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Lead Senior Software Engineer Machine Learning in Bengaluru

258 active opportunities · Updated October 2026

Explore current lead senior software engineer machine learning 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 listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE We are looking for a hands-on leader to own the data, analytics, and AI portfolio end to end — and the team that builds it. You are the single point of accountability between business stakeholders and the analytics organization: gathering and pressure-testing requirements, turning ambiguous problems into a prioritized roadmap, and leading the developers, analysts, and data scientists who deliver scalable, trusted, widely adopted products. This is not a role that manages from a distance. You will be in the requirements sessions, the data model reviews, the SQL, the dashboard design critiques, and the model evaluations — and you will be measured on adoption and business outcomes, not backlog size or model sophistication. WHAT YOU'LL DO Team Leadership & Talent ● Lead the team. Manage a talented team of senior and junior developers, analysts, and data scientists — setting direction on best practices, engineering standards, and alignment with team priorities. ● Develop people. Mentor team members, connecting their personal and professional goals to real career growth; set the standard for rigor and craft. Stakeholder Partnership & Requirements ● Be the trusted partner. Serve as the primary interface to the different organizations and run structured discovery to elicit underlying needs, not feature requests. ● Write requirements that hold up. Translate business questions into testa

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

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. The Role We are seeking a strategic Senior Analyst - Data & Analytics to champion our people analytics function and shape data-driven talent decisions. This is a high-impact, hands-on role where you will design, build, and deploy AI-augmented analytics products that drive workforce effectiveness and organizational performance. You bring deep HR domain fluency, a flair for compelling data storytelling, and proven experience turning complex workforce data into strategies that senior leaders actually act on. You will be a key partner to HRIS, IT, and global business leaders — sitting at the intersection of data engineering, business insight, and AI-powered tooling. What You'll Do Lead the full lifecycle of people analytics projects — from gathering stakeholder requirements to delivering scalable, validated, and actionable insights that guide business and talent strategy. Design, build, and deploy executive-ready analytics dashboards by leveraging AI and GenAI tools (including Claude) to rapidly prototype and implement custom web-based solutions — delivering intelligent, self-serve analytics experiences without the constraints of traditional BI platforms. Explore, prototype, and deploy AI powered analytics solutions to support workforce planning, attrition prediction, and people insights at scale. Partner with HRIS, IT, and business leaders to drive data integrity, governance, and seamless integration across core HR system

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

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As a Senior Technical Architect on our Advanced Services team, you will bridge pre-sales strategy and post-sales delivery to architect enterprise data migration, disaster recovery, and hybrid-cloud storage solutions. In this dual consultative and hands-on role, you will collaborate closely with Sales, Engineering, and enterprise customers to translate complex business needs into resilient, automated IT infrastructure. You will drive revenue growth and project success by serving as the trusted technical authority across high-impact data center transformations. WHAT YOU'LL DO Architect & Scope High-Impact Solutions: Partner with Sales, Product Marketing, and customer leadership to evaluate complex enterprise environments, design high-availability storage architectures (replication, clustering, cloud integration), and scope Professional Services engagements that drive sales conversion and solution adoption. Lead Enterprise Data Migrations & Implementations: Own end-to-end technical execution of complex data center consolidations and block/file migrations using specialized appliances (e.g., Cirrus Data) and native toolsets, ensuring seamless cutovers with zero data loss and minimal operational disruption. Automate & Modernize Storage Operations: Develop custom scripts (Python, PowerShell, Shell) and integration workflows to automate replication, disaster recovery, and cloud-bursting processes within client

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

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As a Hardware Manufacturing Test Engineer at Everpure, you will spearhead manufacturing test enablement for our next-generation enterprise hardware platforms from New Product Introduction (NPI) through high-volume production ramp. Operating with high autonomy, you will design robust test strategies and collaborate cross-functionally with Firmware, Diagnostics, and global factory teams to deliver market-ready, high-yield hardware infrastructure. Your expertise will directly optimize manufacturing throughput, improve release quality, and accelerate the global deployment of the industry-defining Everpure Platform. WHAT YOU'LL DO Own NPI & Sustaining Test Readiness: Drive end-to-end manufacturing test strategy, test sequence definition, and coverage validation for multiple hardware infrastructure variants to ensure seamless factory execution and build readiness. Lead Debug & Yield Optimization: Independently lead technical triage and resolve complex system-level test fallout during critical build phases, analyzing failure paretos to isolate root causes across hardware, firmware, and test infrastructure. Scale Test Architecture & Frameworks: Enhance and standardize the Design for Manufacturing (DFM) hardware test architecture by deploying reusable automation frameworks and consolidating test execution into shared platforms to minimize factory cycle times. Drive Vendor & Cross-Functional Alignment: Colla

