NewPython Developer (Fullstack) TechDigitalPython Developer (Fullstack)San Jose, CADescription: Software development role using python to develop workflows, approval, analytics dashboards, notification systems. · Proficiencies with Protobuf, Blaze, PLX, Spanner, Python, APIs
NewSenior Java Developer TechDigitalSenior Java DeveloperPleasanton, CATo ensure process compliance in the assigned module| and participate in technical discussions/review as a technical consultant for feasibility study (technical alternatives, best packages, supporting architecture best practices, technical risks, breakdown into components, estimations). High level qualifications include excellent collaboration skills, solid troubleshooting, and strong java full stack development skills as well as great communication skills.
Senior System Software Engineer - Neural Graphics Sdks NvidiaSenior System Software Engineer - Neural Graphics SdksSanta Clara, CAOur team builds the Omniverse NuRec SDK to enable robotic, healthcare, and AV developers to build better models faster with closed-loop validation and closed-loop training grounded in real-world scenarios. Track record developing and maintaining developer-focused, production-grade software for computer graphics or computer vision (for instance game engines, rendering software).
Quantitative Developer / Analytics & Dashboard Engineer Neuberger Berman Group LLCQuantitative Developer / Analytics & Dashboard EngineerCA$120,000–$150,000 / yearCore Technical Stack (Representative) Languages: Python, SQL, React Infrastructure: Redhat Openshift, Containers Data Warehouse: Snowflake, Microsoft SQL Server Visualization / Apps: Streamlit/Dash/Plotly, Tableau Version Control & Delivery: Git, Microsoft Azure DevOps. An employee's pay position within the salary range will be based on several factors including, but limited to, relevant education, qualifications, certifications, experience, skills, seniority, geographic location, business sector, performance, shift, travel requirements, sales or revenue-based metrics, market benchmarking data, any collective bargaining agreements, and business or organizational needs.
Raytracing Compiler Engineer - Developer and Performance Technology NVIDIA CorpRaytracing Compiler Engineer - Developer and Performance TechnologySanta Clara, CA$184,000–$287,500 / yearWhat youll be doing: Guide the design and implementation of a new LLVM-based backend JIT compiler targeting NVIDIA GPUs. The base salary range is: $184,000 USD - $287,500 USD for Level 4. $224,000 USD - $356,500 USD for Level 5.
NewGolang Developer TechDigitalGolang DeveloperSan Jose, CAIntegrating the application and automated test suite with CI/CD systems like Jenkins or similar tools. Creating test automation using Golang and providing automated test results.
NewData Analyst / Data Engineer / BI Developer TechDigitalData Analyst / Data Engineer / BI DeveloperSanta Clara, CADesign, build, launch, optimize and extend full-stack Data and business intelligence solutions spanning extraction, storage, transformation and visualization layers. Experience with data platform and visualization technologies such as Google plx dashboards, Data Studio, GoogleSQL, and BigQuery.
Software Development Engineer -Ai/Agentic Systems Equinix, Inc.Software Development Engineer -Ai/Agentic SystemsRedwood City, CADevelop the Agent Build Platform: a low-code, UI graph-based workflow builder that enables developers without deep agentic knowledge to compose and deploy production-ready agentic workflows. The Senior Requirements Engineer for AI Agents & Agentic Workflows is a critical role within the Developer Experience Program (EDP), responsible for defining and shaping the requirements for Equinix's most forward-looking developer productivity investments.
Head of Systems Integrators Fireworks.ai IncHead of Systems IntegratorsSan Mateo, CA$330,000–$380,000 / yearWorking knowledge of how GSIs operate - practice formation, CoE funding, delivery authority, internal service line competition - from the inside or from working alongside them closely. What You Bring: 8-10 years across top-tier consulting, enterprise technology or AI/ML vendor roles, or senior SI alliance leadership - with direct exposure to how GSIs structure, sell, and deliver.
Software Engineer (SDS Core - Data and Test Flywheel) Applied IntuitionSoftware Engineer (SDS Core - Data and Test Flywheel)Sunnyvale, CaliforniaApplied Intuition is headquartered in Sunnyvale, California, with offices in Washington, D.C. San Diego; Ft. Walton Beach, Florida; Ann Arbor, Michigan; London; Stuttgart; Munich; Stockholm; Bangalore; Seoul; and Tokyo. The Data and Test Flywheel Engineer will be a key member of Applied Intuition’s data flywheel initiative — building the systems that connect vehicle data collection, training, and automated model improvement.
