Jobs in Canada

Trust And Safety Director in Canada

148 active opportunities · Updated October 2026

Explore current trust and safety director jobs across Canada. Filter by work mode, employment type, experience, department, date posted and distance.

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📍 Canada· Full-time· Remote
✓ High-confidence listingCompany trend -100%

From $95K/yr

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 Revenue Technology Analyst on GitLab's Revenue Technology team, you'll help support and maintain the tech stack that powers our go-to-market teams. As our Revenue organization continues to grow, you'll help execute the workflows, standards, and ways of working that make it easier for teams to do their best work. You'll partner with Revenue Operations, Pre- and Post-Sales Strategy, Enablement, IT, and beyond to help identify process gaps, support integrations and automations, and translate business needs into technical solutions. You'll also help build and maintain a strong documentation and knowledge

PythonSQLGitRest
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📍 Canada· Full-time· Remote
✓ High-confidence listingCompany trend -100%

From $139.2K/yr

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 The Pricing team defines and executes GitLab's pricing strategy, a function that's important to our success. As a Lead Pricing Strategist, you'll shape pricing and packaging across our portfolio, from the Premium and Ultimate tiers to GitLab Duo and our growing set of artificial intelligence (AI) and usage-based products, including Flex and Orbit. You'll work with leaders across Product Management, Product Marketing, Finance, go-to-market teams, Sales, and Deal Desk to evaluate opportunities, create business models for new offerings, and improve how we package our existing portfolio. What you’ll do Collab

GitRestAIGo
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📍 New York, NY OR Los Angeles, Canada
✓ High-confidence listingCompany trend -100%

$70K – $77K/yr

Quick readStrong listing-quality and freshness signals

At Trustpilot, we're on an incredible journey. We're a profitable, high-growth FTSE-250 company with a big vision: to become the universal symbol of trust. We run the world's largest open customer review platform, and while we've come a long way, there's still so much exciting work to do. Come join us at the heart of trust! As a SMB Account Manager, you are responsible for retaining and growing a defined portfolio of existing customers in the US market. You act as the commercial owner of each relationship — driving renewals, expanding accounts, and positioning Trustpilot as a long-term partner that delivers measurable business value. You combine commercial acumen with relationship depth, collaborating closely with Customer Success Managers to ensure adoption, satisfaction, and sustainable revenue growth. You are accountable for contributing to strong Gross Renewal Rate (GRR) and Net Revenue Retention (NRR) results by executing defined renewal processes, maintaining Salesforce accuracy, and supporting customers to achieve measurable value. What you'll be doing: Retention & Renewal: Own the end-to-end renewal process, delivering high Gross Renewal Rates (GRR) and predictable retention. Growth & NRR: Drive portfolio expansion through upsell and cross-sell to achieve strong Net Revenue Retention (NRR) and overall portfolio growth. Account Planning: Build and maintain detailed account plans, stakeholder maps, and accurate forecasts in Salesforce. Customer Engagement: Lead commercial and strategic conversations, including business reviews and contract discussions. Cross-Functional Collaboration: Partner with Customer Success to ensure value realization, with Marketing on customer stories, and with Product on feedback loops. Operational Excellence: Ensure accurate data, forecasting discipline, and pipeline visibility across your portfolio. Who you are: You have experience in account management, renewals, or a similar customer-facing role within a SaaS or subscripti

SalesforceRecruitmentCRM
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📍 Canada· Full-time· Remote
✓ High-confidence listingCompany trend -100%

From $168K/yr

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 Corporate Security Engineer, you'll help secure the systems GitLab team members rely on every day across a fully remote environment. This role sits within Corporate Security Engineering and focuses on building secure-by-default controls for endpoints and the SaaS platforms that support them, with a strong emphasis on macOS. You'll own meaningful technical decisions around endpoint hardening, automation, and detection, and you'll help turn security requirements into scalable engineering systems that are measurable, auditable, and designed to reduce friction for end users. This is a strong fit i

PythonGitLinuxRest
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📍 New York, NY OR Los Angeles, Canada
✓ Quality checkedCompany trend -100%

