers, collision-aware trajectories).Configure and maintain the kinematic models, planning scenes, and controllers for multiple robot arms and end-effectors.
System Integration & Testing Engineer (Mpl/Senior) - On-Site IAV Automotive Engineering IncSystem Integration & Testing Engineer (Mpl/Senior) - On-SiteNovi, MIAs a recognized leader in the specification, design, development, validation and production launch of advanced vehicle and powertrain systems, IAV Automotive Engineering deploys a leading team of technical experts, engineering tools and program processes from its North American Headquarters in Novi, Michigan. The ideal candidate will play a key role in delivering innovative, high-quality electrical solutions from concept through production while collaborating across engineering, manufacturing, and supplier teams in a fast-paced, customer-focused environment.
Quality Engineer III - Hardware Test Sirius XM Radio IncQuality Engineer III - Hardware TestFarmington Hills, MIWho We Are: SiriusXM and its brands (Pandora, SiriusXM Media, AdsWizz, Simplecast, and SiriusXM Connect) are leading a new era of audio entertainment and services by delivering the most compelling subscription and ad-supported audio entertainment experience for listeners -- in the car, at home, and anywhere on the go with connected devices. SiriusXM's platforms collectively reach approximately 150 million listeners, the largest digital audio audience across paid and free tiers in North America, and deliver music, sports, talk, news, comedy, entertainment and podcasts.
In-Vehicle Network Systems Engineer Ford Motor CoIn-Vehicle Network Systems EngineerAllen Park, MI$99,600–$156,600 / yearAdditionally, you will play a key role in developing and maintaining the artifact build and release pipeline, utilizing your programming skills to streamline network configurations and drive our platforms forward. By performing rigorous network-level triage, root cause analysis, and testing, you will help deliver flawless vehicle launches and shape the evolution of our next-generation vehicle architectures.
Senior Hardware Engineer - MCU Performance Analysis General Motors CoSenior Hardware Engineer - MCU Performance AnalysisWarren, MIOur Semiconductor Engineering team is a dynamic, high‑energy, and innovative group focused on design and commercialization of leading‑edge silicon enabling the future of GM's Software Defined Vehicle (SDV) platforms - centra. You will be responsible for MCU‑centric performance modeling, analysis, and correlation, including workload and benchmark definition, silicon performance simulations, measurement and debug to ensure our MCU platforms meet functional, performance, efficiency, and real‑time requirements from concept through production.
System Integration & Testing Engineer (MPL/Senior) - On-site IAV Automotive Engineering IncSystem Integration & Testing Engineer (MPL/Senior) - On-siteNovi, MIAs a recognized leader in the specification, design, development, validation and production launch of advanced vehicle and powertrain systems, IAV Automotive Engineering deploys a leading team of technical experts, engineering tools and program processes from its North American Headquarters in Novi, Michigan. The ideal candidate will play a key role in delivering innovative, high-quality electrical solutions from concept through production while collaborating across engineering, manufacturing, and supplier teams in a fast-paced, customer-focused environment.
Robotics Engineer Magna International, IncRobotics EngineerHighland Park, MichiganWe are looking for a skilled and innovative Robotics Engineer to support the design, integration, maintenance, and continuous improvement of automated systems within our manufacturing operations. Our capabilities include market and consumer research; full concept development; design and engineering capabilities; testing, validation and world-class manufacturing.
Engineer EHS Industrial Textron IncEngineer EHS IndustrialMuskegon, MISupport capital and expense projects by providing: § Safety risk reviews § Engineering scope development § Design input and commissioning support * Support the Environmental Engineer by providing engineering and CI assistance on projects where safety, equipment, or process changes intersect with environmental considerations (e.g., dust control, ventilation, material handling). This position partners closely with the Healthy & Safety Manager, Engineering, Maintenance, Operations, and UAW‑represented employees to identify hazards, co‑lead incident investigations, design and implement sustainable engineering and systemic solutions that reduce risk and improve workplace safety.
NewApplication Security Engineer Bright Vision TechnologiesApplication Security EngineerTroy, MIRemote$85,000–$105,000 / yearJob Title: Application Security Engineer Location: 100% Remote (U.S.) Position Type: Full-time, Direct W2 Salary Range: $85,000–$105,000 Annually Experience Required: 6+ years Sponsorship: U.S. Citizens, Green Card Holders, EAD Holders, and H-1B transfer candidates are encouraged to apply. Job Summary We are looking for an Application Security Engineer to embed security throughout the software development lifecycle, partnering with engineering teams to design secure systems, identify vulnerabilities, and reduce risk across our application portfolio.
