Database admin/Database Engineer Pinnacle Technical ResourcesDatabase admin/Database EngineerSunnyvale, California$75–$80 / 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. Successfully placed or hired candidates would only be asked for banking details after accepting an offer from us during our official onboarding processes as part of payroll setup.
NewBAS/HVAC Control Systems Engineer JobotBAS/HVAC Control Systems EngineerSan Jose, CA$115,000–$155,000 / 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. As a Systems Engineer on our team, you will be responsible for operating control software, developing basic databases, and interpreting floor plans to identify mechanical and electrical equipment such as VAVs, FCUs, AHUs, chillers, and pumps.
Software Engineer Visa Technology and Operations LLCSoftware EngineerFoster City, CA$97,800–$152,100 / yearBasic Qualifications • Bachelor's degree, OR 3+ years of relevant work experience Preferred Qualifications • Bachelor’s degree in Computer Science, Computer Information Systems, Computer Engineering, or closely related field and 2 years of experience in the job offered or in a software engineer-related occupation. Join our dynamic Visa Cybersecurity – Product Security Engineering team, a key component of Visa's Technology organization, where you will play a crucial role in securing and innovating Visa's products and services.
Manufacturing Test Development Engineer JobotManufacturing Test Development EngineerSunnyvale, CA$95,000–$200,000 / 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. We are seeking an experienced Manufacturing Test Development Engineer to design, develop, and deploy manufacturing test solutions for complex, high‑performance hardware systems, from PCB and PCBA through full system‑level test.
NewData Engineer - Sr. Consultant level Visa Technology and Operations LLCData Engineer - Sr. Consultant levelFoster City, CA$169,100–$270,800 / yearVisa is a world leader in payments technology, facilitating transactions between consumers, merchants, financial institutions and government entities across more than 200 countries and territories, dedicated to uplifting everyone, everywhere by being the best way to pay and be paid. Masters, MBA, JD, MD) or 2 years of work experience with a PhD Preferred Qualifications • 9 or more years of relevant work experience with a Bachelor Degree or 7 or more relevant years of experience with an Advanced Degree (e.g.
Staff Data Engineer Visa Technology and Operations LLCStaff Data EngineerFoster City, CA$146,200–$233,700 / yearVisa is a world leader in payments technology, facilitating transactions between consumers, merchants, financial institutions and government entities across more than 200 countries and territories, dedicated to uplifting everyone, everywhere by being the best way to pay and be paid. At Visa, you'll have the opportunity to create impact at scale — tackling meaningful challenges, growing your skills and seeing your contributions impact lives around the world.
Data Engineer II Pinnacle Technical ResourcesData Engineer IISunnyvale,, CaliforniaContractorThe 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, building, and maintaining scalable data pipelines and systems to support our organization's data needs.
CI/CD and Automation Infrastructure Engineer Tanisha SystemsCI/CD and Automation Infrastructure EngineerCupertino, CAFull timeRole Purpose: Build and maintain scalable CI, automation and dashboard infrastructure that enables reliable test execution across media, platform and device validation workflows. • Build and maintain XCTest/XCUITest frameworks, Jenkins pipelines and supporting test infrastructure.
RF Test Engineer CYNET SYSTEMSRF Test EngineerMountain View, CA$50–$55 / hourTemporaryContractorPart timePerform Radiated/Conducted TRP/TIS/aGPS Testing, in signaling or non-signaling mode, using test chambers, including but not limited to, R&S Anechoic chamber; BlueTest Chamber; GTS chamber, etc. Perform RF System Testing on devices for design verification and system validation, including controlled (conducted and radiated) test environment tests for RF performance, interference, noise floor (RSSI), coexistence (multiple-radios), throughput, etc.
Data Engineer -Snowflake + Python Tanisha SystemsData Engineer -Snowflake + PythonSunnyvale, CAFull timeData Insights and KPIs: Working experience on generating and visualizing data insights, metrics, and KPIs. Data engineering and BI experience using databases like Snowflake, Oracle, Postgres.