$79.9K – $93K/yr

At Trustpilot, we're on an incredible journey. We're a profitable, high-growth FTSE-250 company with a big vision: to become the universal symbol of trust. We run the world's largest open customer review platform, and while we've come a long way, there's still so much exciting work to do. Come join us at the heart of trust! As a Solutions Engineer, you are the technical specialist supporting the New Business and Account Management teams. Your goal is to help customers understand the practical value of Trustpilot’s platform. You are responsible for executing technical demonstrations, validating product fit, and ensuring that prospects have the technical confidence to convert. You bridge the gap between technical features and customer requirements to drive consistent commercial results What you'll be doing: Technical Discovery: Support Account Executives in uncovering customer needs and existing system environments. Product Demonstrations: Deliver tailored demos and presentations that articulate Trustpilot’s value, flexibility, and ROI. Solution Delivery: Configure and present standard solutions that address specific customer pain points and business goals. Proof-of-Concepts: Manage pilot programs to validate functional requirements and technical impact before signing. Technical Enablement: Act as a trusted advisor throughout the sales cycle — answering technical questions and resolving blockers. Cross-Functional Collaboration: Work closely with Product, Engineering, and Implementation teams to ensure solution integrity and smooth handover. Documentation & Knowledge Transfer: Maintain accurate documentation for proposed solutions and integration requirements. Feedback Loop: Capture recurring customer feedback and insights to inform product Who you are: Proven experience in a technical customer-facing role, such as Sales Engineering, Technical Support, or Implementation. Proficiency in web technologies, including APIs, JavaScript, and standard SaaS integratio

JavaScriptRecruitment
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📍 New York, NY OR Los Angeles, Canada
✓ Quality checkedCompany trend -100%

$75K – $85K/mo

At Trustpilot, we're on an incredible journey. We're a profitable, high-growth FTSE-250 company with a big vision: to become the universal symbol of trust. We run the world's largest open customer review platform, and while we've come a long way, there's still so much exciting work to do. Come join us at the heart of trust! We are a team of multinational customer experience specialists working with omnichannel support tools to support our diverse customer base. Our focus is on excellent support and problem-solving. We are troubleshooters, effective listeners, out-of-the-box thinkers, and collaborators. Supporters by nature, we are an open team where no question is too big or small. As an Account Executive at Trustpilot, you will be part of an exciting Sales team full of hard-working and motivated professionals. Selling into the mid-market space, the expectations for our Sales team are set high by our Management team but the bar is constantly being raised by our hard-working team members who are looking to grow their careers and bank accounts by outperforming their targets. Our team members are walking into an environment where if you put the work in our leaders and your peers will empower you to be successful, all while making sure you are having fun along the way. What you’ll be doing Direct the full sales cycle from inception to close Be a hunter by discovering and facilitating your own leads utilizing online and offline resources Reach key policy makers in order to sell Trustpilot’s mission, platform, and software solution Make outbound sales calls speaking to C-level executives across all verticals Effectively maintain your pipeline using our CRM, Salesforce Achieve and consistently exceed monthly sales goals Develop skills necessary to transition into an enterprise sales role Who you are: Advanced experience of outbound sales in an ever-growing selling environment Adept at qualifying leads, reaching the right contact, prioritizing the pipeline, and closin

SalesforceRecruitmentCRM
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📍 Canada· Full-time· Remote
✓ Quality checkedCompany trend -100%

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 GitLab is the most comprehensive AI-powered DevSecOps platform for software innovation. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation. More than 40 million registered users and more than 50% of the Fortune 100 trust GitLab to ship better, more secure software faster. This role is a member of our Canada Enterprise Team serving government accounts. The right candidate will have a positive record of Enterprise Sales experience selling into the public sector, along with solid bac

CI/CDGitRestAI
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📍 Canada· Full-time· Remote
✓ Quality checkedCompany trend -100%

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 Commercial Account Executive, Mid-Market, you’ll be the primary point of contact for prospective and existing customers in our mid-market segment, helping organizations modernize how they plan, build, secure, and ship software with GitLab’s AI-powered DevSecOps platform. You’ll own a broad book of business in your territory and serve as a strategic, trusted advisor to your accounts as you prospect, run complex sales cycles, and guide customers on their journey with GitLab to achieve clear business outcomes while supporting adoption and reducing churn. You’ll collaborate closely with Sales Development

GitRestAIGo
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📍 Canada· Full-time· Remote
✓ Quality checkedCompany trend -100%

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 Backend Engineer on the GitLab Agent Observability team, you'll go beyond using AI tools and help define how we design, build systems that allow AI agents to interact with the full software delivery lifecycle, way beyond pure code creation. In this role you’ll contribute to the development of complex features and help establish architectural patterns both for how to interact with AI Agents across GitLab and how the resulting AI contributions manifest across GitLab. You’ll collaborate closely with engineers across the Agent Foundations stage and adjacent teams within AI engineering. This is a hi

