CloudOps Lead Engineer (W2 Only) Raas Info Solutions Pvt LtdCloudOps Lead Engineer (W2 Only)Plano, TXContractorThe ideal candidate has a strong “want-to-learn” mindset, is eager to deeply understand our ecosystem and architecture, and demonstrates ownership, leadership, and the ability to drive initiatives independently. Job Description : We are looking for a motivated and hands-on Cloud Ops Engineer to join our team and play a critical role in deploying, operating, and maintaining our cloud-based products.
NewManufacturing Engineer JobotManufacturing EngineerCoppell, TX$90,000–$110,000 / yearReporting directly to the operations leadership team, this independent professional will own the refurbishment processes end to end, driving lean implementation to deliver measurable improvements in safety, quality, and productivity. Information collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal.
NewSr Commissioning Engineer (Data Centers) – Remote JobotSr Commissioning Engineer (Data Centers) – RemoteDallas, TXRemote$120,000–$165,000 / yearSuccessful candidates will have experience in Electrical Systems & Equipment with a focus in Data Centers and Mission Critical Facilities; experience and an understanding of Building MEP Systems Design, Construction, and Commissioning of Critical Systems ranging in size, rating, and complexity; Commissioning, Testing and Troubleshooting of Electrical Systems and related controls. Knowledgeable with common mechanical, and controls-related building equipment, including: Engine generators / Uninterruptible power supplies & battery systems / Medium and low-voltage electrical switchgear/ PLC controls and sequences of operations / Automatic transfer switches / Static transfer switches / Power distribution units / Busways.
NewAI Engineer JobotAI EngineerAddison, TX$120,000–$160,000 / yearManaged connector experience — Fivetran strongly preferred; Airbyte, Stitch, or equivalent considered if connector setup, schema mapping, schema change policies, and MAR/MTU cost management are demonstrated. Handle sources Fivetran does not cover with lightweight Python scripts (SFTP, REST APIs, email-delivered files); bias toward replacing custom scripts with managed connectors over time.
NewSenior Broadcast Network Engineer JobotSenior Broadcast Network EngineerBedford, TX$130,000–$140,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Broadcast Fabric Management: Lead the configuration, optimization, and maintenance of Juniper SRX/EX and Arista switching environments, ensuring high‑throughput video delivery and precise PTP (Precision Time Protocol) synchronization.
NewSenior Manufacturing Quality Engineer JobotSenior Manufacturing Quality EngineerFarmers Branch, TX$110,000–$140,000 / yearCandidates who have successfully improved manufacturing yields, reduced defects, supported production ramps, and implemented robust quality systems within semiconductor, electronics, aerospace, or medical device manufacturing environments will be especially successful in this role. The successful candidate will work closely with Manufacturing Engineering, Process Engineering, Operations, Production, and Supply Chain teams to identify quality issues, perform root cause investigations, implement corrective actions, and improve overall manufacturing performance.
NewPrincipal Product Support Engineer - Secret Clearance JobotPrincipal Product Support Engineer - Secret ClearanceDallas, TX$160,000–$180,000 / yearWith a global customer base including all sectors, from Fortune 500 to up-and-coming startups, we over diverse product lines including, but not limited to, Cloud Services, Artificial Intelligence, Storage, Networking, Supercomputing, and Digital Transformation offerings. Information collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal.
NewCommissioning Engineer Amazon Data Services, Inc.Commissioning EngineerDallas, TXThis team of veteran professional Electrical Engineers, Mechanical Engineers, Controls Engineers, Architectural Engineers, Project Managers, Operators and seasoned Amazonians are uniquely positioned to provide deeply detailed engineering and operational review and testing of equipment designs, operational functionality and construction practices. CxEs review design documents, lead Factory Witness Testing (FWT), and manage third-party commissioning vendors in the performance of onsite pre-functional, functional, and integrated systems testing.
NewLean Manufacturing Engineer JobotLean Manufacturing EngineerDallas, TX$85,000–$105,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. By applying for this job, you agree to receive calls, AI-generated calls, text messages, or emails from Jobot, and/or its agents and contracted partners.
NewElectrical Engineer - Power Studies JobotElectrical Engineer - Power StudiesIrving, TX$110,000–$180,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Their team helps ensure equipment operates safely and consistently by applying strong expertise in electrical engineering, on-site technical support, and workforce training.
NewBAS Sales Engineer – Mission Critical / Data Centers JobotBAS Sales Engineer – Mission Critical / Data CentersDallas, TX$90,000–$120,000 / yearThis role focuses on developing and managing relationships with owners, operators, general contractors, engineering firms, and commissioning teams involved in hyperscale, colocation, and enterprise data center projects. A building automation and systems integration company that designs and implements building management and electrical power monitoring systems for mission-critical facilities, particularly data centers.
