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Enterprise Data Architect Jobs

10,000 active opportunities · Updated for October 2026

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Explore current enterprise data architect jobs. Use filters to narrow by work mode, employment type, experience and date posted.

T
12 days ago

Who we are At Twilio, we’re shaping the future of communications, all from the comfort of our homes. We deliver innovative solutions to hundreds of thousands of businesses and empower millions of developers worldwide to craft personalized customer experiences. Our dedication to remote-first work , and strong culture of connection and global inclusion means that no matter your location, you’re part of a vibrant team with diverse experiences making a global impact each day. As we continue to revolutionize how the world interacts, we’re acquiring new skills and experiences that make work feel truly rewarding. Your career at Twilio is in your hands. . Hiring and how we work We use Artificial Intelligence (AI) to help make our hiring process efficient. That said, every hiring decision is made by real Twilions! Also, while we are a remote-first company, you may be asked to report in person on an ad-hoc basis for team gatherings, functional off-sites or customer meetings. . See yourself at Twilio Join the team as our next Staff Machine Learning Engineer on Twilio’s Conversation Memory team. About the job In this role, you will build the foundational AI/ML capabilities that power intelligent engagement experiences for Twilio customers - letting any application, human or AI agent, or channel know who a customer is, what they have done, and how best to reach them. This role requires a builder and curious mindset, someone who can bridge the gap across theoretical research, production-grade experimentation and enterprise quality software. You will lead rapid research cycles to solve complex problems regarding contextual intelligence and large scale ML problems ensuring every interaction feels seamless and personalised. Responsibilities In this role, you’ll: Build out new functionality within a fast moving product seeing rapid adoption. Take a nebulous idea, design a rigorous experiment, and execute it within weeks. Conduct deep-dive research

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T
12 days ago

Who we are At Twilio, we’re shaping the future of communications, all from the comfort of our homes. We deliver innovative solutions to hundreds of thousands of businesses and empower millions of developers worldwide to craft personalized customer experiences. Our dedication to remote-first work , and strong culture of connection and global inclusion means that no matter your location, you’re part of a vibrant team with diverse experiences making a global impact each day. As we continue to revolutionize how the world interacts, we’re acquiring new skills and experiences that make work feel truly rewarding. Your career at Twilio is in your hands. . Hiring and how we work We use Artificial Intelligence (AI) to help make our hiring process efficient. That said, every hiring decision is made by real Twilions! Also, while we are a remote-first company, you may be asked to report in person on an ad-hoc basis for team gatherings, functional off-sites or customer meetings. . See yourself at Twilio Join the team as our next Principal Machine Learning Engineer in Twilio’s Customer Memory Team. About the job In this role, you will build the foundational AI/ML capabilities that power intelligent engagement experiences for Twilio customers - letting any application, human or AI agent, or channel know who a customer is, what they have done, and how best to reach them. This role requires a builder and curious mindset, someone who can bridge the gap across theoretical research, production-grade experimentation and enterprise quality software. You will lead rapid research cycles to solve complex problems regarding contextual intelligence and large scale ML problems ensuring every interaction feels seamless and personalized. Responsibilities In this role, you’ll: Build out new functionality within a fast moving product seeing rapid adoption. Take a nebulous idea, design a rigorous experiment, and execute it within weeks. Conduct deep-dive research

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T
12 days ago

Who we are At Twilio, we’re shaping the future of communications, all from the comfort of our homes. We deliver innovative solutions to hundreds of thousands of businesses and empower millions of developers worldwide to craft personalized customer experiences. Our dedication to remote-first work , and strong culture of connection and global inclusion means that no matter your location, you’re part of a vibrant team with diverse experiences making a global impact each day. As we continue to revolutionize how the world interacts, we’re acquiring new skills and experiences that make work feel truly rewarding. Your career at Twilio is in your hands. . Hiring and how we work We use Artificial Intelligence (AI) to help make our hiring process efficient. That said, every hiring decision is made by real Twilions! Also, while we are a remote-first company, you may be asked to report in person on an ad-hoc basis for team gatherings, functional off-sites or customer meetings. . See yourself at Twilio Join the team as our next Machine Learning Engineer III in Twilio’s Customer Memory Team.. About the job In this role, you will build the foundational AI/ML capabilities that power intelligent engagement experiences for Twilio customers - letting any application, human or AI agent, or channel know who a customer is, what they have done, and how best to reach them. This role requires a builder and curious mindset, someone who can bridge the gap across theoretical research, production-grade experimentation and enterprise quality software. You will lead rapid research cycles to solve complex problems regarding contextual intelligence and large scale ML problems ensuring every interaction feels seamless and personalized. Responsibilities In this role, you’ll: Build out new functionality within a fast moving product seeing rapid adoption. Take a nebulous idea, design a rigorous experiment, and execute it within weeks. Conduct deep-dive research into

