Jobs in United States

Senior Machine Learning Engineer Monetization Engineering in United States

2,035 active opportunities · Updated October 2026

Explore current senior machine learning engineer monetization engineering jobs across United States. Filter by work mode, employment type, experience, department, date posted and distance.

Hiring demand

41/100

watch · 52 related jobs

Hiring trend

-76.2%

Job postings compared with the previous 30 days

Remote options

26.9%

Share of matching jobs listed as remote

Typical salary

$158.4K – $158.4K/yr

Based on 6 salary observations

D
📍 New York, New York, United States· Full-time
✓ High-confidence listingCompany trend -86.8%

From $192K/yr

Quick readStrong listing-quality and freshness signals

As the Senior Product Manager for Network Path, you’ll own the vision, roadmap, and execution for how our customers visualize, monitor, and troubleshoot network traffic across complex hybrid and cloud environments. You’ll work closely with a diverse set of Network, DevOps, and SRE teams to understand how they manage their infrastructure, what challenges they face regarding network visibility and routing, and how our product can help them better observe, isolate, and remediate latency, packet loss, and connectivity issues across the public internet, cloud providers, and private data centers. In addition, you’ll work with product teams across the organization to identify opportunities to create integrated experiences—bridging the gap between infrastructure monitoring, application performance, and network health—and you’ll partner with engineers, designers, and go-to-market teams to drive adoption across thousands of customers. At Datadog, we place value in our office culture - the relationships and collaboration it builds and the creativity it brings to the table. We operate as a hybrid workplace to ensure our Datadogs can create a work-life harmony that best fits them. What You’ll Do: Define the strategy and pioneer new ways to visualize end-to-end network paths. You will determine how we capture, analyze, and map complex routing data to give customers a true hop-by-hop view of their network traffic. Own the core Network Path roadmap, ensuring deep coverage for cloud-native networking (e.g., AWS VPCs, Transit Gateways), SD-WAN, and traditional on-premise routing topologies. Explore ways to combine flow and metrics to provide a holistic view of network health and pinpoint the problem. Partner with Product Marketing to articulate the business value of network path monitoring, showing customers how improved visibility directly correlates to reduced MTTR and optimized cloud egress costs. Identify opportunities to build intelligent alerting and root-cause analysis c

AWSAIGoRust
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%

From $1.3M/yr

Quick readStrong listing-quality and freshness signals

The Opportunity MongoDB’s partner ecosystem — systems integrators, ISVs, and the major cloud providers — is a strategic growth engine for the business. We’re looking for a Senior Manager, Sales Plays and Offerings to design the joint go-to-market motions that turn partner relationships into pipeline and revenue. This is a highly cross-functional, strategic role: you’ll build the sales plays and joint offerings themselves, partner with Enablement to get the field and our partners ready to sell them, instrument how they perform, and work with the Programs lead to make sure incentives reward the behavior we want to see. You will report directly to the VP of Partner Strategic Operations and act as a connective layer between Partnerships, Sales, Enablement, and Programs — translating ecosystem strategy into repeatable, measurable, field-ready motions. We are looking to speak to candidates who are based anywhere in the US for our hybrid working model. What You'll Do Build sales plays and joint offerings Design and package partner sales plays and joint solution offerings with priority ISVs, SIs, and cloud partners — defining the joint value proposition, target segment, competitive positioning, and playbook for how field and partner sellers execute it Partner with Product Marketing, Solutions Engineering, and partner counterparts to validate technical integration stories and translate them into a compelling, sellable narrative Prioritize which plays to build and scale based on market opportunity, partner readiness, and alignment to MongoDB’s strategic pillars (e.g., AI, migrations, industry verticals) Own the lifecycle of each play from concept through launch, iteration, and eventual retirement or refresh Drive partner and field enablement Partner closely with the Enablement team to translate each sales play into field- and partner-facing assets: pitch decks, battlecards, demo scripts, certification conte

MongoDBAWSAzureGCP
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%

From $92K/yr

Quick readStrong listing-quality and freshness signals

We are hiring a Senior Technical Product Marketing Manager to lead positioning and messaging and to grow adoption of MongoDB Search and Vector Search as foundational components of our platform – the retrieval layer powering the next generation of grounded AI applications and agents. This is a high-impact role for a marketer who thinks like a builder. As developers architect increasingly sophisticated systems – RAG pipelines, agentic workflows, multi-modal search experiences – retrieval has moved from an implementation detail to a core design decision. You’ll join a high-performing, globally distributed team and partner closely with Marketing, Builder Relations, Product Management, Engineering, Partners, and Sales to develop, measure, and achieve cross-functional goals. The role requires technical depth in information retrieval — lexical and vector search, hybrid approaches, embeddings, re-ranking, agentic retrieval loops, and the tradeoffs that matter in production systems — paired with the product marketing instincts to turn that depth into crisp, differentiated messaging for distinct user and buyer personas. Hands-on experience building or shipping AI-enabled products is a strong advantage. Individuals with prior experience in technical sales, developer relations, or technical marketing are encouraged to apply. This person is a voracious consumer of AI research and pays close attention to shifting patterns in application architectures and development, including agentic systems. This individual is confident in communicating with technical practitioners and non-technical decision makers in one-to-few and one-to-many engagements for internal and external audiences. We are looking to speak to candidates who are based in the US for our hybrid working model. What You’ll Do Drive Strategy & Execution: Act as a strategic partner for high-impact initiatives that align with MongoDB’s long-term business goals in collaboration with Marketing, Developer Relations, Product