Senior Data Engineer / Data Engineering Lead Tanisha SystemsSenior Data Engineer / Data Engineering LeadFoster City, CAFull timeFacilitate architecture reviews, workshops, and stakeholder discussions; Ability to communicate complex technical concepts to business and executive stakeholders; Stakeholder Management – Build strong relationships with business, IT, and external partners; Manage competing priorities and drive consensus among stakeholders; Demonstrate customer-centric and consultative engagement skills. Skills / Experience 10+ years of experience in Data Engineering, Data Integration, or Data Platform delivery; hands-on experience with Databricks on AWS; Apache Spark, PySpark, Delta Lake, and Lakehouse architecture.
Founding Full Stack Engineer JobotFounding Full Stack EngineerMountain View, CA$160,000–$200,000 / 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. Take end-to-end ownership of major platform components, including: Front End – Build modern interfaces using React/Next.js, JavaScript, TypeScript, and HTML5.
NewData Engineer (AVANADE) BC ForwardData Engineer (AVANADE)Pleasanton, CA$50–$58.82 / hourFull timeThe ideal candidate will have strong experience in Databricks, PySpark, Python, Spark SQL, and Informatica and a proven ability to lead complex data platform modernization and migration initiatives from legacy Oracle and Informatica platforms to Databricks. BCforward is a leading global IT consulting and workforce solutions firm providing services and support to Fortune 500 and government clients.
Junior data scientist/Software Engineer (Remote) SynergisticITJunior data scientist/Software Engineer (Remote)San Jose, CARemote$82,000–$127,000 / yearFull timeSince 2010, we’ve helped thousands of candidates land full-time jobs at tech leaders like Google, Apple, PayPal, Visa, Western Union, Wells Fargo, Intel, Paypal, JPMC, Wayfair, BOA, CITI and hundreds more with Job offers of $95k to $154k. Currently, We are looking for entry-level software programmers, Java Full stack developers, Python/Java developers, Data analysts/Data Engineers/ Data Scientists, Machine Learning engineers for full time positions with clients.
Database admin/Database Engineer PinnacleDatabase admin/Database EngineerSunnyvale, CA$75–$80 / hourThe 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. Successfully placed or hired candidates would only be asked for banking details after accepting an offer from us during our official onboarding processes as part of payroll setup.
Database Engineer Manpower EngineeringDatabase EngineerFoster City, CA$75–$80 / hourTemporaryManpowerGroup® (NYSE: MAN), the leading global workforce solutions company, helps organizations transform in a fast-changing world of work by sourcing, assessing, developing, and managing the talent that enables them to win. We are recognized consistently for our diversity - as a best place to work for Women, Inclusion, Equality and Disability and in 2023 ManpowerGroup was named one of the World's Most Ethical Companies for the 14th year - all confirming our position as the brand of choice for in-demand talent.
Database Engineer Ursus, Inc.Database EngineerFoster City, CA$71–$81.78 / hourTOP 3 SKILLS: Proven experience as a Database Engineer/DBA with strong proficiency in SQL, query optimization, and DBMSs (PostgreSQL, MySQL, SQL Server, Redshift). Solid experience with AWS database services (RDS, Aurora, Redshift) and infrastructure-as-code (IaC) for managing database resources.
Staff Database Engineer, Database Engineering Tesla IncStaff Database Engineer, Database EngineeringFremont, CA$200,000–$300,000 / yearAlong with competitive pay, as a full-time Tesla employee, you are eligible for the following benefits at day 1 of hire: Medical plans > plan options with $0 payroll deduction. You will support the current fleet through observability, monitoring, automating, as well as building resilient, reliable, and scalable databases and tools.
Database admin/Database Engineer Pinnacle Group IncDatabase admin/Database EngineerSunnyvale, CA$75–$80 / hourThe 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. Job Overview: We are seeking a skilled and experienced Database Admin/Database Engineer to join our team in Sunnyvale, California.