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Join Truecaller – The place where innovation meets impact! Truecaller's mission is to build trust in communication by making it safer, smarter, and more efficient. Born in Sweden, trusted by the world, and here’s why we stand out: We are trusted by over 500 million active users every month across 190+ countries We identify over 15 billion calls daily, helping users avoid spam and scams We are powered by a team of 400+ employees from 45+ nationalities We always look for people who take initiative, own their work, and keep raising the bar. An entrepreneurial mindset matters here, especially when it turns bold ideas into real actions. We stay collaborative and focused, always searching for smarter paths forward. If you want to make an impact and grow with a team that inspires millions, you’ll fit right in. We at Truecaller for Business focus on providing value to large enterprise businesses, by improving how they communicate with their customers. They leverage the power of the Truecaller platform to grow business for enterprise customers. This ranges from controlling their appearance on Truecaller as a verified business to increasing call efficiency and message response rates by enabling trusted and contextually relevant communication with their customers. This is an exciting role for anyone looking to build a world-class career in Customer Success function focusing on enterprise / legacy businesses. The role involves working with multiple stakeholders and teams internally/externally. As a Senior Customer Success Manager , you will play a key role in building a scalable and velocity driven world class customer success function in the Enterprise Solutions Business Unit at Truecaller. What you'll do: Responsible for building and nurturing relations with customers, key personnel within customer companies post sales cycle. Help customers on-board seamlessly on Truecaller’s enterprise product with complete process compliance. Develops and maintains customer rela

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Here at Appian, our values of Intensity and Excellence define who we are. We set high standards and live up to them, ensuring that everything we do is done with care and quality. We approach every challenge with ambition and commitment, holding ourselves and each other accountable to achieve the best results. When you join Appian, you’ll be part of a passionate team dedicated to accomplishing hard things, together. Here at Appian, our values of Intensity and Excellence define who we are. We set high standards and live up to them, ensuring that everything we do is done with care and quality. We approach every challenge with ambition and commitment, holding ourselves and each other accountable to achieve the best results. When you join Appian, you’ll be part of a passionate team dedicated to accomplishing hard things, together. Software Engineer (Senior) – Platform Engineering & AI-Powered Process Automation Location: Chennai, India | Work Model: On-site Architect the foundational systems powering the next generation of global software execution. In this role, you will build high-performance, reusable platform services and modern developer tooling that directly elevate developer velocity and scale enterprise software globally. About the Team The Platform Engineering, Foundations & Enablement team builds the bedrock of Appian’s technical ecosystem. By delivering resilient shared services, automated developer tooling, and core frameworks, this team enables engineering organizations to build scalable enterprise solutions and accelerates Appian’s growth in the AI-Powered Process Automation market. The Opportunity Top-tier engineers join Appian to tackle deep distributed systems challenges at massive enterprise scale. This role gives you direct ownership over the core platform architecture and internal developer tools that power critical workflows worldwide. If you want to eliminate engineering friction, set architecture standards, and shape high-concurrency system

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A
12 days ago

About Anthropic Anthropic’s mission is to create reliable, interpretable, and steerable AI systems. We want AI to be safe and beneficial for our users and for society as a whole. Our team is a quickly growing group of committed researchers, engineers, policy experts, and business leaders working together to build beneficial AI systems. About the role As an Applied AI team member at Anthropic India, you will be a Pre-Sales architect focused on becoming a trusted technical advisor helping large enterprises across India and the Asia-Pacific region understand the value of Claude and paint the vision on how they can successfully integrate and deploy Claude into their technology stack. You'll combine your deep technical expertise with customer-facing skills to architect innovative LLM solutions that address complex business challenges while maintaining our high standards for safety and reliability. Working closely with our Sales, Product, and Engineering teams, you'll guide customers from initial technical discovery through successful deployment. You'll leverage your expertise to help customers understand Claude's capabilities, develop evals, and design scalable architectures that maximize the value of our AI systems. Responsibilities: Partner with account executives to deeply understand customer requirements and translate them into technical solutions, ensuring alignment between business objectives and technical implementation Serve as the primary technical advisor to enterprise customers throughout their Claude adoption journey, from discovery to initial evaluation through deployment. You will need to coordinate internally across multiple teams & stakeholders to drive customer success Support customers building with both the Claude API and Claude for Work Create and deliver compelling technical content tailored to different audiences. You will need to be able to spread the gamut from technical deep dives for engineering & development teams up to business value f

