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Team Lead Issue Receipt Scraps in Bengaluru

476 active opportunities · Updated October 2026

Explore current team lead issue receipt scraps jobs in Bengaluru. Filter by work mode, employment type, experience, department, date posted and distance.

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📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -75.6%
Quick readStrong listing-quality and freshness signals

GitLab is the intelligent orchestration platform for DevSecOps. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation. More than 50 million registered users and more than 50% of the Fortune 100* trust GitLab to ship better, more secure software faster. The same principles built into our products are reflected in how our team works: we embrace AI as a core productivity multiplier, with all team members expected to incorporate AI into their daily workflows to drive efficiency, innovation, and impact. GitLab is where careers accelerate, innovation flourishes, and every voice is valued. Our high-performance culture is driven by our values and continuous knowledge exchange, enabling our team members to reach their full potential while collaborating with industry leaders to solve complex problems. Co-create the future with us as we build technology that transforms how the world develops software. * Fortune 500® is a registered trademark of Fortune Media IP Limited, used under license. Claim based on GitLab data. Fortune 100 refers to the top 20% ranked companies in the 2025 Fortune 500 list, published in June 2025. Fortune and Fortune Media IP Limited are not affiliated with, and do not endorse products or services of GitLab. An overview of this role As a Senior Engineering Manager, Continuous Deployment at GitLab, you'll build and manage a globally distributed team focused on Continuous Deployment capabilities within GitLab's artificial intelligence-powered DevSecOps platform. You'll hire engineers, shape how the team works, and guide delivery of a reliable product experience for customers. Your team will build a Continuous Deployment engine that goes beyond script execution. It will reconcile live state, coordinate durable workflows, and support artificial intelligence-native governance. You'll align technical direction with customer needs and busin

KubernetesGitRestAI
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📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Mixpanel Mixpanel is the leading product intelligence and analytics platform, trusted by more than 29,000 companies to help understand how people use the products they build. By combining powerful analytics with AI that knows your business, Mixpanel helps teams see what’s working, diagnose what’s not, and decide what to build next. Learn more at mixpanel.com . About the Team The Customer Value Architect (CVA) team sits inside Mixpanel's Revenue organization and owns the connection between what customers buy and what they actually get out of Mixpanel. You'll work alongside an Account Executive (AE), who owns growth, new business, and expansion; a Renewal Manager (RM), who owns the commercial renewal; and a Delivery Engineer (DE), who owns technical implementation and data health — each with a clear lane, converging on the same outcome for the customer. At this level, you'll also help shape how the wider CVA team operates. About the Role This is not a build role, but real comfort with data is required. As a Senior Customer Value Architect, you are accountable for adoption, value realization, and account health across a portfolio of Mixpanel's existing customers — including the most structurally complex accounts, such as those going through a platform migration, re-implementation, or major workflow change, where the value motion and a genuine cross-functional program have to run in parallel. You own the value case and the adoption evidence that underpins both the Account Executive's expansion motion and the Renewal Manager's renewal, without ever owning pricing or the commercial negotiation yourself. You're also expected to extend your impact beyond your own accounts: mentoring, sharpening team playbooks, and representing the Customer Value Architect function in cross-functional account strategy. Responsibilities • Own the onboarding outcome and time-to-value for your accounts, including the most complex accounts in the book: take the handoff from the Account Exe

AWSRestAIGo
O
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -68.5%
Quick readStrong listing-quality and freshness signals

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. About the Role Okta is the identity standard. The Okta Identity Cloud is an independent and neutral platform that securely connects the right people to the right technologies at the right time. We help organizations secure and manage their extended enterprise while transforming their customers’ experiences. With thousands of global customers, 7,000+ app integrations, and over 200 million registered users, we are only getting started. As a member of the Developer Productivity Engineering team, you will tackle high-impact challenges across development environments, AI enablement for engineering, scalability, and stability. Grounded in Okta’s core value— Always Secure. Always On. —your work directly powers developer velocity, system reliability, and software quality at scale. You will act as a force multiplier for our engineering teams by identifying workflow bottlenecks, pioneering AI integrations, establishing best practices for code organization, and maintaining performant development environments. What You’ll Do Design & Automation: Build and ship automated solutions that allow developers to deliver features rapidly without compromising quality, stability, or security standards. Environment Performance & Tuning: Analyze local development workflows, build tools to track operational metrics, and profile/tune development environments (including codebase modifications). AI & Tooling Enablement: Leverage AI technologies across the development stack