Operations Supervisor - Transportation (Supply Chain/Logistics) PenskeOperations Supervisor - Transportation (Supply Chain/Logistics)Coppell, TXFull timeProvide operational leadership to individual contributors and hourly workforce to ensure the execution of daily tasks and activities including driver deliveries, loading/unloading of trailers, and customer service operations in a manner consistent with company services and cost objectives. Demonstrated leadership qualities with strong interpersonal skills and have the ability to connect, build rapport and maintain solid relationships with associates, Company leadership, internal and external customers.
NewMechanical Engineer JobotMechanical EngineerPlano, TX$110,000–$150,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Project experience spans healthcare, education (K–12 and higher ed), federal and military, justice, commercial, industrial, residential, hospitality, data centers, and other institutional markets.
NewSales Engineer - Building Automation JobotSales Engineer - Building AutomationDallas, TX$85,000–$110,000 / yearAs our automation division continues to expand, we are seeking a highly technical Building Automation Systems Leader to drive design excellence, system innovation, and project execution across complex commercial and industrial environments. Our team works closely with engineers, contractors, and facility owners to deliver efficient, scalable control systems that optimize performance, energy usage, and occupant comfort across a wide range of building types.
NewCommissioning Project Engineer (Data Centers) JobotCommissioning Project Engineer (Data Centers)Dallas, TX$90,000–$160,000 / yearMust be self-motivated and well versed in Data Center projects touching on large building MEP systems design, commissioning, retro-commissioning, energy modeling/analysis and construction for complex buildings. Information collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal.
NewBuilding Automation / BAS Applications Engineer JobotBuilding Automation / BAS Applications EngineerDallas, TX$90,000–$120,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Projects may include schools, office buildings, and industrial or manufacturing facilities, with scopes ranging from central plant systems to mechanical room and field-level equipment.
NewSystems Engineer – Enterprise Storage & Kubernetes ECLAROSystems Engineer – Enterprise Storage & KubernetesRichardson, TX$60–$62 / hourResponsibilities:Storage Architecture & Administration:Hardware Lifecycle Management: Configure, provision, optimize, and maintain NetApp All-Flash FAS (AFF) systems, including legacy and modern architectures: AFF A300, A800, A900, next-generation A30, A90, and high-end A9K storage arrays. Cloud-Native Storage Integration:Dynamic Orchestration: Serve as a subject matter expert for NetApp Trident, managing CSI (Container Storage Interface) driver installation, upgrades, and complex storage class definitions.
MLOps Platform Engineer (SageMaker) Pinnacle Technical ResourcesMLOps Platform Engineer (SageMaker)Plano,, Texas$80–$90 / hourContractorThe specific compensation for this position will be determined by several factors, including the scope, complexity, and location of the role, as well as the cost of labor in the market; the skills, education, training, credentials, and experience of the candidate; and other conditions of employment. The ideal candidate will be responsible for designing, implementing, and maintaining machine learning operations platforms to support scalable and efficient deployment of machine learning models.
Infrastructure Engineer - Advanced Pinnacle Technical ResourcesInfrastructure Engineer - AdvancedPlano,, Texas$65–$75 / hourContractorThe successful candidate will be responsible for the design, deployment, configuration, and support of IBM Geographically Dispersed Parallel Sysplex (GDPS) solutions, ensuring high availability, disaster recovery, and business continuity for our critical mainframe environments. The specific compensation for this position will be determined by several factors, including the scope, complexity, and location of the role, as well as the cost of labor in the market; the skills, education, training, credentials, and experience of the candidate; and other conditions of employment.
NewApplied Early Career Program - Field Service Engineer APPLIED MATERIALSApplied Early Career Program - Field Service EngineerDallas, TX$27–$37.40 / hourSalary: $27.00 - $37.40Location: Austin,TX, Boise,ID, Chandler,AZ, Dallas-Richardson,TX, Hillsboro,OR, Phoenix,AZYou’ll benefit from a supportive work culture that encourages you to learn, develop, and grow your career as you take on challenges and drive innovative solutions for our customers. If you would like to contact us regarding accessibility of our website or need assistance completing the application process, please contact us via e-mail at Accommodations_Program@amat.com, or by calling our HR Direct Help Line at 877-612-7547, option 1, and following the prompts to speak to an HR Advisor.