PythonVueSQLPostgreSQL
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📍 San Francisco, CA· Full-time
✓ Quality checkedCompany trend -100%

Employee Applicant Privacy Notice Who we are: Shape a brighter financial future with us. Together with our members, we’re changing the way people think about and interact with personal finance. We’re a next-generation financial services company and national bank using innovative, mobile-first technology to help our millions of members reach their goals. The industry is going through an unprecedented transformation, and we’re at the forefront. We’re proud to come to work every day knowing that what we do has a direct impact on people’s lives, with our core values guiding us every step of the way. Join us to invest in yourself, your career, and the financial world. The Role: As a Technical Program Manager within the Enterprise Data Governance team, you will drive strategic execution across our core data governance processes. Your primary focus is to protect member privacy safeguarding personal information through secure handling, processing, and storage to ensure trust, enforce compliance, and mitigate data exposure risks. You will bridge the gap between corporate data governance policy and operational engineering, leading high-visibility technical programs that secure, classify, and institutionalize data controls across key data platforms. As a leader, you will partner with engineering, the CIO organization, Legal, Privacy Compliance, and broader stakeholders to shield enterprise data frameworks while accelerating feature delivery. What you’ll do: Own the end-to-end strategy, roadmap, and execution of complex, multi-platform data privacy and data protection initiatives, driving the Privacy Rights Management (PRM) program as a primary priority. Partner with engineering and platform teams to translate abstract data governance and privacy policies into actionable technical execution. Own the requirements lifecycle by authoring comprehensive PRDs, defining functional data controls, and ensuring engineering teams have the clear technical specifications needed

PythonSQLRestAgile
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📍 Toronto, Ontario, Canada· Full-time
✓ Quality checkedCompany trend -85.7%

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. About the role The App Runtime team is building a platform that lets every Snowflake user go from an idea to a live, deployed web application (Node.js first) in minutes. We own the end-to-end experience of building and running apps, from Cortex AI-assisted development to deployment in a secure, scalable infrastructure. Apps built on the platform inherit Snowflake's security, governance, lineage, and access controls by default. See Deploy Faster with Snowflake Apps . As a Staff/Principal Engineer, you will shape the product and its architecture. It’s a high leverage role - you will lead a team to scale and harden an early-stage, public-preview product. Your decisions will have a long-lasting impact on the future of Snowflake as an app platform. This role requires a unique combination of deep hands-on expertise in scalability, performance and security, great product instincts, customer obsession and the organizational influence to drive cross-team programs. Responsibilities Own the roadmap and technical decisions to evolve the public-preview platform into a production-grade one, adding features like horizontal scaling, cost efficiency via suspend/resume, support for stacks beyond Node.js, and stronger access and data-governance controls Stay deeply hands-on by authoring specs

TypeScriptPythonJavaNode.js
F
📍 New York, NY OR Los Angeles, Canada
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Office Manager Location: New York, NY, onsite 5 days per week Role type: Full time Reports to: People Operations Manager About the Company Flowcode is the leading offline-to-online conversion platform, helping the world's biggest brands drive direct connections with their audiences. We turn physical touchpoints into digital conversion funnels, powering instant, privacy-compliant personalization at scale. Over 75% of the Fortune 500 trust Flowcode to turn physical moments into digital action, with speed, security and ease. The Role: Office Manager We're looking for an organized, proactive, and people-oriented Office Manager to own the day-to-day experience of our Soho HQ. You’ll be the person who makes sure our office is welcoming, organized, stocked, and running smoothly—from morning coffee and team lunches to candidate visits, happy hours, new hire arrivals, and everything in between. This is a highly hands-on role for someone who takes pride in the details and genuinely enjoys making things run better for the people around them. You’ll be a familiar and welcoming face to employees and guests while owning the behind the scenes logistics that keep our office operating at its best. You’ll work closely with our People team and report directly to our People Operations Manager, while partnering with IT, Finance, leadership, vendors, and employees across the company. This is an onsite role at our Soho office, Monday - Friday. You'll thrive in this role if you: Are exceptionally organized and have a strong eye for detail Take pride in your work, whether you're supporting a company offsite or making sure the kitchen is stocked Are naturally warm, friendly, and welcoming and genuinely enjoy working with people Are proactive. When you notice something needs to be done, you take ownership of it Have a resourceful, "figure it out" mentality and stay calm when unexpected issues come up Are reliable and understand that small details can have a big impact on someone's experience