Mechanical Project Engineer (Airport) Daifuku Automotive America CorpMechanical Project Engineer (Airport)Novi, MIMinimum 7 years' experience in lead design & estimating of industrial equipment in one or more of the following fields: robotics, automation, unit handling, chain conveyor systems, electrified monorails, design or castings & forgings & manufacturing fabrication processes. Demonstrated Physical Abilities: Office - Remain stationary for 50% of the time; move/traverse throughout the office to access file cabinets and office equipment; operate a computer and other productivity machinery; inspect documents; communicate with others through talking/hearing; read/identify/assess forms and correspondence.
Lead Software Engineer (ECM Specialization) Emergent Holdings IncLead Software Engineer (ECM Specialization)Lansing, MI$82,900–$217,250 / yearImplements Agile/Scrum practices and DevOps automation CI/CD pipelines, automated testing, code quality gates, and infrastructure as code and drives release management across environments to improve delivery speed and reliability. RESPONSIBILITIES/TASKS: Serves as technical lead for Enterprise Content Management (ECM) platforms and content services (e.g., OnBase, Kofax, ImageRight), including workflow automation, integrations, and platform modernization.
NewApplication Systems Engineer University of MichiganApplication Systems EngineerAnn Arbor, MIYou will report to the Manager of the HITS Academic Compute, Systems, and Devices teams, and will assist in the development and maintenance of a set of robust and sustainable solutions for Michigan Medicine (MM) faculty and staff supporting innovative research initiatives and advancing educational programs. 5 to 7 years in a related role requiring confidentiality, timeliness, customer service, organization, prioritization, troubleshooting, analysis, problem-solving, and working independently to successfully design services and workflows to implement technology solutions to meet business needs.
Software Engineer, On Device UtilidataSoftware Engineer, On DeviceAnn Arbor, MI$120,000–$150,000 / yearHands-on knowledge of cloud platforms and services focused on IoT device management, security and OTA updates (AWS, Azure) preferably in the scale of million devices including managing release/versioning strategies and monitoring fleet-wide performance metrics. Responsibilities Design, propose, plan, implement, and test resource-constrained, edge software in Python (and possibly lower-level languages, e.g., Rust) including the implementation of precision telemetry collection, real-time control interfaces, and robust system observability.
Agentic Engineer II Nexteer AutomotiveAgentic Engineer IIAuburn Hills, MIE-Verify is an internet-based system operated by the Department of Homeland Security (DHS) in partnership with the Social Security Administration (SSA) that allows participating employees to electronically verify the employment eligibility of their newly hired employees in the United States. Masters degree in Computer Engineering, Computer Science, Electrical Engineering, Artificial Intelligence, Information Technology, Software Engineering, Data Science, Data Analytics, Information Systems, Information Science or Machine Learning required.
Mechanical Commissioning Engineer Harrison Consulting SolutionsMechanical Commissioning EngineerGrand Rapids, MichiganSupervise staff or perform the following: Develop/execute a project specific commissioning plan (design review, system installation verification, and functional testing). Strong knowledge of MEP/FP building systems design/construction processes, building automation systems, and test and balance process/procedures.
Staff Embedded Software Engineer (Onsite) StrykerStaff Embedded Software Engineer (Onsite)Portage, MichiganHowever, employees who have access to the compensation information of other employees or applicants as a part of their essential job functions cannot disclose the pay of other employees or applicants to individuals who do not otherwise have access to compensation information, unless the disclosure is (a) in response to a formal complaint or charge, (b) in furtherance of an investigation, proceeding, hearing, or action, including an investigation conducted by the employer, or (c) consistent with the contractor’s legal duty to furnish information. This role requires strong expertise in embedded systems, excellent problem-solving skills, and the ability to influence technical direction while delivering solutions that enhance product quality, reliability, and operational efficiency.
NewSenior Pre-Sales Systems Engineer, Commercial - Detroit/Grand Rapids Pure Storage Inc.Senior Pre-Sales Systems Engineer, Commercial - Detroit/Grand RapidsDetroit, MIRemote$141,400–$212,100 / yearClassification of protected categories is as follows: A "disabled veteran" is one of the following: a veteran of the U.S. military, ground, naval or air service who is entitled to compensation (or who but for the receipt of military retired pay would be entitled to compensation) under laws administered by the Secretary of Veterans Affairs; or a person who was discharged or released from active duty because of a service-connected disability. Delight customers and teammates with your technical leadership and domain expertise on storage products, distributed storage architectures, file systems, and competitive storage offerings in the DAS, NAS and SAN product spaces.
Software Engineer Calibration ZobilitySoftware Engineer CalibrationDearborn, MIGoogle Cloud Platform - 2-5 years of hands-on experience working within GCP, including familiarity with services such as Pub/Sub, BigQuery, GCS, or Cloud Run as they relate to testing data pipelines and telemetry workloads. Validate that vendor-delivered AI engine deployments comply with Client's technical architecture requirements, including confirming that fine-tuned model weights are stored in Client's Vertex AI Model Registry and not embedded in container images.