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

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As a hands-on senior leader for our India SecOps team, you will shape and safeguard Everpure’s security posture at the intersection of detection engineering, threat hunting, attack surface management, and incident response. Positioned as a strategic cornerstone in Bangalore, you will empower an elite engineering team, optimize critical SecOps pipelines, and partner cross-functionally across global engineering and infrastructure groups. By driving execution excellence and high team morale, you ensure our enterprise platform and global telemetry remain resilient against evolving threats. WHAT YOU'LL DO Scale & Lead SecOps Operations: Architect, mentor, and grow the India SecOps team to foster an environment of high morale, technical excellence, and rapid execution across detection engineering and incident response. Proactively Manage & Remediate Attack Surface: Own end-to-end Attack Surface Management (ASM) across cloud environments, SaaS applications, endpoints, and secrets management to measurably minimize enterprise exposure and mitigate risk. Optimize Telemetry & Incident Response: Mature SIEM and SOAR automation pipelines to drastically reduce mean time to detect, contain, and respond (MTTD/MTTC/MTTR) while continuously elevating alert fidelity and signal confidence. Drive Cross-Functional Alignment & RCA Postmortems: Lead continuous validation through purple-teaming and incident postmortems alo

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

About Team: Financial Planning and Analysis” (FP&A) team works closely with the CFO, FP&A head, and all the other functions to enable and improve data-driven decision-making. The team enables financial planning, and allocation of funds, and uses structured problem-solving approaches along with a wide range of statistical / operations research techniques to create productized solutions for business teams to consume. Role: We are seeking to hire a talented Finance Professional for the FP&A team. This role offers a wide spectrum of responsibilities spanning from Financial and strategic planning, dynamic resource allocation framework for growth and P&L sustainability, driving efficiency charters across the P&L line items, performance management, business analytics and benchmarking with external companies. Responsibilities: Prepare monthly, quarterly and annual financial plans to be executed. Hold guardrails for investment to maximize topline growth Develop financial model for planning, budgeting, variance analysis and performance management Strategic Planning, AOP and LRP creation with thorough and detailed how-lists for topline and P&L line items Lead the MEC process with stakeholders from Business Finance and Controllership. Action upon the key risks and opportunities with agility Identify opportunities for efficiencies across the org and partner with respective teams to develop action plan to maximize the returns on investment for topline growth as well as cost optimization Leverage SQL to extract and manipulate financial data for analysis, Create and maintain dashboards and reports using SQL based tools Handle complex ad hoc request with a shorter turnaround time and supplement such request with appropriate analysis and insights for enabling business decision-making Assessment and dissemination of impact on business due to macro trends, benchmarking with national and international peer companies to identify the

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

JOB TITLE Mobility Engineer, End User Technology A CAreer with point72’s Technology TEAM As Point72 continues to reimagine the future of investing, our Technology group is constantly improving our company’s IT infrastructure, positioning us at the forefront of a rapidly evolving technology landscape. We’re a team of experts experimenting and discovering new ways to provide exceptional end user experience while embracing enterprise agile methodology. We encourage professional development to ensure you bring innovative ideas to our team while satisfying your own intellectual curiosity. Our Technology Infrastructure team engineers and operates the foundational technology platforms that power all of the firm’s applications and businesses. Our disciplines span a broad array of technologies from datacenter infrastructure to large scale cloud services, with the shared goal of providing the most reliable, performant, modern technology platforms to improve time-to-market for our business. We also deliver end-user technology solutions to support the evolving collaboration and productivity needs of our global teams. Our team focuses on innovation and challenging the current state of our infrastructure technology in a fast-paced, dynamic, and collaborative working environment. What you’ll do We are seeking a Mobility Engineer with deep expertise in Microsoft Intune to own and evolve Point72’s modern endpoint and mobility platform. This role is heavily focused on mobility and modern device management, while also supporting Windows, macOS, mobile devices, and Windows 365 Cloud PCs.The ideal candidate will be responsible for the end-to-end lifecycle management of corporate and BYOD endpoints, ensuring a secure, seamless, and high-performing end-user experience across the firm. Lead the end‑to‑end management of mobile and endpoint devices using Microsoft Intune and other enterprise MDM tools. Design, deploy, and support Intune for iOS, Android, Windows, macOS, and Win