FinanceLogistics
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📍 Toronto, Ontario, Canada· Full-time
✓ High-confidence listingCompany trend -85.7%
Quick readStrong listing-quality and freshness signals

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. Account Executive, Commercial Acquisition Build the future of data. Join the Snowflake team. Snowflake’s Commercial sales organization continues to grow and we are actively seeking a Commercial Account Executive to join the team. Our Account Executives are customer-obsessed and we believe in the value we can add and stay honest about it. We love to learn, are open to giving and receiving feedback and are passionate about making our clients successful. Our team works to ensure data is accessible, usable and valuable to everyone. YOU MAY BE A GOOD FIT FOR THE TEAM IF YOU: Enthusiastic, self-motivated, and positive attitude with a passion for building customer relationships and closing new business opportunities. The Account Executive must have the confidence and ability to negotiate and close agreements with Clients and support new customers through our on-boarding process. You are driven to exceed performance objectives. You are excited about being positioned right in the middle of the exploding cloud based economy and to develop and maintain a highly desired knowledge of Snowflake’s solutions. You have an understanding of the Cloud application/computing space along with familiarity with data warehouse or analytic technologies. You are familiar with a solution-based approach

SQLAIWarehouse
HI
📍 San Francisco, Canada· Full-time
✓ High-confidence listing

$216K – $288K/yr

Quick readStrong listing-quality and freshness signals

Who We Are HP IQ is HP’s new AI innovation lab. Combining startup agility with HP’s global scale, we’re building intelligent technologies that redefine how the world works, creates, and collaborates. We’re assembling a diverse, world-class team—engineers, designers, researchers, and product minds—focused on creating an intelligent ecosystem across HP’s portfolio. Together, we’re developing intuitive, adaptive solutions that spark creativity, boost productivity, and make collaboration seamless. We create breakthrough solutions that make complex tasks feel effortless, teamwork more natural, and ideas more impactful—always with a human-centric mindset. By embedding AI advancements into every HP product and service, we’re expanding what’s possible for individuals, organisations, and the future of work. Join us as we reinvent work, so people everywhere can do their best work. About the Role As a Senior Software Engineer specializing in Device Security, you will play a key role in helping HP IQ lead the industry in advancing the security of AI devices, and empowering business and users with control of their privacy and personal data in the quickly evolving AI-driven world. Privacy and security are table stakes at HP IQ, and absolutely integral to our success as a dynamic company with a deep commitment to product. You will own projects through their entire life cycle, building secure systems for our innovative devices by threat modeling, designing secure architectures, and implementing them. This role focuses on designing and implementing solutions across the entire software stack of embedded systems, PCs, and server class workstations. This includes the way they interface with the outside world, in a way that provides joyful user experiences without compromising privacy & security. The technology that you will create will maintain and strengthen the trust that HP IQ promises to our customers. What You Might Do Lead the design and implementation of embedded device secu

JavaRedisLinuxAI
F
📍 Toronto, Canada· Full-time
✓ High-confidence listing

From C$190K/yr

Quick readStrong listing-quality and freshness signals

About Forma.ai: Forma.ai is a Series B startup that's revolutionizing how sales compensation is designed, managed and optimized. We handle billions in annual managed commissions for market leaders like Edmentum, Stryker, and Autodesk. Our growth has been fuelled by our passion for fundamentally changing and shaping how companies use sales intelligence to drive business strategy. We’re welcoming equally driven individuals who are excited about creating something big! About the Team Engineers on this team build our rules-based calculation engine for processing sales commissions. This might sound simple if you have never been exposed to sales compensation plans, it is not. We are low on meetings and high on accountability. Most of the team is in the EST time zone, with a few located in PST and Central as well. We are still evolving many areas of the platform, which means there is meaningful room to improve the design, reliability, and scalability of the systems we build. What you’ll be doing Reporting to the Manager of Data Platform, you will play an important role in the evolution of our Spark-based data platform. You’ll design and build data-rich platform capabilities, contribute to system design discussions, and help ensure our data systems remain reliable, maintainable, and scalable as Forma grows. As a Senior Engineer, Data Platform, you are expected to operate with strong ownership and sound technical judgment. This includes identifying risks in the work you own, surfacing edge cases, asking thoughtful questions, and proposing improvements that strengthen the quality and reliability of the platform. You will: Design, build, and improve Spark-based data pipelines and platform services. Work with complex data models representing sales compensation plans, hierarchies, relationships, and enterprise datasets. Build reliable, deterministic data systems that customers and internal teams can trust. Improve testing, observability, data quality,

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