Business Systems Analyst (Smartsheet) ICONMA, LLCBusiness Systems Analyst (Smartsheet)Sunnyvale, CA$69.07–$74.07 / hourExperience building solutions with Advanced Capabilities including Sheet Automations, Cross- sheet references/cell linking, DataTable, Document Builder, Workload Tracking, etc. In addition to the solution design and implementation responsibilities, the Business Analyst will play a crucial role in production support, ensuring the smooth operation of implemented solutions.
Staff Cloud Backend Developer ALSOStaff Cloud Backend DeveloperPalo Alto, CaliforniaWe’re a passionate team of builders, dreamers, doers and innovators, focused on creating entirely new (not to mention, innovative and delightful) vertically integrated, small EVs designed to meet the global mobility challenges of today and tomorrow. As a Staff Backend Developer on the Also backend team, you will drive technical excellence and architectural decisions for our core infrastructure that delivers an excellent customer experience on Also’s flagship connected EVs.
Senior Salesforce Developer - Remote Cherokee Nation BusinessesSenior Salesforce Developer - RemoteSan Jose, CARemote$120,000–$160,000 / yearThe Senior Developer mentors junior staff, reduces technical debt through best practices, and ensures high-quality, secure, and performant Salesforce implementations. This role leads technical design, builds scalable Apex and Lightning-based solutions, integrates Salesforce with enterprise systems, and supports the full software development lifecycle.
Staff Software Development Engineer - Rust, Compilers, and GPU Systems Advanced Micro Devices, IncStaff Software Development Engineer - Rust, Compilers, and GPU SystemsSan Jose, CaliforniaYou may move between Rust source semantics, rustc internals, intermediate representations, MLIR and LLVM, target-specific code generation, object formats, runtimes, GPU ISA, firmware, and hardware interfaces. Strong production Rust experience, including ownership and borrowing, lifetimes, traits and generics, error handling, concurrency, FFI, and the careful design of safe abstractions over unsafe operations.
UX Engineer - Design Systems GetInsuredUX Engineer - Design SystemsMountain View, CA$110,000–$160,000 / yearIn this role, you'll focus on design-to-code systems, creating the infrastructure, tooling, and component libraries that enable UI developers to build faster, more consistent, and more accessible experiences at scale. Our innovative approach to health insurance shopping and enrollment has expanded beyond exchanges, and we are now reinventing how states administer safety net programs such as Medicaid, SNAP (food stamps), child care, and unemployment insurance.
Power Systems Specialist, Tapestry X Development LLCPower Systems Specialist, TapestryMountain View, CA$159,000–$277,000 / yearArchitect and define next-generation agentic planning workflows for large load developers, translating complex transmission planning, RTO/ISO requirements, and grid challenges into technical product specifications and user stories, while maintaining a strategic technical perspective to align product capabilities with regulatory changes. Strong understanding of power system principles, including power flow, short circuit analysis, contingency analysis, power factor correction, power system stability and Electromagnetic Transient modeling related to Large Load models.
Application Developer Super Micro Computer, Inc.Application DeveloperSan Jose, CA$85,000–$110,000 / yearAbout Supermicro: Supermicro is a Top Tier provider of advanced server, storage, and networking solutions for Data Center, Cloud Computing, Enterprise IT, Hadoop/ Big Data, Hyperscale, HPC and IoT/Embedded customers worldwide. The role is responsible for supporting database environments, Salesforce Service Cloud administration, system automation, application enhancements, user access management, and operational support activities.
Staff Platform Software Engineer Intuitive Surgical IncStaff Platform Software EngineerSunnyvale, CACritical to the success of this role is experience in leading small technical teams to successfully drive product specification and early engineering development for new technology-based instruments and platforms, from inception to early feasibility studies and regulatory clearances. Contribute broadly to multiple areas of software development for our distributed multi-processor systems, including but not limited to video and servo hardware control and monitoring, inter-processor communication subsystem development, system diagnostic and service application development, user interface development.