JavaAWSAzureGCP
O
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -68.5%
Quick readStrong listing-quality and freshness signals

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. At Okta, we are building the future of secure, enterprise-grade cloud automation and system connectivity. We are looking for a Software Engineer to join our global Automation Engineering team to design, scale, and govern our enterprise integration substrate using AWS cloud services and modern iPaaS platforms. This is a individual contributor role for a hands-on system engineer who executes moderately complex tasks, builds platform components and collaborates under senior guidance. What You'll do : Contribute technical design and execution for automation initiatives within the team, creating paved paths that enable builders across Okta to connect enterprise systems seamlessly. Design, build, and deploy high-throughput event-driven integration flows , API gateways, and async orchestration workflows using AWS architectures and iPaaS platforms. Build reusable frameworks , developer SDKs, self-service primitives, and integration templates to streamline automation delivery. Develop and maintain AWS cloud services and modern iPaaS tooling, driving scalable architecture, reliability, and builder enablement. Partner with operations, security, and platform teams to strengthen monitoring, observability, structured audit logging, and automated governance. Actively participate in code reviews, team agile ceremonies, and technical discussions Collaborate with security, compliance, and business stakeholders to ensure self-service automations are secure, resilient, zero-tr

TypeScriptPythonJavaReact
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📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Mixpanel Mixpanel is the leading product intelligence and analytics platform, trusted by more than 29,000 companies to help understand how people use the products they build. By combining powerful analytics with AI that knows your business, Mixpanel helps teams see what’s working, diagnose what’s not, and decide what to build next. Learn more at mixpanel.com . About the Team Our Sales team manages the full sales cycle, helping prospects and existing customers leverage Mixpanel to analyse, measure, and improve their customer experience. The Enterprise team focuses on targeting and working with our largest organisations — 1,000+ employees — with an emphasis on high-growth technology companies who are changing the world around us. About the Role As a Senior Enterprise Account Executive, you’ll help our future customers understand the power of Mixpanel as the best-in-class product analytics solution in the market. You’ll focus on enterprise organisations across India, with an emphasis on high-growth technology companies in sectors such as Fintech, eCommerce, Media & Entertainment, and SaaS. Collaboration is key — from building strong relationships with prospects and key stakeholders to working with internal cross-functional partners like Solutions Engineering to win together as one team. You’ll leverage your prospecting skills selling SaaS to technology companies alongside strong knowledge of Mixpanel’s product and ecosystem to close new business, powering the next generation of innovative Australian companies. This is a great opportunity for an experienced enterprise seller who thrives in complex, multi-stakeholder sales cycles and wants to play a visible role in building Mixpanel’s presence across the India market. Responsibilities Generate new business opportunities by selling directly to top-tier digital analytics decision-makers, including C-level executives and other key stakeholders across India and South Asia Manage 6–18 month sales cycles, including a

AWSGitRestAI
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📍 Bengaluru, India· Full-time· Hybrid
✓ High-confidence listingCompany trend 0%
Quick readStrong listing-quality and freshness signals

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is looking for an experienced Data Engineer to support and accelerate the productivity of our Go-To Market organization. In this role, you will facilitate Smartsheet's growth strategy through insights produced with data analysis. You will work directly with senior leadership to inform strategic decision-making as part of a collaborative, motivated team. Your work will be instrumental in helping our Sales partners optimize their pipeline, increase retention, and close deals. You Will: Help to create, evolve, and maintain the reporting infrastructure for the Sales organization to promote more intelligent discussion at all stages of the sales funnel. Partner with engineering, data science, and other analytics teams to build scalable analytics solutions with a focus on reporting capabilities. Mine large datasets to ensure data accuracy and completeness for reporting purposes. Analyze and monitor data for anomalies, with a focus on data quality and consistency within reports. Guide commission and territory planning processes with analytical support, providing the necessary reports and data. Develop and maintain key performance indicators (KPIs) to track sales performance, pipeline health, and other critical metrics. Automate report generation and distribution to improve efficiency. Provide technical expertise and guidance to junior analysts on data extraction, transformatio