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O
12 days ago

About the team OpenAI’s mission is to build safe artificial general intelligence (AGI) which benefits all of humanity. This long-term undertaking brings the world’s best scientists, engineers, and business professionals into one lab together to accomplish this. In pursuit of this mission, our Go To Market (GTM) team is responsible for helping customers learn how to leverage and deploy our highly capable AI products across their business. The team is made of Sales, Solutions, Support, Marketing, and Partnership professionals that work together to create valuable solutions that will help bring AI to as many users as possible. About the role Our Sales team has a unique mission to help customers understand the deep impact that highly capable AI models can bring to their business and users. This role is a mixture of technical understanding, vision, partnership, and value-driven strategy. You’ll be a key driver of opportunities through the entire sales cycle, from pipeline generation to closure. You’ll work with researchers, engineers, and solution strategists to help customers evolve their industry with AI. This role is based in Tokyo, Japan. We use a hybrid work model of 3 days in the office per week and offer relocation assistance to new employees. In this role, you'll: Manage ~dozen key accounts, developing and executing strategies for a comprehensive account plan Lead our enterprise prospects’ journeys from consideration to succesful deployment Partner with solutions and research engineering to build and execute complex customer programs and projects Own a consumption revenue target Manage consumption revenue forecasts Analyze key account metrics to create reports and provide insights to internal and external stakeholders Closely monitor the industry landscape (people, competitors, partners, etc.) to contribute to product roadmap and other corporate strategies Collaborate with solutions, marketing, communications, business operations, people operations, finance, prod

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L
12 days ago

About Us At LangChain, our mission is to make intelligent agents ubiquitous. We build the foundation for agent engineering in the real world, helping developers move from prototypes to production-ready AI agents that teams can rely on. We began as widely adopted open-source tools and have grown to also offer a platform for building, evaluating, deploying, and operating agents at scale. With $125M raised at Series B from IVP, Sequoia, Benchmark, CapitalG, and Sapphire Ventures, we’re at a stage where we’re continuing to develop new products, growth is accelerating, and all team members have meaningful impact on what we build and how we work together. LangChain is a place where your contributions can shape how this technology shows up in the real world. Today, our platform includes LangSmith (Observability, Evaluation, Deployment, Fleet, and Sandboxes), our open source frameworks (LangChain, LangGraph, and Deep Agents), and the newly launched LangSmith Engine for autonomous agent improvement. We have 100M+ monthly open source downloads, 6,000+ active LangSmith customers, and 5 of the Fortune 10 use LangSmith in production (+ 35% of the Fortune 500 overall), including teams at Klarna, Clay, Coinbase, Workday, Lyft, Cloudflare, Harvey, Rippling, Vanta, LinkedIn, Monday.com, Nvidia, and Bridgewater. About the role: We're looking for a Senior Fullstack Engineer for our commercial product LangSmith, an observability and evals platform. In this role, you'll have the opportunity to shape the technical direction of our platform while working closely with enterprise customers, developer end-users and internal stakeholders. What You Will Do: Lead the technical architecture and implementation of key product features for LangSmith, working across our entire Go, Python, and Typescript stack. Collaborate closely with product and design teams to iterate on new features. Mentor and guide more junior members of the team. Drive aggressive project timelines while ensuring high engineeri