Database Engineer Vertex Sigma SoftwareDatabase EngineerFoster City, CADatabase Engineer Onsite in Foster City, CA | 5 days in office 40 hour work week but must be open to flexible hours (i.e. before or after typical business hours) As a Database Engineer, you will design, build, and operate scalable, secure data stores that power our applications and analytics. You’ll partner closely with application and data teams to shape schemas, tune performance, and automate operations using AWS and infrastructure-as-code.
Database Engineer LancesoftDatabase EngineerFoster City, CA$80You’ll partner closely with application and data teams to shape schemas, tune performance, and automate operations using AWS and infrastructure-as-code. As a Database Engineer at Company, you will design, build, and operate scalable, secure data stores that power our applications and analytics.
Senior Database Engineer, RDS/Aurora MySQL Amazon.com IncSenior Database Engineer, RDS/Aurora MySQLEast Palo Alto, CAAs a member of the UC organization, you'll support the development and management of Compute, Database, Storage, Internet of Things (Iot), Platform, and Productivity Apps services in AWS, including support for customers who require specialized security solutions for their cloud services. Our Database Engineering team works with strategic customers to help scale and optimize database workloads and design, build, and improve the Aurora managed database service.
Senior CockroachDB Database Engineer / Site Reliability Engineer (SRE) Resource Logistics, Inc.Senior CockroachDB Database Engineer / Site Reliability Engineer (SRE)Sunnyvale, CAWe are seeking a highly skilled CockroachDB Database Engineer with strong Site Reliability Engineering (SRE) experience to design, implement, manage, and optimize large-scale distributed database platforms. The role requires close collaboration with development, infrastructure, and platform engineering teams to ensure highly available, resilient, and scalable database services.
Senior Staff Database Engineer ServiceNow IncSenior Staff Database EngineerSanta Clara, CA$165,500–$289,600 / year12 years of related experience with a Bachelor''s degree; or 8 years and a Master''s degree; or a PhD with 5 years experience; or equivalent experience in database engineering in large-scale, enterprise environments - database-focused background required. For positions requiring access to controlled technology subject to export control regulations, including the U.S. Export Administration Regulations (EAR), ServiceNow may be required to obtain export control approval from government authorities for certain individuals.
Senior Database Engineer (Consultant/Contract) IRC294933 GlobalLogic IncSenior Database Engineer (Consultant/Contract) IRC294933San Jose, CARemoteGlobalLogic takes many factors into consideration in making an offer, including candidate qualifications, work experience, operational needs, travel and onsite requirements, internal peer equity, prevailing wage, responsibilities, and other market and business considerations. Strategic Roadmap: Provide a comprehensive "State of the Union" report on our database health, including a prioritized list of technical debt and architectural improvements.
Database Engineer (PostgreSQL / SQL Server / Oracle / Ansible) PeopleNTech LLCDatabase Engineer (PostgreSQL / SQL Server / Oracle / Ansible)Santa Clara, CAWe are looking for a skilled Database Engineer with strong expertise in PostgreSQL and SQL Server , along with exposure to Oracle and automation using Ansible . The role involves managing, optimizing, and automating database environments to ensure high availability, performance, and scalability.
Staff Database Engineer and AI Orchestrator Coupang IncStaff Database Engineer and AI OrchestratorMountain View, CA$164,000–$282,000 / yearIn this role, you will be responsible for developing tools and automation (scripts, AI) for reliable operations of Aurora MySQL, Aurora PostgreSQL, DocumentDB, DynamoDB, Cassandra, and TiDB databases in a high-traffic, mission-critical e-commerce environment. You will work closely with development teams and application teams to ensure database reliability, performance, and availability while driving operational excellence through automation and best practices.
Database Engineer, Amazon Redshift Amazon.com IncDatabase Engineer, Amazon RedshiftEast Palo Alto, CAWe pioneered cloud computing and never stopped innovating - that's why customers from the most successful startups to Global 500 companies trust our robust suite of products and services to power their businesses. We expect candidates to be able to: Demonstrate in-depth knowledge of database or data warehouse systems internals including relational database design and distributed databases/MPP architectures.