PythonSQLAWSGit
O
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -68.5%
Quick readStrong listing-quality and freshness signals

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. We are in search of a top-tier Senior Revenue Accountant who is highly motivated to learn and grow within a fast-paced organization. This role will work closely with cross functional teams to ensure timely and accurate recording/reporting of revenue in accordance with US GAAP. This role will report into the Revenue Accounting Manager and will focus on supporting the team in the day to day operations of revenue accounting. The ideal candidate has experience in ASC 606 (Revenue from Contracts with Customers), including multiple performance obligation arrangements, complex software revenue transactions, can think strategically from a process perspective. This role requires working the UK/European shift (2:00 PM – 11:00 PM IST) at the Bangalore office, with flexibility to adjust for Daylight Saving Time changes. What you’ll be doing Support operationalization of ASC 606 (Revenue from Contracts with Customers) Partner with cross-functional groups across the business to analyze and launch new products and Go-To-Market (GTM) programs, ensuring proper revenue recognition and system implementation Perform User Acceptance Testing (UAT) for new products and GTM programs Support revenue month-end close activities such as but not limited to: preparing journal entries and reconciliations Prepare support for monthly close package and internal/external quarterly audit requests Review sales contracts to ensure proper revenue recognition in accordance with compan

AWSRestMachine LearningAI
O
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -68.5%
Quick readStrong listing-quality and freshness signals

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. We are looking for a high-impact Senior Software Engineer in Test (Sr. SET) to join our QA Core Team. In this role, you will partner closely with Infrastructure, Release Engineering, and Development teams to drive high availability, build scalable test automation, and optimize CI/CD release pipelines. You will take ownership of release-based testing, system observability, and automation services to ensure that weekly software releases are delivered seamlessly and with high quality across mission-critical systems. Key ResponsibilitiesTest Automation & System Quality Design, implement, and maintain scalable test automation frameworks for both server- and client-side systems using Java, TestNG, JUnit, and Selenium. Develop and execute comprehensive end-to-end and system test plans to validate new software changes against existing customer deployment patterns. Set up and manage automated test configurations, lab environments, and containerized test setups using Docker. Perform release-based validation, ensuring full compatibility, high availability, and uptime across weekly deployment cycles. CI/CD Pipeline Maintenance & Optimization Troubleshoot, debug, and optimize CI/CD pipelines (Jenkins, GitHub Actions, CircleCI, Buildkite) to reduce test execution times and eliminate flaky builds. Manage and optimize Maven-based build structures, dependency management, and automated release workflows. Write operational automation scripts using Python, Bash, or Gro

PythonJavaSQLAWS
O
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -68.5%
Quick readStrong listing-quality and freshness signals

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. About the Team The Professional Services R&D team is a new, dynamic group at the forefront of innovation within Okta. Our mission is to design and build reusable, scalable assets and tools that empower our delivery teams and partners. By making customer engagements more efficient, streamlined, and cost-effective, we directly contribute to our customers' success and accelerate their time-to-value with Okta. This is a unique opportunity to join a strategic team from the ground up and shape the future of Okta's professional services. Position Summary As a Software Engineer on the R&D team, you will be a key player in developing the next generation of professional services assets. You will have the opportunity to work with a wide array of technologies, including Java, React, Node, Python, and .NET, to create solutions that will be leveraged by thousands of customers globally. We are looking for a creative and passionate engineer who thrives in a fast-paced, collaborative environment and is excited about building tools that have a massive impact. Responsibilities Design, develop, test, and deploy high-quality, reusable software assets and tools. Collaborate with technical architects, delivery consultants, and product managers to identify opportunities for innovation and define project requirements. Write clean, maintainable, and well-documented code across a variety of technology stacks. Create proofs-of-concept and prototypes to explore new ideas and te

PythonJavaReactNode.js
G
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -75.6%
Quick readStrong listing-quality and freshness signals