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

JOB TITLE Back Office Operations Senior Associate A CAREER WITH POINT72’S BACK OFFICE OPERATIONS TEAM Point72’s Operations team supports all operational aspects of trade processing, reconciliation, financing, and reporting firmwide for all products, including equities, derivatives, bonds, foreign exchange and futures, and digital assets across global markets. WHAT YOU'LL DO Perform daily cash and P&L reconciliations, collaborating with global teams to resolve breaks efficiently. Complete assigned daily tasks and reviews strictly within established servicelevel agreements. Lead workload allocation and foster talent development across the team. Partner with prime brokers, custodians, administrators, and external third parties to expedite break resolution. Act as a senior team member to resolve complex tasks directly with counterparties and internal stakeholders. Identify, prioritize, and implement straight-through-processing (STP) initiatives to enhance scalability, accuracy, and control. Deliver fast, insightful answers to P&L inquiries from portfolio managers, traders, and investment colleagues. WHAT'S REQUIRED Bachelor’s degree in finance, Business, Mathematics, or a related field (preferred) 6+ years of Operations experience within a hedge fund, asset manager, bank, or fund administrator, including demonstrated leadership and ownership of complex operational functions. Strong product knowledge across equities, futures, equity swaps, FX, derivatives, and fixed income instruments. Advanced technical aptitude, with the ability to partner effectively with Technology and drive system and process improvements. Exceptional problem-solving, analytical, and critical-thinking skills, with the ability to operate with urgency and sound judgment. Strong time management and prioritization skills in a high-volume, deadline-driven environment. Highly detail-oriented, proactive, and self-directed, with a strong sense of

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

Role Overview You are a senior product leader who wants to shape how AI transforms IT and cyber risk management at scale. In this role, you will own one of the most strategic product areas in a global GRC SaaS platform, defining how organisations identify, assess, and act on cyber risk — and how CISOs and boards get the clarity they need when it matters most. You will set and drive the product vision, roadmap, and outcomes for IT & Cyber Risk on a multi-solution platform used by enterprises worldwide. You will partner closely with engineering, design, data science, and senior leaders to build AI-native capabilities that automate risk detection, prioritisation, and reporting. Your work will have high executive visibility, real strategic weight, and direct impact on how customers manage governance, risk, and compliance. Here’s a breakdown of what you’ll do (not all of it, just the important stuff) Lead the end-to-end product strategy and roadmap for IT & Cyber Risk, aligning to company objectives and broader platform direction. Design and deliver AI-powered features (LLMs, agents, ML models) that automate risk identification, assessment, and reporting for enterprise security and risk teams. Partner with engineering, data science, and design to define technical approaches, ship high-quality releases across web, mobile, and API, and iterate using product analytics. Develop deep market and customer insight by engaging regularly with CISOs, security leaders, and risk managers, and turn those insights into clear product bets. Define, track, and communicate product KPIs, AI performance metrics, and north star outcomes to senior stakeholders, including business cases for major investments. Work cross-functionally with Sales, Customer Success, Professional Services, and Marketing to ensure successful launches and adoption of new IT & Cyber Risk capabilities. These are the essentials you’ll need to get an interview 7+ years of product management experience, includi