Senior Developer Technology Engineer, High-Performance Databases NVIDIA CorpSenior Developer Technology Engineer, High-Performance DatabasesSanta Clara, CAWork directly with other technical experts in their fields (industry and academia) to perform in-depth analysis and optimization of complex data intensive workloads to ensure the best possible performance of current GPU architectures. DevTechs work with external technologists to investigate performance of their applications, design parallel algorithms and implement optimizations in a GPU accelerated computing environment.
NewDataBase Engineer PTC Windchill (Infra PLM Systems) TechDigital CorporationDataBase Engineer PTC Windchill (Infra PLM Systems)Menlo Park, CAJob Description: DBA requires install, configure, and manage the PTC Windchill database infrastructure for client's Infra PLM reboot — a P1 initiative supporting 120K+ parts, growing product complexity, and manufacturing diversity across multiple ODMs. The PLM team currently processes 600+ engineering change orders/month and cannot absorb database architecture work while maintaining SLA on ECO management.
NewDataBase Engineer — PTC Windchill (Infra PLM Systems) TechDigitalDataBase Engineer — PTC Windchill (Infra PLM Systems)Menlo Park, CAJob Description: DBA requires install, configure, and manage the PTC Windchill database infrastructure for client's Infra PLM reboot — a P1 initiative supporting 120K+ parts, growing product complexity, and manufacturing diversity across multiple ODMs. The PLM team currently processes 600+ engineering change orders/month and cannot absorb database architecture work while maintaining SLA on ECO management.
Senior Software Engineer, AI Data Systems & Database Infrastructure Ambient AI IncSenior Software Engineer, AI Data Systems & Database InfrastructureRedwood City, CAYou will also work closely with AI teams to build the data infrastructure that supports modern AI applications, including vector search, retrieval-augmented generation, embedding stores, model evaluation datasets, analytical workloads, and low-latency data access for AI-powered product experiences. Powered by Ambient Pulsar, the first reasoning Vision-Language Model purpose-built for physical security, our platform seamlessly integrates with existing security cameras and physical access control systems to unify monitoring, access control, threat assessment, response, and investigations through an always-on reasoning layer that augments security operators with superhuman capabilities.
Senior Software Engineer, Database Internals, AlloyDB Google LLCSenior Software Engineer, Database Internals, AlloyDBSunnyvale, CAWe"re looking for engineers who bring fresh ideas from all areas, including information retrieval, distributed computing, large-scale system design, networking and data storage, security, artificial intelligence, natural language processing, UI design and mobile; the list goes on and is growing every day. Experience in designing and developing large-scale distributed systems or relational databases in concurrency control, indexing, transactional systems, multi-threading and synchronization, compilers, query processing.
Staff Software Engineer, Intelligent Database Management Google LLCStaff Software Engineer, Intelligent Database ManagementSunnyvale, CAFor customers with hundreds of database instances across many projects and many database products database center provides an organization-wide cross-product unified fleet health platform offering actionable insights and empowering customers to make informed optimization decisions. Were looking for engineers who bring fresh ideas from all areas including information retrieval distributed computing large-scale system design networking and data storage security artificial intelligence natural language processing UI design and mobile the list goes on and is growing every day.
Staff Software Engineer, AI Intelligent Database Management Google LLCStaff Software Engineer, AI Intelligent Database ManagementSunnyvale, CAFor customers with hundreds of database instances across many projects and many database products, Database Center and the Virtual Database Administrator Agentic experience provide an organization-wide, cross-product unified fleet health platform, offering actionable insights and empowering customers to make informed optimization decisions. We"re looking for engineers who bring fresh ideas from all areas, including information retrieval, distributed computing, large-scale system design, networking and data storage, security, artificial intelligence, natural language processing, UI design and mobile; the list goes on and is growing every day.