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WHAT IS BOX? Box (NYSE: BOX) はインテリジェントコンテンツ管理(ICM)プラットフォームのリ ーディングカンパニーです。Boxのプラットフォームは、企業のコラボレーション促進 や、コンテンツのライフサイクル全体の管理、重要なコンテンツの保護、そしてエンタ ープライズAIによるビジネスワークフローの変革を実現することを目指しています。 2005年に米国で設立され、JLL、モルガン・スタンレーなどを含む大手グローバル企 業や、日本では23,000社超および日経225の86%の企業の業務効率化を支援していま す。 Boxは、カリフォルニア州レッドウッドシティーに本社を置き、米国、ヨーロッパ、ア ジアにも拠点を持っています。株式会社Box Japanは2013年に設立された日本法人で す。 Boxでは、重要なコンテンツを扱うプラットフォームをさらに推進し、お客様の働き方 に大きな変革を提供する、またとない機会があります。コンテンツは私達の業務の中心 にあります。契約書、請求書、社員情報、財務情報、製品仕様、マーケティング資産な どの部署間に跨る重要なビジネス・プロセスに含まれる数十億ものファイルや情報が 日々流れています。私達のミッションは、コンテンツ管理にインテリジェンスをもたら し、お客様がデジタル・トランスフォーメーションを実現するお手伝いをさせていただ くことです。このAIと膨大な業務コンテンツの融合による、大規模な働き方の変革期 に、そのビジネスの最前線に貢献することが、Boxではできます。 WHY BOX NEEDS YOU 中規模民間企業(従業員数2000名以下)をカバーする Mid-Market Solutions Engineeringチームのマネジメントを担当し 、日本市場におけるBoxの成長とEnterprise顧客の変革を牽引していただきます。 営業・カスタマーサクセス・コンサルティング・パートナー・米国本社のプロダクト/エンジニアリングをつなぎ、Content + AIの価値を大手企業の業務成果へ変換するリーダーです。 WHAT YOU'LL DO Mid-Market Solutions Engineering チーム の採用、育成、コーチングを行い、専門性と心理的安全性を備えたハイパフォーマンス組織を構築する 営業リーダーと共同でテリトリー/アカウント戦略を策定し、パイプライン、案件品質、技術的な勝ち筋、予測精度を高める ディスカバリー、技術的適格性評価、価値仮説、デモ、ワークショップ、PoC、RFP対応から導入・拡張までのSEプロセスを標準化し、スケールさせる Box AI、AIエージェント、AI Studio、検索/Deep Research、非構造化コンテンツからのデータ抽出、ワークフロー自動化を組み合わせた提案をレビュ ー・支援する コンテンツ分類、アクセス制御、脅威対策、監査、データレジデンシーなど、Enterpriseのセキュリティ/コンプライアンスおよびAIガバナンス要件に対する提案品質を高める 日本市場の顧客インサイト、競合情報、製品フィードバックを整理し、プロダクトマネジメント/エンジニアリングへ届け、優先順位付けと実行を支援する 地域カンファレンス、BoxWorks、顧客イベント、パートナーセミナー等でContent + AI/ICMの市場啓発をリードし、Boxの思考リーダーシップを高める 営業、CSM、コンサルティング、プロフェッショナルサービス、パートナーと連携し、導入後の定着・利活用・拡張まで含む顧客成功を実現する Box ではコミュニティと対面でのコラボレーションを重要視していてます。Box の社員(Boxers)は、少なくとも毎週3日間以上はオフィスで勤務することが求められます。選考プロセスの中で、リクルーターが働き方や企業文化についてさらに詳しくご説明します。 WHO YOU ARE 私たちは「AIファースト」の企業です。 すなわち、常に成長マインドセットを持ちながら仕事に取り組み、AIを活用し、より迅速かつ適切な意思決定を行い、インパクトを高める方法を見つけていくことが求められます。 5年以上のプリセールス、ソリューションアーキテクト、ITコンサルティング、または企業向けテクノロジー提案の経験 2年以上のSolutions Engineering/プリセールスチームのピープルマネジメ

Secure Every Identity, from AI to Human Identity is the key to unlocking the potential of AI. Okta secures AI by building the trusted, neutral infrastructure that enables organizations to safely embrace this new era. This work requires a relentless drive to solve complex challenges with real-world stakes. We are looking for builders and owners who operate with speed and urgency and execute with excellence. This is an opportunity to do career-defining work. We're all in on this mission. If you are too, let's talk. Staff Software Engineer - Full Stack Position Description: We are seeking an experienced Staff Engineer to provide technical leadership for the Advanced Integration Builder team within Okta. This team builds and maintains the backend services, provisioning frameworks, authentication connectors, and next-generation Entitlement Management engines that let Okta customers secure, integrate, and govern access to thousands of third-party enterprise applications — from modern cloud platforms (Microsoft Office 365, Workday, Salesforce, AWS, ServiceNow) and AI agentic systems to legacy on-prem systems . As a Staff Engineer, you will set technical direction across multiple integrations and the shared frameworks they depend on, resolve the hardest cross-app reliability and architecture problems — rate limiting at scale, backward compatibility — and raise the engineering bar for the team. This is a backend-intensive role centered on distributed systems, API client architecture, and operational excellence at scale. Day-to-day frontend involvement is still light relative to backend work, but you'll need decent React and JSP experience to guide and occasionally hand-build the new feature requests. Job Duties and Responsibilities: - Technical Leadership: Independently drive the design and execution of complex, ambiguous initiatives spanning multiple app integrations or shared frameworks used across dozens of connectors. - Architecture & Design: Lead technical design di