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

SonicWall is a cybersecurity forerunner with more than 30 years of expertise and is recognized as a leading partner-first company, ensuring our partners and their customers are never alone in the fight against cybercrime. With the ability to build, scale and manage security across the cloud, hybrid and traditional environments in real-time, SonicWall provides relentless security against the most evasive cyberattacks across endless exposure points for increasingly remote, mobile and cloud-enabled users. With its own threat research center, SonicWall can quickly and economically provide purpose-built security solutions to enable any organization—enterprise, government agencies and SMBs—around the world. For more information, visit www.sonicwall.com or follow us on Twitter , LinkedIn , Facebook and Instagram . Job Summary We are seeking a experienced Oracle DBA to manage and optimize our Oracle E-Business Suite 12.1.3 environment, with a roadmap to upgrade to 12.2 or migrate to Oracle Cloud. The ideal candidate will have deep expertise in Oracle database administration, EBS application support, and performance tuning, along with familiarity in tools like SharePlex and Hyperion. This role is critical to supporting financial closure cycles and ensuring database reliability and performance. Key Responsibilities: Administer and maintain Oracle EBS R12.1.3 environments, including patching, cloning, backups, and upgrades. Lead and support the upgrade path to Oracle EBS 12.2 or migration to Oracle Cloud Infrastructure (OCI). Support month-end, quarter-end, and year-end financial closure activities, ensuring system stability and performance. Perform database cloning for development, testing, and troubleshooting purposes. Troubleshoot and optimize SQL queries and PL/SQL code for performance and reliability. Monitor and optimize database performance, availability, and scalability. Manage concurrent managers, workflow serv

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

SonicWall is a cybersecurity forerunner with more than 30 years of expertise and is recognized as a leading partner-first company, ensuring our partners and their customers are never alone in the fight against cybercrime. With the ability to build, scale and manage security across the cloud, hybrid and traditional environments in real-time, SonicWall provides relentless security against the most evasive cyberattacks across endless exposure points for increasingly remote, mobile and cloud-enabled users. With its own threat research center, SonicWall can quickly and economically provide purpose-built security solutions to enable any organization—enterprise, government agencies and SMBs—around the world. For more information, visit www.sonicwall.com or follow us on Twitter , LinkedIn , Facebook and Instagram . Overview SonicWall is looking for a Senior Product Marketing Manager to own go-to-market strategy and execution for our Endpoint Detection and Response (EDR) and Threat Protection product lines, along with other assigned product lines across the SonicWall portfolio. This individual contributor role also drives the success of SonicWall's Technology Alliance Partner Program, ensuring partner value propositions and joint go-to-market plans translate into measurable pipeline and revenue impact. The role also maintains working knowledge of SonicWall SonicSentry, our Managed Security Services (MSS) business, to support consistent messaging and cross-functional alignment where the two offerings intersect. You will develop positioning and messaging, lead product launches, build the sales and channel enablement tools that win deals, and serve as the subject-matter expert who translates complex security technology into clear, compelling, customer-facing value. This role requires deep hands-on execution rather than team management — you will drive results directly, in close partnership with product management, engine

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

Instawork is on a mission to create meaningful economic opportunities for skilled hourly professionals in communities around the globe. Our AI-powered labor marketplace helps local businesses scale, and enables global technology companies to push the frontiers of robotics and AI. Backed by world-class investors like Benchmark, Spark Capital, Craft Ventures, Greylock, Y Combinator, and others, we’re looking for exceptional talent to reimagine the way the world works. Senior Recruiter – Non-Tech & Tech Love finding great talent others can't? 🚀 We’re looking for a strong and hands-on Senior Recruiter to own mid-level to senior hiring across both Tech and Non-Tech functions. You’ll partner closely with hiring managers and business leaders to build high-quality talent pipelines, drive targeted sourcing, and close exceptional candidates. What You'll Do Own the end-to-end recruitment lifecycle for mid to senior-level roles. Lead headhunting, niche sourcing, and passive candidate engagement across Tech and Non-Tech roles. Build strong talent pipelines through LinkedIn, referrals, networking, and creative sourcing strategies. Partner with hiring managers and senior leaders to understand hiring needs and define candidate profiles. Manage candidate relationships, interviews, offer negotiations, and closures. Use ATS platforms, AI-powered sourcing tools, and recruitment data to improve hiring efficiency. Mentor junior recruiters or interns and help raise recruitment standards. What We're Looking For 4+ years of experience in Talent Acquisition / Recruitment. Strong track record of hiring mid-level to senior talent across Tech and Non-Tech roles. Experience in campus hiring, including building and managing relationships with colleges, universities, and placement teams. Strong campus engagement skills with the ability to develop long-term relationships with key institutions. Exceptional sourcing and headhunting skills with experience engaging passive candidates. Strong stake