Principal Software Engineer - Roblox Database RobloxPrincipal Software Engineer - Roblox DatabaseSan Mateo, CA$293,800–$343,340 / yearRoblox’s database team develops the next-generation, multi-tenant database platform that elastically scales and underpins every online data workload at Roblox. Every day, tens of millions of people come to Roblox to explore, create, play, learn, and connect with friends in 3D immersive digital experiences– all created by our global community of developers and creators.
Senior Software Engineer, Database Systems ZillizSenior Software Engineer, Database SystemsRedwood City, CaliforniaExperience with large-scale cloud-native databases, storage systems, search systems, or data platforms is a strong plus; open-source contributions in databases, storage, search, Kubernetes, or distributed systems are a strong plus. Own the stability of Zilliz Cloud, working closely with cloud platform and product engineering teams to bring engine capabilities into production and using real customer scenarios to drive engine improvements.
Database Engineer Veterans Sourcing GroupDatabase EngineerSanta Clara, CAThe role drives core technology strategy, leading all major migration and upgrade projects, and ensures the operational excellence, resilience, security, performance and cost efficiency of our multi-terabyte scale database environments on AWS and GCP. This position requires proven expertise in managing highly available systems, leveraging cloud databases AWS, GCP, CI/CD pipelines, Terraform, and advanced DB Administration skills, including implementing compliance controls.
AI Engineer - Database Engineering SnowflakeAI Engineer - Database EngineeringMenlo Park, CaliforniaBackground in data engineering (dbt, Airflow), data modeling, analytics, retrieval / RAG, or semantic layers — highly relevant for data-centric coding agents. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results.
AI Engineer - Database Engineering Snowflake IncAI Engineer - Database EngineeringMenlo Park, CA$160,000–$230,000 / yearBackground in data engineering (dbt, Airflow), data modeling, analytics, retrieval / RAG, or semantic layers - highly relevant for data-centric coding agents. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset - who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results.
Senior Software Engineer, Database Internals AlloyDB GoogleSenior Software Engineer, Database Internals AlloyDBSunnyvale, CAWe're looking for engineers who bring fresh ideas from all areas, including information retrieval, distributed computing, large-scale system design, networking and data storage, security, artificial intelligence, natural language processing, UI design and mobile; the list goes on and is growing every day. Google Cloud Platform (GCP) consists of 5 major areas: Compute, Network, Storage (unstructured data), Databases (online structured data), and Big Data (offline data analytics).
Principal Software Engineer - Roblox Database Roblox CorpPrincipal Software Engineer - Roblox DatabaseSan Mateo, CA$293,800–$343,340 / yearRoblox's database team develops the next-generation, multi-tenant database platform that elastically scales and underpins every online data workload at Roblox. Every day, tens of millions of people come to Roblox to explore, create, play, learn, and connect with friends in 3D immersive digital experiences- all created by our global community of developers and creators.
Sr. Database Reliability Engineer AdobeSr. Database Reliability EngineerSan Jose, CaliforniaAdobe’s industry-leading offerings including Adobe Acrobat Studio, Adobe Express, Adobe Firefly, Creative Cloud, Adobe Experience Platform, Adobe Experience Manager, and GenStudio enable people and businesses to turn ideas into impact, powered by AI and driven by human ingenuity. In California, the pay range for this position is $177,900 - $257,550 At Adobe, for sales roles starting salaries are expressed as total target compensation (TTC = base + commission), and short-term incentives are in the form of sales commission plans.
Database Optimizer Engineer Integrated Resources, IncDatabase Optimizer EngineerSanta Clara, CaliforniaContractorExcellent documentation, organization and communication skillsExtensive experience with system software developmentKnowledge in database technologies including but not limited to parallel query optimization and processing, distributed transaction processing, workload management, and high availability featuresKnowledge in machine learningKnowledge in graph computing and information theory a plusExperience with PostgreSQL kernel a plusMust be a team playerSelf-motivated & detail orientedNOTES/ Q&A FROM THE HIRING MANAGERSoftware development, write, test and deliver code MUST have coding experience, complex server code Server side (services) (optimizer within the server database) Complex server code Developing something No applicationCandidate must haves Server experience Coding Software development If they work for Oracle, IBM, SAP they are database companies than we know they work on similar productsAdditional InformationThanks & Regards, Nagesh Primary Duties and Responsibilities:Research and develop cutting edge optimizer technologies for MPP database management system, focusing on the ones that are cloud ready/friendlyAnalyze requirements and research related technologies in the optimizer areas for MPP DBWork with a team of architects and engineers to develop proof-of-concept systems and componentsWrite and maintain detailed testing design and specificationsPerform design and code reviewsMinimum Job Requirements:Minimum 5 years of experience in research and development of DBMS with Master in CS or relevant field, or 7 years of experience with a Bachelor degree.