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MI
Mach Industries
📍 Huntington Beach• $140K – $180K/yr
12 days ago

About Mach Industries Founded in 2023, Mach Industries is a rapidly growing defense technology company focused on developing next-generation autonomous defense platforms. At the core of our mission is the commitment to delivering scalable, decentralized defense systems that enhance the strategic capabilities of the United States and its allies. With a workforce of approximately 350 employees, we operate with startup agility and ambition. Our vision is to redefine the future of warfare through cutting-edge manufacturing, innovation at speed, and unwavering focus on national security. We are dedicated to solving the next generation of warfare with lethal systems that deter kinetic conflict and protect global security. The Role Mach Industries is seeking a Lead Material Flow Engineer to develop our internal logistics network to support consistent, on-time delivery of raw materials and WIP enabling high-rate production across Mach’s factories In this role, you will design and scale end-to-end material flow across multiple product lines and manufacturing sites. This role leads the development of safe, efficient, and traceable processes that move parts and assemblies from suppliers and warehouses to production points of use. Working with Supply Chain, Manufacturing, Production Control, Quality, Engineering, Facilities, and site leadership, you will prepare for next year's production ramp, deliver site-ready solutions, and establish standards that can be deployed consistently across Mach’s enterprise. Key Responsibilities Lead material-flow strategy and implementation for production growth across multiple product lines and sites, from concept and capacity planning through launch, stabilization, and handoff of a fully detailed production plan to Operations. Map current and future-state value streams, and build discrete event simulation models to test flow, routing, staging, and capacity decisions before committing capital. Develop project plans, budgets, risk assessments, a

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F
Freddiemac
📍 Mclean• $187K – $281K/yr
12 days ago

At Freddie Mac, our mission of Making Home Possible is what motivates us, and it’s at the core of everything we do. Since our charter in 1970, we have made home possible for more than 90 million families across the country. Join an organization where your work contributes to a greater purpose. Position Overview: The Director of Mortgage Product Strategy is a senior mortgage-finance leader responsible for setting strategy and driving business performance for a portfolio of Freddie Mac Single-Family mortgage products. The portfolio may include conventional purchase and refinance mortgages, affordable lending solutions, first-time homebuyer offerings, home equity/second liens, construction-to-permanent and renovation lending, manufactured housing and emerging mortgage products. The successful candidate will bring deep residential mortgage expertise and experience developing, managing, underwriting, evaluating pricing, assessing or executing mortgage loan products. The Director will identify unmet borrower and lender needs, assess market opportunities, develop new offerings, optimize existing products, build investment cases, and lead complex initiatives from strategy through market launch. The role requires evaluating opportunities across credit, underwriting, pricing and economics, secondary-market and capital-markets execution, Seller operations, competitive dynamics, and housing finance policy—and translating those insights into mortgage product strategies and recommendations for Freddie Mac senior leadership. Our Impact: The Single-Family Product Strategy team optimizes Freddie Mac’s mortgage loan products and develops new offerings that create enterprise value, improve borrower experiences and outcomes, and expand affordable, accessible homeownership solutions through responsible product design. Your Impact: As a mortgage product strategy director, you will identify