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📍 Bengaluru, India· Full-time
✓ Quality checkedCompany trend -70.9%

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. Senior UX Researcher Role Located out of: Bengaluru, Karnataka, India The Overview At Okta, we’re building a world where anyone can safely use any technology, and we’re specifically focused on protecting the future of work. We bring simple and secure access to people and organizations everywhere, promising to not only protect the identities of our workforce and users but to ask, “what more can we make possible?” As a Senior UX Researcher at Okta India, you will join a globally distributed research and design team, shaping customer experiences across the Access Management ecosystem. Your mission is to secure workforce access right from physical device bootup delivering frictionless, phishing resistant, and passwordless authentication across macOS, Windows,Linux, iOS, and Android platforms. In this role, you will lead end to end research initiatives, translating ambiguous product questions into actionable insights that directly influence long term strategy and near term product decisions across global Engineering, Product, and Design (EPD) teams. Finer Print You will join an AI first team of researchers and designers supported by leadership who fosters high autonomy, deep ownership, and a strong culture of craft. As part of Okta’s centralized Design & Research organization in Bengaluru, you will act as a key research anchor, working closely with cross functional partners in both India and the US to define problems, explore solutions, and drive impact. You

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📍 Bengaluru, Bengaluru, India
✓ Quality checkedCompany trend -100%

NVIDIA is seeking a Senior Staff SRE to build and operate reliable, scalable compute platforms that support global engineering workloads. This role spans Kubernetes, KubeVirt, bare-metal infrastructure, automation, observability, and AI-enabled operations. Join a team that solves complex infrastructure challenges, builds durable automation, and improves the reliability and operational experience of critical compute services. What you’ll be doing: Build, operate, and improve large-scale Kubernetes, KubeVirt, Linux, container, and bare-metal compute platforms, with a focus on performance, capacity, reliability, and operational scale. Lead bare-metal provisioning and lifecycle management in data centers, including PXE boot, DHCP, DNS, OS provisioning, hardware validation, and fleet automation. Develop automation, self-service capabilities, and observability solutions using APIs, Python or Go, Infrastructure as Code, configuration management, metrics, logs, traces, and service-health data. Define and operate SLOs, SLIs, error budgets, alerting, and incident-response practices; lead complex incident investigations, corrective actions, and blameless postmortems. Partner with infrastructure, security, hardware, data-center, and application teams to deliver global platform initiatives, and participate in an on-call rotation. What we need to see: BS in Computer Science, Engineering, a related technical field, or equivalent experience, plus 10&#43; years operating production infrastructure or platform services. Strong expertise in Kubernetes administration, KubeVirt, Docker, containerization, microservices, Linux systems, and resolving distributed-system challenges. <l

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

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE We are looking for a highly skilled Senior Frontend Engineer to join the Portworx UI team, responsible for building intuitive, scalable user experiences for our Kubernetes-based platform. You will build production-quality web applications using React, collaborate closely with UX, Product, backend teams, and engineering leadership, and help shape frontend architecture and engineering practices. This role requires strong ownership, sound technical judgment, and the ability to solve complex problems independently while helping other engineers grow. WHAT YOU'LL DO We are primarily an in-office environment and therefore, you will be expected to work from the {{OFFICE_LOCATION}} office in compliance with Everpure's policies, unless you are on PTO, or work travel, or other approved leave. Design, develop, and maintain scalable, high-performance single-page applications using React and TypeScript. Own features end to end—from requirements and design through implementation, testing, release, and production support. Create reusable, accessible, responsive UI components using modern HTML, CSS, React patterns, and design systems. Collaborate with UX, Product Management, and backend teams to turn customer and product needs into polished, production-ready features. Contribute to frontend architecture, API integration, performance, maintainability, and engineering best practices. Write and maintain unit, integration, and end-to-

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