Staff Software Engineer, Database Systems ZillizStaff Software Engineer, Database SystemsRedwood City, CAWhat we are looking for: 4+ years of experience in developing database systems Active contributor to one or more infrastructure software such as Snowflake, CockroachDB, Oracle RDBMS, Google BigQuery, Spanner, Redshift, Aurora, Cosmos DB, MySQL, PostgreSQL, Hudi, Delta Lake, Iceberg, Ray, Spark, Flink, Kafka, Redis, ElasticSearch, etc. Founded by the engineers behind Milvus, the world's most popular open-source vector database, the company builds next-generation database technologies to help organizations quickly create AI applications.
Software Development Engineer, Aurora CP - Global Databases Amazon.com IncSoftware Development Engineer, Aurora CP - Global DatabasesEast Palo Alto, CAAs a member of the UC organization, you'll support the development and management of Compute, Database, Storage, Internet of Things (Iot), Platform, and Productivity Apps services in AWS, including support for customers who require specialized security solutions for their cloud services. As an SDE II on Aurora Global Databases team, you will design and implement software components and enhance existing components to help us continuously improve and evolve to meet growing availability demands from our customers.
Software Engineer Intern (Distributed NoSQL Database Systems) - 2027 Summer Beijing ByteDance Technology Co LtdSoftware Engineer Intern (Distributed NoSQL Database Systems) - 2027 SummerSan Jose, CAOur diverse portfolio includes relational databases, distributed caches, key-value stores, document databases, graph databases, wide-column stores, search engines, and multi-model databases. About the Team Join ByteDance's database R&D team, where you'll build and own cutting-edge database products supporting ByteDance's global infrastructure.
Staff Database Reliability Engineer, DBRE AssuredStaff Database Reliability Engineer, DBREPalo Alto, CaliforniaThe challenges we face are deep and diverse, from creating digital experiences that provide comfort and clarity to claimants at their most stressed and vulnerable to orchestrating large-scale ML-driven decision-making on billions of dollars of claims payments, life at Assured is dynamic, collaborative, and rewarding. We’re looking for a Staff Site Reliability Engineer (Database) to help shape and scale the backbone of our growing platform.
NewSenior Database Reliability Engineer (DBRE) Tata Consultancy Services LtdSenior Database Reliability Engineer (DBRE)San Jose, CA$90,000–$130,000 / yearwith previous work with cloud infrastructure and managed data services, including PostgreSQL on Kubernetes, Amazon RDS, AWS, Terraform, service discovery, and secrets management. Ability to operate MSK/Kafka, ClickHouse, or Redis at scale, covering clu ster operations, replication, partitioning or sharding, retention, capacity planning, and workload tuning.
Senior Software Engineer, AI Data Systems & Database Infrastructure Ambient.aiSenior Software Engineer, AI Data Systems & Database InfrastructureRedwood City, CAYou will also work closely with AI teams to build the data infrastructure that supports modern AI applications, including vector search, retrieval-augmented generation, embedding stores, model evaluation datasets, analytical workloads, and low-latency data access for AI-powered product experiences. Powered by Ambient Pulsar, the first reasoning Vision-Language Model purpose-built for physical security, our platform seamlessly integrates with existing security cameras and physical access control systems to unify monitoring, access control, threat assessment, response, and investigations through an always-on reasoning layer that augments security operators with superhuman capabilities.