F
Flexport
📍 Los Angeles• $100K – $115K/yr
12 days ago

About Flexport: At Flexport, we believe global trade can move the human race forward. That’s why it’s our mission to make global commerce so easy there will be more of it. We’re shaping the future of a $10T industry with solutions powered by innovative technology and exceptional people. Today, companies of all sizes—from emerging brands to Fortune 500s—use Flexport technology to move more than $19B of merchandise across 112 countries a year. The recent global supply chain crisis has put Flexport center stage as we continue to play a pivotal role in how goods move around the world. We are proud to have the support of the best investors in the game who believe in our mission, solutions and people. Ready to tackle global challenges that impact business, society, and the environment? Come join us. The opportunity: At Flexport, we make global trade easier for everyone — and enterprise fulfillment is where that promise gets tested at scale. As an Operations Solutions Manager, you'll sit at the intersection of commercial growth and operational execution, partnering daily with Sales, Account Management, Ops, Implementation, Solutions Engineering, Product, Tech, and Pricing to scope fulfillment solutions for high-volume, operationally complex enterprise clients. You'll be the one turning a client's ambitious (and often messy) requirements into a warehouse process that actually works — designing pick/pack flows, slotting strategy, and WMS/ERP integrations, then staying in the room through implementation to make sure what was sold gets delivered. The work is inherently ambiguous: no two enterprise clients want the same thing, so you'll build reusable frameworks as you go rather than following an existing playbook. If you can translate a pallet layout into a client-ready proposal, you'll fit right in here. You will: Partner with Sales to scope fulfillment solutions for prospective enterprise clients, serving as the operational SME in client-facing conversation

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O
Okta
📍 Toronto• C$160K – C$220K/yr
12 days ago

Secure Every Identity, from AI to Human Identity is the key to unlocking the potential of AI. Okta secures AI by building the trusted, neutral infrastructure that enables organizations to safely embrace this new era. This work requires a relentless drive to solve complex challenges with real-world stakes. We are looking for builders and owners who operate with speed and urgency and execute with excellence. This is an opportunity to do career-defining work. We're all in on this mission. If you are too, let's talk. Staff Software Engineer, Device Identity (Java) Device Identity and Access Organization The Device Identity and Access organization is at the forefront of Okta’s Zero Trust vision. As a foundational pillar within Okta Research and Development (ORD), our mission is to transform the device itself into a secure, trusted, and effortless identity factor. We are the teams responsible for ensuring users can seamlessly interact with their work from any endpoint, anywhere in the world. We engineer the end-to-end device experience—from our flagship FastPass , Okta Device Access (ODA), and Device Assurance . Our teams own the continuous authentication pipeline, device lifecycle management, and the sophisticated cloud services that analyze real-time trust and assurance signals to make frictionless, passwordless access a reality across Windows, macOS, iOS, Linux and Android. Our organization is comprised of engineers who thrive at the intersection of deep client-side platform engineering and massive-scale distributed systems. The work we do secures millions of enterprise endpoints globally, prevents modern identity attacks, and fundamentally changes how people work by making world-class security completely invisible to the end user. Explore our culture and technical innovations on the Okta Engineering Blog . The Staff Software Engineer Opportunity We seek a dynamic and influential Staff Software Engineer to join our Device Identity engineering team. The ideal candidate

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D
Databricks
📍 United States• $117.4K – $161.4K/yr
12 days ago

FEQ227R209 About the Role Databricks needs to understand what technical capability looks like across several large, fast-moving populations: employees, customers, and partners. Today that happens through role-based learning pathways and product-aligned enablement, an approach that can't keep pace with how quickly the platform, technology, and roles change. AI has also collapsed the half-life of technical proficiency, and for the first time, it makes a living, self-maintaining model of capability possible. In this builder role, you'll own systems for defining, measuring, and developing technical capability across Databricks learner audiences. You'll build a capability model that ties roles, skills, content, and credentials together and the instrumentation that shows where capability actually stands. What You'll Own Skills taxonomies, capability models, and learning context Define the skills taxonomies that make up technical capability and shape how they’re organized; what skills exist, which are adjacent, which are prerequisites, how quickly they go stale, and what sources are available to learners for developing and maintaining them. Observability and measurement Stand up instrumentation and AI-informed signals that show where capability stands and where it's drifting. Develop live signals, not a quarterly or monthly health index, to show how skills are moving and evolving. Anticipate where capability demand is heading. Product releases, market shifts, and role evolution are constant; track changes closely so emerging skills surface early and content and programs stay ahead of change. AI-native tooling Build the software that maintains the skills taxonomy and capability model, including LLM-driven skill extraction and organization, agentic pipelines that keep them current, automated drift and gap detection, and APIs that expose it all. Make the model reusable enterprise context that other systems, teams, and products build on vs. a training-only asset. Impact You'll

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