Software Test Manager, AI Systems quadric, IncSoftware Test Manager, AI SystemsBurlingame, CA$110,000–$270,000 / yearThe actual base salary offered will depend on a number of factors, including the specific level of the role, years and depth of relevant experience, technical skills and competencies, the criticality of the role to the business, internal equity, and work location. These in-person moments are an important part of how we build relationships, collaborate effectively, and align on priorities, and participation is expected for all team members, including those working in a primarily hybrid or remote capacity.
Senior Rust Developer - Proxy Solution F5, IncSenior Rust Developer - Proxy SolutionSan Jose, CAAbout the Role: We are seeking a highly skilled Senior Rust Developer to join our team in designing and developing an enterprise-grade, high-performance proxy solution using Rust. Please note that F5 only contacts candidates through F5 email address (ending with @f5.com) or auto email notification from Workday (ending with f5.com or @myworkday.com).
Senior Staff Engineer, Developer Infrastructure & Experience Health GPT IncSenior Staff Engineer, Developer Infrastructure & ExperienceMenlo Park, CAYou'll set direction across the full software delivery lifecycle - testing architecture, build and release pipelines, feature flag strategy, observability, and developer tooling - partnering directly with ML researchers, clinical advisors, and product leaders to turn ambiguous requirements into production systems robust enough for healthcare contexts. From establishing the design patterns that keep a fast-growing codebase comprehensible and testable by humans, to building the deployment infrastructure that makes frequent, safe releases possible, your work will determine how Hippocratic AI ships software for years to come.
Software Developer-Mid Career Lawrence Livermore National LaboratorySoftware Developer-Mid CareerLivermore, CA$175,530–$267,060 / yearSubject matter expert knowledge and expert-level experience designing, implementing, deploying, and maintaining software systems using object-oriented analysis, design, and programming techniques. Our mission spans four critical national security areas nuclear deterrence, threat preparedness, energy security, and multi-domain defense empowering teams to take on the toughest challenges of today and tomorrow.
Technical Lead - Software Developer, Data Foundry Eli Lilly and CoTechnical Lead - Software Developer, Data FoundrySouth San Francisco, CA$151,500–$244,200 / yearOur current groups include: Africa, Middle East, Central Asia Network, Black Employees at Lilly, Chinese Culture Network, Japanese International Leadership Network (JILN), Lilly India Network, Organization of Latinx at Lilly (OLA), PRIDE (LGBTQ+ Allies), Veterans Leadership Network (VLN), Women's Initiative for Leading at Lilly (WILL), enAble (for people with disabilities). Data Foundry is a multidisciplinary team within DTP that enables AI-native drug discovery through four integrated pillars: Architecture4Insight (data infrastructure and scientific software), Methods4Insight (analytical and computational methods), Automation & Scale4Insight (lab automation and agentic workflows), and Preparedness4Insight (data governance and readiness).
Vision Systems Engineer, Automation Engineering Tesla IncVision Systems Engineer, Automation EngineeringFremont, CA$91,600–$195,600 / yearProven experience working with vision libraries such as HALCON, OpenCV, PyTorch, or TensorFlow including image acquisition, preprocessing, feature extraction, machine learning, and algorithm optimization. In this role, you will work closely with many organizations both internal and external to Tesla, developing the tools necessary to support bringing new battery designs from initial concept through into full production.
Backend Engineer, AI Systems GFiberBackend Engineer, AI SystemsSunnyvale, CaliforniaTest, evaluate, and fine-tune AI agents, RAG pipelines, and Model Context Protocol (MCP) implementations to hit strict performance targets using real-world data. This role requires a strong understanding of microservice architecture, RESTful APIs, design patterns, and distributed systems, along with the emerging AI trends and expertise in modern AI systems.
Power Systems Engineer, Tapestry X Development LLCPower Systems Engineer, TapestryMountain View, CA$159,000–$277,000 / yearBy driving model quality assurance, optimizing data ingestion, and continuously refining our validation frameworks, you will play a pivotal role in scaling the reach, reliability, and real-world impact of our AI-powered grid platform. The following areas are handled by cross-functional partners: Core Software & Automation Development: Use and provide feedback on the tools, and not responsible for writing production code to build the underlying platform or automate the pipeline infrastructure.
Algorithm Developer Applied Materials IncAlgorithm DeveloperSanta Clara, CA$184,000–$253,000 / yearIf 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. The salary offered to a selected candidate will be based on multiple factors including location, hire grade, job-related knowledge, skills, experience, and with consideration of internal equity of our current team members.