GitLab is the intelligent orchestration platform for DevSecOps. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation. More than 50 million registered users and more than 50% of the Fortune 100* trust GitLab to ship better, more secure software faster. The same principles built into our products are reflected in how our team works: we embrace AI as a core productivity multiplier, with all team members expected to incorporate AI into their daily workflows to drive efficiency, innovation, and impact. GitLab is where careers accelerate, innovation flourishes, and every voice is valued. Our high-performance culture is driven by our values and continuous knowledge exchange, enabling our team members to reach their full potential while collaborating with industry leaders to solve complex problems. Co-create the future with us as we build technology that transforms how the world develops software. * Fortune 500® is a registered trademark of Fortune Media IP Limited, used under license. Claim based on GitLab data. Fortune 100 refers to the top 20% ranked companies in the 2025 Fortune 500 list, published in June 2025. Fortune and Fortune Media IP Limited are not affiliated with, and do not endorse products or services of GitLab. GitLab is the intelligent orchestration platform for DevSecOps. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation. More than 50 million registered users and more than 50% of the Fortune 100* trust GitLab to ship better, more secure software faster. The same principles built into our products are reflected in how our team works: we embrace AI as a core productivity multiplier, with all team members expected to incorporate AI into their daily workflows to drive efficiency, innovation, and impact. GitLab is where

PythonGitRestMachine Learning
G
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -75.6%
Quick readStrong listing-quality and freshness signals

GitLab is the intelligent orchestration platform for DevSecOps. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation. More than 50 million registered users and more than 50% of the Fortune 100* trust GitLab to ship better, more secure software faster. The same principles built into our products are reflected in how our team works: we embrace AI as a core productivity multiplier, with all team members expected to incorporate AI into their daily workflows to drive efficiency, innovation, and impact. GitLab is where careers accelerate, innovation flourishes, and every voice is valued. Our high-performance culture is driven by our values and continuous knowledge exchange, enabling our team members to reach their full potential while collaborating with industry leaders to solve complex problems. Co-create the future with us as we build technology that transforms how the world develops software. * Fortune 500® is a registered trademark of Fortune Media IP Limited, used under license. Claim based on GitLab data. Fortune 100 refers to the top 20% ranked companies in the 2025 Fortune 500 list, published in June 2025. Fortune and Fortune Media IP Limited are not affiliated with, and do not endorse products or services of GitLab. An overview of this role As a Senior Solutions Architect on GitLab's India team, you'll be a trusted advisor to prospects, customers, and partners across India. You'll help them understand how GitLab's AI-powered DevSecOps platform addresses technical requirements and business goals across the software development lifecycle. This role supports Commercial and Enterprise segments in India's Southern Region. Experience with Global Capability Centers (GCCs), Digital Native organizations, and startups is highly valued given the accounts you'll support. You'll partner closely with Account Executives and cross-functional teams to own te

CI/CDGitRestAI
O
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -68.5%
Quick readStrong listing-quality and freshness signals

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. We are looking for an experienced Principal Software Engineer to work on our next-generation Imports Platform team. Imports Platform team is leading a strategic initiative to modernize Okta's identity lifecycle management capabilities by architecting and migrating from a legacy monolithic system to a highly scalable, distributed microservices platform. This critical service orchestrates the importing, syncing, and provisioning of identities and access policies—users, groups, roles, entitlements—from external directory services including Active Directory, Office 365, and LDAP-based systems. As a Principal Software Engineer on the Imports Platform team, you will be a cross-team technical leader who takes difficult, ambiguously defined problems and drives them from ideation through production impact without oversight. You will own projects from zero to landing—defining scope, planning execution, making architectural decisions, and articulating measurable impact across the group. You will generate novel solutions to complex distributed systems challenges, guide the team's technical direction, and get stakeholder buy-in on architectural strategy spanning multiple teams. Your sphere of influence extends beyond the Imports Platform team to adjacent teams within the group and cross-functional partners in Product, Design, and SRE. You will participate in group-level strategy, break down strategic initiatives into actionable technical milestones, and drive cross-team

JavaSQLMySQLRedis
G
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -75.6%
Quick readStrong listing-quality and freshness signals