NewProject Engineer III Recaro Aircraft Seating Americas, Inc.Project Engineer IIIFt Worth, TXEffectively participates and contributes in telecoms and meetings with the overseas based engineers and program management by applying engineering knowledge, discussing manufacturing issues, and also suggesting potential seat development topics and innovations. On a large project the Project Manager may delegate certain project management responsibilities to the Project Engineer, including day-to-day interaction with the Client’s designated representative as well as coordination of all internal activities.
NewElectrical Engineer II Recaro Aircraft Seating Americas, Inc.Electrical Engineer IIFt Worth, TXEffectively participates and contributes in telecoms with overseas engineers and program management by applying manufacturing engineering knowledge, discussing manufacturing issues, and also suggesting potential seat development topics and innovations. Responds to concerns of customers by making changes, in regards to IFE/Electrical component integration, in a manner that meets customer expectations and are in conformance with applicable regulations under the supervision of the Project Engineer.
Commercial Construction Project Engineer - 2026 HITT ContractingCommercial Construction Project Engineer - 2026Dallas, TXMaster required job-specific and technical skills in order to promote to an assistant superintendent or assistant project manager following the 12-month training program including, but not limited to, the ability to: Set up and maintain jobsite office and all jobsite records, including project directory, construction documents, subcontractor directory, daily reports, submittal logs, RFI logs, subcontractor correspondence, etc. Ability to learn sector- and project-specific software systems, including but not limited to: Microsoft Office 365 (Project, Excel, Word, Outlook, PowerPoint, etc.), ProCore, Adobe Suite, BlueBeam, and JD Edwards software suite .
NewSales Engineer I CCINTEGRATION INCSales Engineer IPlano, TXLifecycle management: Assist in platform transitions, and component transitions within current platforms, in response to advancing technology and end-of-life (EOL) situations, this includes consulting with customers to help them make intelligent decisions about component replacement and platform migration. Provide proactive and open channels of communication to address technical issues between the Sales staff, the platform vendor, the prospect or customer and appropriate groups within CCI (Production Engineering, Sales Operations, Senior Management).
NewInfrastructure Engineer - Intermediate Pinnacle Technical ResourcesInfrastructure Engineer - IntermediatePlano,, TexasContractorRoles and Responsibilities:As a member of the Infrastructure Engineering team, candidates will play a big part in Planning, Strategizing, and help with designing the platforms, servers, and networks that make it possible for us to provide service to client’s customers, clients, and businesses around the globe each and every day. Maintain Mainframe Network Components: TCP/IP including DVIPA and DDVIPA configurations, IPSEC, IPFILTER, Intrusion Detection Services (IDS), Enterprise Extender (EE), SNA, VTAM, APPN, OSA connectivity interface to the Core.
Design Engineer Butler America AerospaceDesign EngineerGrand Prairie, TX$60–$71 / hourContractorInvestigates pertinent design factors such as ease of manufacture, availability of materials and equipment, interchangeability, replace ability, strength-weight efficiency, and contractual specification requirements and cost. Identifies design errors, omissions, and other deficiencies, and recommends revisions and/or improvements in design layout to responsible engineers or designers.
NewSenior Systems Engineer bpSenior Systems EngineerGrapevine, TX$111,000–$158,000Agility core practices, Agility core practices, API and platform design, Cloud Platforms, Collaboration, Communication, Configuration management and release, Continuous deployment and release, Creating a high performing team, Digital Project Management, Documentation and knowledge sharing, Emerging technology monitoring, Facilitation, Information Security, Mentoring, Metrics definition and instrumentation, NoSql data modelling, Problem Solving, Relational Data Modelling, Risk Management, Scripting, Secure development, Service operations and resiliency, Software Design and Development, Solution Architecture {+ 6 more}. Operating in a hybrid environment (~80% on-prem, 20% Azure), this role leads the design and implementation of complex systems projects, mentors junior staff, enforces best practices, and partners with Security and IT leadership on compliance and strategic planning.
NewEngineer- Construction - II- #26-15024 US Tech Solutions, Inc.Engineer- Construction - II- #26-15024Irving, TXMust have attention to detail, sense of urgency and wireless network (cell site) construction experience as well as technical aptitude with computers to navigate tools. About US Tech Solutions: US Tech Solutions is a global staff augmentation firm providing a wide range of talent on-demand and total workforce solutions.
Linux Engineer BC ForwardLinux EngineerAddison, TX$68–$68.25 / hourFull timeThe ideal candidate will have strong experience in Linux engineering, scripting, automation, and infrastructure operations and a proven ability to design, implement, and support secure, reliable Linux environments with effective monitoring and automation. With delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity.