Senior Director, Developer Marketing NVIDIA CorpSenior Director, Developer MarketingSanta Clara, CAWhat you'll be doing: Set the vision, strategy, and operational plan for developer marketing across NVIDIA's software and compute ecosystem, focusing on developer audience strategy, market positioning, investment priorities, educational programs, and the operational shift toward reaching both humans and agents. Shown understanding of how the open-source community operates, with firsthand experience engaging developer audiences across Hugging Face Hub, open-source model frameworks, and AI repositories supported by contributors.
NewSoftware Engineer / Research Engineer Aditi ConsultingSoftware Engineer / Research EngineerMenlo Park, CA$65–$70 / hourConsent to Communication and Use of AI Technology: By submitting your application for this position and providing your email address(es) and/or phone number(s), you consent to receive text (SMS), email, and/or voice communication whether automated (including auto telephone dialing systems or automatic text messaging systems), pre-recorded, AI-assisted, or individually initiated from Aditi Consulting, our agents, representatives, or affiliates at the phone number and/or email address you have provided. You'll own complex, long-running technical workflows end to end — implementation, validation, documentation, and follow-through — and design and maintain the tasks, benchmarks, and test suites that measure CUA capability as the underlying models, APIs, and infrastructure keep evolving.
UX Engineer - Design Systems Vimo, Inc.UX Engineer - Design SystemsMountain View, CA$110,000–$160,000 / yearStrong experience with design systems and component libraries - building and scaling them in Storybook, maintaining tokens (CSS variables, Style Dictionary, Tokens Studio), and publishing packages (npm, monorepos). In this role, you'll focus on design-to-code systems, creating the infrastructure, tooling, and component libraries that enable UI developers to build faster, more consistent, and more accessible experiences at scale.
Senior Embedded Software Engineer Intuitive Surgical IncSenior Embedded Software EngineerSunnyvale, CACertain information you provide as part of the application will be used for purposes of determining whether Intuitive Surgical will need to (i) obtain an export license from the U.S. Government on your behalf (note: the government's licensing process can take 3 to 6+ months) or (ii) implement a Technology Control Plan ("TCP") (note: typically adds 2 weeks to the hiring process). U.S. Export Controls Disclaimer: In accordance with the U.S. Export Administration Regulations (15 CFR §743.13(b)), some roles at Intuitive Surgical may be subject to U.S. export controls for prospective employees who are nationals from countries currently on embargo or sanctions status.
Staff FPGA Engineer (Future Forward) Intuitive Surgical IncStaff FPGA Engineer (Future Forward)Sunnyvale, CACertain information you provide as part of the application will be used for purposes of determining whether Intuitive Surgical will need to (i) obtain an export license from the U.S. Government on your behalf (note: the government's licensing process can take 3 to 6+ months) or (ii) implement a Technology Control Plan ("TCP") (note: typically adds 2 weeks to the hiring process). U.S. Export Controls Disclaimer: In accordance with the U.S. Export Administration Regulations (15 CFR §743.13(b)), some roles at Intuitive Surgical may be subject to U.S. export controls for prospective employees who are nationals from countries currently on embargo or sanctions status.
NewSr FPGA Designer Intuitive Surgical IncSr FPGA DesignerSunnyvale, CACertain information you provide as part of the application will be used for purposes of determining whether Intuitive Surgical will need to (i) obtain an export license from the U.S. Government on your behalf (note: the government's licensing process can take 3 to 6+ months) or (ii) implement a Technology Control Plan ("TCP") (note: typically adds 2 weeks to the hiring process). U.S. Export Controls Disclaimer: In accordance with the U.S. Export Administration Regulations (15 CFR §743.13(b)), some roles at Intuitive Surgical may be subject to U.S. export controls for prospective employees who are nationals from countries currently on embargo or sanctions status.
Developer Marketing Manager ID.meDeveloper Marketing ManagerMountain View, CA$180,000–$220,000 / yearTranslate engineering specs and PRDs into clear, developer-friendly content that respects developers' time and intelligence - turning concepts like Applications, Policies, and the workflow engine into plain-language how-tos. Write and ship technical content: quickstarts, integration guides, API reference improvements, sample apps, and code snippets for the modular API suite (Face API, Age Verification, White-Label, Green-Label).