GitLab is the intelligent orchestration platform for DevSecOps. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation. More than 50 million registered users and more than 50% of the Fortune 100* trust GitLab to ship better, more secure software faster. The same principles built into our products are reflected in how our team works: we embrace AI as a core productivity multiplier, with all team members expected to incorporate AI into their daily workflows to drive efficiency, innovation, and impact. GitLab is where careers accelerate, innovation flourishes, and every voice is valued. Our high-performance culture is driven by our values and continuous knowledge exchange, enabling our team members to reach their full potential while collaborating with industry leaders to solve complex problems. Co-create the future with us as we build technology that transforms how the world develops software. * Fortune 500® is a registered trademark of Fortune Media IP Limited, used under license. Claim based on GitLab data. Fortune 100 refers to the top 20% ranked companies in the 2025 Fortune 500 list, published in June 2025. Fortune and Fortune Media IP Limited are not affiliated with, and do not endorse products or services of GitLab. An overview of this role As a Technical Program Manager on GitLab's all-remote R&D PMO team, you will own complex, end-to-end programs that are central to our AI-powered DevSecOps strategy. You will drive high-priority initiatives across product, engineering, data, and security teams, transforming strategic vision into executable plans that deliver innovative capabilities like the GitLab Duo Agent Platform and next-generation developer tools. You will work closely with executive leaders and cross-functional stakeholders, serving as the bridge between strategy and execution through clear communication, proactive risk managemen

GitRestAIRust
S
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listingCompany trend -66.7%
Quick readStrong listing-quality and freshness signals

Who we are About Stripe Stripe is a financial infrastructure platform for businesses. Millions of companies—from the world's largest enterprises to the most ambitious startups—use Stripe to accept payments, grow their revenue, and accelerate new business opportunities. Our mission is to increase the GDP of the internet, and we have a staggering amount of work ahead. That means you have an unprecedented opportunity to put the global economy within everyone's reach while doing the most important work of your career. About the team The Procurement team provides services to the businesses that are the backbone for Stripe. Stripe's newly revamped broader Procurement organization consists of Third Party Risk, Strategic Sourcing, Supplier Deal Management, Procurement Enablement, AP and T&E. To facilitate supplier deals with Strategic Sourcing and the business, we created a new Supplier Deal Management (SDM) team in 2022. This instrumental function builds an efficient supplier contracting process, reduces friction for business leaders, works in partnership with TPRM and Legal to minimize risk, and increases the velocity at which Stripe can engage key suppliers. SDM's mission is to drive agreements efficiently via appropriate channels, bringing structure to the overall contracting process in partnership with stakeholders while providing a customized and guided user experience and effectively managing value and risk for Stripe. What you'll do We're looking for a Supplier Deal Management Specialist to join our growing team. This individual will help us improve the user experience by processing and reviewing supplier contracting requests according to the following steps: Intake FAQ—Answer initial questions and educate DRIs on the overall risk assessment and supplier contracting process Contract Preparation—Conduct initial review of contractual terms (or assemble appropriate Stripe templates) and prepare agreements for legal review according to defined guidelines Partner wit

AIGoRustExcel
O
📍 Bengaluru, India· Full-time
✓ High-confidence listingCompany trend -68.5%
Quick readStrong listing-quality and freshness signals

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. About Okta & Our Culture At Okta, partners are central to our success. The Global Partner Program team equips partners with the operational foundation, resources, and clarity needed to build thriving, long-term Okta practices. Embedded in our Okta culture, we champion conscious leadership, high self-awareness, active empathy, and radical accountability. We focus on the whole human—fostering transparent relationships with our partners while enabling high-velocity growth. Role Overview We are seeking a Global Partner Sales Desk Specialist who brings an outward mindset and strong operational rigour to our partner-led deal flow. Reporting to the Manager of Global Partner Operations, you will be the connective tissue between external partners and internal stakeholders—leading Deal Registration qualification, streamlining quoter-to-order workflows, and driving data integrity across systems. The ideal candidate is a self-aware communicator who thrives in a dynamic environment, embraces continuous learning, and takes pride in elevating both partner and team performance. Location & Structure: Hybrid role with cross-regional timezone support (rotational shifts). Reports to: Manager, Global Partner Operations Key Responsibilities Empathy-Led Deal Registration Management: Review and validate Deal Registrations (DR) with speed and precision, ensuring program compliance while actively removing friction for partners. Serve as an approachable guide to troubles

AWSRestMachine LearningAI
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