UAT Application Support Engineer BC ForwardUAT Application Support EngineerPlano, TX$68–$68.25 / hourFull timeThe ideal candidate will have strong experience in UAT and production support, test environment coordination, and application/infrastructure operations and a proven ability to prepare and maintain UAT environments, coordinate multi-team releases, and ensure reliable deployments. With delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity.
Core Network Engineer 5G EclaroCore Network Engineer 5GRichardson, TX$120,000–$125,000 / yearFull timeIn-depth knowledge of mobile voice and data core network architecture (including MNO and MVNO / MVNE infrastructure architecture) as well as network topology, including ability to describe the key elements of a mobile network and understand how the components function and interact as well as how mobile calls are made and received and how mobile data sessions work both in VoLTE and VoNR environments. Responsibilities:Core Network Design, Deployment and Management:Design, deploy, operate, and maintain 5G Core Network (5GC) components including AMF, SMF, UPF, NRF, PCF, AUSF, and UDM across both SA and NSA deployments.
NewSr Data Engineer Lennar HomesSr Data EngineerIrving, TXFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. This role sits at the center of a major infrastructure transformation—migrating our core data platform to AWS and Snowflake—and will be critical to ensuring that work is delivered with engineering rigor, operational resilience, and clear knowledge transfer back to the internal team.
Sr. Network Engineer EclaroSr. Network EngineerArlington, TX$80–$85 / hourFull timeEffectively communicate with management and non-technical personnel on any technology issue to ensure they understand the nature of the issue and current statue easily understood on any outage conference calls. Advanced understanding of network services and networks protocols (to include but not limited to): BGP, OSPF, EIGRP, HSRP, VRRP, VRF, VTP, DHCP, DNS.
Security Engineer II Lennar HomesSecurity Engineer IIIrving, TXFull timeSystems Security: Support enterprise IAM solutions that collectively deliver single sign-on (SSO), multifactor authentication (MFA), identity governance and administration, and privileged access management for all types of identities, including on-premises, hybrid, cloud-only, non-human (service accounts), and application-based credentials (API keys, tokens). Design and implement identity and access controls for AI agents and non-human identities (service accounts, bots, APIs, workloads), including lifecycle management, secrets management, least-privilege roles, and monitoring of machine-to-machine access in alignment with Zero Trust principles.
Sr. Integration, Data & AI Engineer Dexter TechnologiesSr. Integration, Data & AI EngineerDallas, TXFull timeIntegration, Data & AI Engineer is the internal technical owner of company's unified operational platform as it scales across an active portfolio of acquired commercial roofing companies. Reports to: Chief Technology Officer Location: Dallas (Hybrid) Employment: Full-time Seniority: Mid-Senior 5 8 years relevant experience.
Core Network Engineer (IMS) EclaroCore Network Engineer (IMS)Richardson, TXFull timeSupport Roaming and Wholesale teams in the implementation of new roaming agreements, with particular focus on VoLTE and VoNR roaming, including configuration support, IREG testing, and fault resolution during commercial launch of service. Projects:Work with Solution Architects to turn solutions designed for wholesale customers into High Level Design (HLD) documentation. The role focuses on the day-to-day operation, troubleshooting and optimization of the IMS platforms and interconnections . Operational ownership of IMS infrastructure components, including lifecycle management, configuration, software upgrades, vendor coordination, capacity planning, and fault resolution.
Sr. Integration, Data & AI Engineer (Full Time) Dexter TechnologiesSr. Integration, Data & AI Engineer (Full Time)DFW Airport, TXFull timeIntegration, Data & AI Engineer is the internal technical owner of company's unified operational platform as it scales across an active portfolio of acquired commercial roofing companies. You are the person who knows how every integration works, catches problems before partners do, and progressively reduces our dependency on outside help.
Sr. Manager - Infrastructure Operations Engineer Imprimis GroupSr. Manager - Infrastructure Operations EngineerDallas, TXRemote$120,000–$150,000 / yearThis is a highly visible, hands-on role supporting a global infrastructure environment across cloud, systems, networking, identity management, and endpoint technologies. #IMPRIMISGROUP #APPLYTODAY #INFRASTRUCTUREENGINEER #AZURE #INTUNE #PLATFORMENGINEER #DIRECTHIRE #TECHCAREERS.
Lead Systems Operations Engineer Wells Fargo & CoLead Systems Operations EngineerIrving, TXThey are accountable for execution of all applicable risk programs (Credit, Market, Financial Crimes, Operational, Regulatory Compliance), which includes effectively following and adhering to applicable Wells Fargo policies and procedures, appropriately fulfilling risk and compliance obligations, timely and effective escalation and remediation of issues, and making sound risk decisions. Operational Automation: Develop or enhance automation (Python, Bash, GitOps workflows, or AI‑assisted tools), build AI Agents, MCP server and tools, add skill in MCP that eliminates manual effort and streamlines run processes.