NewMendix Lead Developer TechDigitalMendix Lead DeveloperSanta Clara, CACollaborate with cross-functional teams to define, design, and deploy new features. • Stay up-to-date with the latest Mendix versions to ensure our applications remain current and competitive.
Senior/Staff Software Engineer - Embedded Linux Operating Systems Zoox IncSenior/Staff Software Engineer - Embedded Linux Operating SystemsFoster City, CA$235,000–$300,000 / yearZoox's Robot Software Infrastructure team is seeking a passionate software engineer to help develop and advance the common performant operating system that powers several devices on our vehicle including Autonomy systems. This team develops platform-level software and services, including operating systems that enable complex, hardware-accelerated workloads critical for autonomous driving on automotive-grade hardware.
Materials Program Manager SkydioMaterials Program ManagerHayward, California$136,000–$179,000 / yearThe Skydio team combines deep expertise in artificial intelligence, best-in-class hardware and software product development, operational excellence, and customer obsession to empower a broader, more diverse audience of drone users, from utility inspectors to first responders , soldiers in battlefield scenarios , and beyond . As a Materials Program Manager at Skydio, you will bring your supply chain and materials management knowledge and skills to enable our growth by driving dynamic material strategy and execution via the Clear-to-Build process for our drones and docks, and visionary future products in a highly regulated environment.
Materials Program Manager Skydio, Inc.Materials Program ManagerHayward, CA$136,000–$179,000 / yearAbout the Role: As a Materials Program Manager at Skydio, you will bring your supply chain and materials management knowledge and skills to enable our growth by driving dynamic material strategy and execution via the Clear-to-Build process for our drones and docks, and visionary future products in a highly regulated environment. The Skydio team combines deep expertise in artificial intelligence, best-in-class hardware and software product development, operational excellence, and customer obsession to empower a broader, more diverse audience of drone users, from utility inspectors to first responders, soldiers in battlefield scenarios, and beyond.
Senior System Software Engineer, GPU Performance Profiling NVIDIA CorpSenior System Software Engineer, GPU Performance ProfilingSanta Clara, CA$152,000–$241,500 / yearThe successful Profiling Tools Engineer will work with the NVIDIA Compute Tools team to build tools to enable developers worldwide to harness the full power of NVIDIA GPUs. Join the NVIDIA Developer Tools team and empower engineers throughout the world developing innovative products in Automotive, VR, Gaming, Deep Learning, and High Performance Computing!
Senior System Software Engineer - Halos Core and Robotics Platform NVIDIA CorpSenior System Software Engineer - Halos Core and Robotics PlatformSanta Clara, CAAs a System Software Engineer, you will get an opportunity to work on high-performance NVIDIA edge AI platforms running complex mixed-criticality software stacks across QNX, Linux, hypervisors, safety partitions, accelerators, and real-time AI workloads, and work alongside industry experts in diverse teams and projects. Leading vehicle manufacturers, tier 1 suppliers, mapping and simulation companies, software and sensor providers, and startups around the world are developing on the NVIDIA Halos platform to deliver the best solutions for the new world of mobility.
Senior System Software Architect - Halos Core and Robotics Platform NVIDIA CorpSenior System Software Architect - Halos Core and Robotics PlatformSanta Clara, CAAs a Senior System Software Architect, you will get an opportunity to architect high-performance NVIDIA edge AI platforms running complex mixed-criticality software stacks across QNX, Linux, hypervisors, safety partitions, accelerators, and real-time AI workloads, and work alongside industry experts in diverse teams and projects. Leading vehicle manufacturers, tier 1 suppliers, mapping and simulation companies, software and sensor providers, and startups around the world are developing on the NVIDIA Halos platform to deliver the best solutions for the new world of mobility.
Senior System Software Engineer, Interactive World Models NVIDIA CorpSenior System Software Engineer, Interactive World ModelsSanta Clara, CACollaborate with research, simulation, rendering, robotics, and autonomous-vehicle teams to make technical tradeoffs, integrate capabilities into downstream workflows, and own complex modules or cross-team projects that shape technical direction and roadmaps. Demonstrated engineering judgment and a record of turning technically complex prototypes into reliable products through thoughtful tradeoffs, testing, and delivery, along with ownership of complex modules or cross-team projects and clear communication with partners.