Operations Engineer - Electrical, AMER Yondr GroupOperations Engineer - Electrical, AMERTXAs the Operations Engineer - Electrical, AMER you are responsible for critical electrical assets within our regional data centers, ensuring the optimal availability of our technical services and electrical assets throughout their lifecycle, taking into consideration health, safety, environment, costs, investments, and customer requirements. This position will have overall responsibility for all electrical aspects of our regional data centers including, but not limited to, planned and corrective maintenance, technical documentation, review of proposed operational procedures, initial analysis of in-service failures, associated project work, and overall system health.
ConvergeHEALTH - Data Operations Engineer, Expert Services-Innovation_Delivery_Transformation Deloitte Touche Tohmatsu LtdConvergeHEALTH - Data Operations Engineer, Expert Services-Innovation_Delivery_TransformationTX$82,600–$162,800 / yearData Operations Engineers operate at the intersection of data engineering, product, and delivery - primarily collaborating with internal engineering, data, and product teams, and occasionally engaging with client teams and Deloitte Consulting practitioners to ensure data flows are reliable, performant, and continuously improving based on real-world delivery experience. Forward-thinking engineering mindset, including fluency with modern code collaboration workflows (Git, pull requests, code review), practical use of AI-assisted development tools (e.g., Claude Code, GitHub Copilot), and curiosity about emerging AI/ML techniques such as agentic patterns, RAG, and vector databases.
Operations Engineer - Mechanical, AMER Yondr GroupOperations Engineer - Mechanical, AMERTXDemonstrated skills and experience in the design, maintenance, and operation of critical mechanical systems in critical environments, preferably data centers (e.g., chillers, CRAH/CRAC, cooling towers/dry coolers, pumps/valves, heat exchangers, ventilation systems, and hydronic distribution), including understanding of equipment sequences and commissioning/retro-commissioning. Serve as the regional mechanical technical authority during incidents, providing remote/on-site escalation support, recommending response and recovery actions, and supporting the site incident commander to restore systems safely and rapidly while managing risk and customer/SLA impacts.
Senior Operations Engineer, Operations Engineering Amazon.com IncSenior Operations Engineer, Operations EngineeringDallas, TXTo meet timelines and minimize disruption to support teams, you manage the overall schedule, proactively mitigate risks, and keep the scope of engineering deliverables under control. You may work directly with external equipment vendors, customers, or partners, and you have a solid understanding of the design approaches and industry technologies utilized in fulfillment and distribution center designs.
Senior Systems Operations Engineer- ITSM Governance Wells Fargo & CoSenior Systems Operations Engineer- ITSM GovernanceIrving, TX$41.83–$74.04 / hourThey are accountable for execution of all applicable risk programs (Credit, Market, Financial Crimes, Operational, Regulatory Compliance), which includes effectively following and adhering to applicable Wells Fargo policies and procedures, appropriately fulfilling risk and compliance obligations, timely and effective escalation and remediation of issues, and making sound risk decisions. About this role: Wells Fargo is seeking a highly skilled and forward‑thinking Senior Systems Operations Engineer- ITSM Governance to support and strengthen Incident and Problem Management operations within a highly regulated Technology Command Center & Production Management (TCCPM) operations.
Operations Engineer Matador Resources CoOperations EngineerDallas, TXThe Operations Engineer is charged with overseeing completion operations, including design, planning, budgeting, procurement, vendor selection, 24/7 on-call coordination with the field and performing post job analyses. Ability to work in a fast-paced setting, process work rapidly, set priorities, work under pressure, and follow through with assigned tasks with limited supervision.
Systems Operations Engineer TechDigitalSystems Operations EngineerDallas, TXRole: Finance applications, Production support involving upstream and downstream data pipelines queries, follow-ups on systems, Linux-based commands check, Observability tools-based incident fixes & avoidance, Batch processing, Openshift workloads support, Data private cloud support. Excellent with SQL queries, DB usage & understanding (Oracle), Linux commands, Shell scripts, Autosys, Working knowledge of Observability tools such as Splunk, Grafana, Prometheus, AppDynamics, Production support tools.
SRE Operations Engineer HCL Global Systems Inc.SRE Operations EngineerDallas, TXExample: When a Kubernetes pod crash-loop is flagged in Prometheus, L1 should validate it againstrunbooks, check pod logs, and escalate if restart attempts fail. Expectation: Ability to use monitoring dashboards (e.g., Grafana, Datadog, Splunk, Argos, AIOps) toidentify anomalies, follow alert workflows, and escalate when thresholds are breached.