Member of Technical Staff - System Modeling Computation Unconventional AIMember of Technical Staff - System Modeling ComputationPalo Alto, CAAs a Member of Technical Staff, System Modeling (Computation), you will be part of a hands-on R&D team building simulation frameworks that enable evaluation and rapid iteration across all layers of unconventional physics-based computing systems for machine learning workloads. You will build tools that enable rapid iteration, multiple architectures, and rich metrics/visualization, leveraging frameworks best suited for scientific ML (e.g., JAX, PyTorch, or custom CUDA/Triton kernels).
Power System Engineer - Interconnection Studies GridCAREPower System Engineer - Interconnection StudiesRedwood City, CaliforniaDevelop power flow and stability models to evaluate system impact for new interconnections, including data centers and renewable generation (inverter-based resources). In this role, you’ll conduct in-depth technical analyses, support developing study automation tools, analyze results and prepare study reports to review with customers.
Senior Principal Engineer, Hardware Application Engineering - Board & System Design Inabia Software & Consulting Inc.Senior Principal Engineer, Hardware Application Engineering - Board & System DesignSanta Clara, CAFull timeThe organization is seeking a Senior Principal Engineer specializing in Board and System Hardware Design to serve as a senior technical authority supporting customer hardware platforms built around advanced networking and AI infrastructure solutions. This is a hands-on individual contributor role requiring deep expertise in board architecture, PCB design, power delivery, thermal management, system bring-up, and productization of high-performance computing and networking platforms.
Senior System Software Architect - Halos Core And Robotics Platform NvidiaSenior System Software Architect - Halos Core And Robotics PlatformSanta Clara, CAAs a Senior System Software Architect, you will get an opportunity to architect high-performance NVIDIA edge AI platforms running complex mixed-criticality software stacks across QNX, Linux, hypervisors, safety partitions, accelerators, and real-time AI workloads, and work alongside industry experts in diverse teams and projects. Leading vehicle manufacturers, tier 1 suppliers, mapping and simulation companies, software and sensor providers, and startups around the world are developing on the NVIDIA Halos platform to deliver the best solutions for the new world of mobility.
Senior System Software Engineer - Halos Core And Robotics Platform NvidiaSenior System Software Engineer - Halos Core And Robotics PlatformSanta Clara, CALeading vehicle manufacturers, tier 1 suppliers, mapping and simulation companies, software and sensor providers, and startups around the world are developing on the NVIDIA Halos platform to deliver the best solutions for the new world of mobility. We are looking for a versatile Senior System Software Engineer to help build NVIDIA Halos, our full-stack safety platform for physical AI: autonomous vehicles, humanoids, industrial robots, and intelligent machines that sense, decide, and act in the real world.
Staff System Software Engineer, Rtl-To-Gds Flow Platform NvidiaStaff System Software Engineer, Rtl-To-Gds Flow PlatformSanta Clara, CAWhat we need to see: Bachelor's degree in Computer Science, Computer Engineering, Electrical Engineering, or a related field, or equivalent experience, at least 12 years of relevant software engineering experience. What you'll be doing: Design the control plane that turns engineering intent and layered configuration into repeatable workflow stages, generated artifacts, tool execution, and validation results.
NewWindows System Software Engineer CylakeWindows System Software EngineerSunnyvale, California$150,000–$250,000 / yearWe are looking for an exceptional Windows systems engineer with deep expertise in Windows kernel internals, operating system architecture, and endpoint technologies, who understands Windows below the Win32 API, from the NT kernel and executive subsystems to process lifetime management, memory internals, and modern platform security. You'll be designing and building the low-level endpoint infrastructure that powers real-time telemetry, behavioral detection, and system instrumentation across modern Windows environments.
System Software Engineer, Engineering Workflow Platform NVIDIA CorpSystem Software Engineer, Engineering Workflow PlatformSanta Clara, CAYou will work alongside senior platform and flow architects to evolve existing Tcl, Make, Perl, Python, YAML, and job-launch infrastructure into a clearer control-plane platform for complex engineering workflows. Background with shared filesystems, partial writes, stale state, locking, reproducibility, generated artifacts, batch jobs, tests, migrations, documentation, or debug tooling.