MongoDBAWSAzureAI
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%

From $114K/yr

Quick readStrong listing-quality and freshness signals

The Assurance, Risk and Compliance (ARC) Initiatives team at MongoDB owns the governance and delivery of key cross-functional security risk and compliance initiatives. The team designs and executes programs that support compliance audits, risk assessments, common control frameworks, operating cadences, and executive reporting that strengthen the organization’s assurance, risk management and compliance objectives. The policy and controls governance pillar is responsible for the structure, standards and operating mechanisms that keep MongoDB’s security policies, standards, procedures, and controls governance processes current, aligned, auditable and scalable across the organization. This includes ownership of the policy lifecycle, common controls framework governance, issue management, and the review cadences and cross-functional coordination needed to maintain strong governance maturity and audit readiness. This role sits under the Assurance, Risk and Compliance function within the Global Security Office and reports to the Director of ARC Initiatives. This role will be based remotely in the United States Responsibilities: Scope of Ownership Policy governance program ownership, including policy lifecycle management, documentation standards, review and approval cadences, change tracking, and exception governance Controls governance ownership, including common controls framework lifecycle management, control harmonization, framework mapping, and processes that support audit readiness and scalable control oversight Governance over supporting systems and workflows, including Jira, GRC tooling, documentation repositories, and reporting structures, that enable consistent execution and visibility Issue management and remediation governance, including intake, triage, tracking, and reporting for timely closure of findings Executive-ready reporting and metrics for policy health, controls maturity, policy exceptions and broader program effectiveness Program Leadership Own

MongoDBAWSAzureAI
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%

From $126K/yr

Quick readStrong listing-quality and freshness signals

Our Database Experience (DBX) Team A great MongoDB experience starts with great tools. The Database Experience team builds the libraries and tools that developers use day-to-day working with MongoDB. Our mission is to increase developer adoption, satisfaction and retention by providing a reliable, enjoyable interface for developers and other end-users. Our senior engineers are typically specialists in a particular programming language, but are capable of contributing to projects in other languages as well. For this role, we're looking for someone who will enjoy designing, writing, and supporting open source libraries for the Python ecosystem developers that use MongoDB. This is an opportunity to make a major impact at MongoDB as Python is one of the most popular runtimes for MongoDB users, and our driver has over 3 million daily pypi downloads. You might be right for this role if you... Have substantial experience writing high-quality software in Python Have extensive knowledge in Python tools and frameworks, scientific python and web development frameworks Have practical experience with AI/ML frameworks and technologies in Python, including large language models and agentic tools are a plus Have an interest in learning and staying up-to-date with Python ecosystem trends and best practices and incorporating them into your work Can make pragmatic design decisions, balancing tradeoffs such as usability, maintainability and delivery time Want to, or already do, participate in open source software development and communities, both online via e.g. GitHub and optionally through conferences and speaking engagements Communicate well, internally and externally, both verbally and in writing Enjoy collaborating with teammates, and mentoring junior engineers and interns Are self-motivated, organized, and have strong time management skills You'll be on the team responsible for... Developing and supporting the MongoDB Python drivers and subsidiary libraries ( PyMongo , Django Mon

PythonMongoDBAWSAzure
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%
Quick readStrong listing-quality and freshness signals

The MongoDB Query Team is seeking a Senior Staff Product Manager to provide division-wide, product leadership for our fast, modular distributed query engine and flexible query system. As the most senior product management contributor, you will shape the multi-year strategy, product architecture, and market trajectory for the entire Query business unit. You will be the primary product authority on the most complex trade-offs, anticipating systemic risks and cutting through structural friction that blocks multiple teams and initiatives. This role requires collaboration with distinguished engineers to rigorously debate strategy and pressure-test assumptions and advise executive leadership on options that balance long-term monetization, strategy, and business outcomes. And, where relevant, owns the pricing and monetization strategy for the product line. We are looking to speak to candidates who are based in New York City for our hybrid working model. Responsibilities Product Vision and Roadmap: Spearhead strategic unity across multiple product areas over a multi-year horizon to drive a coherent product experience Business Leadership: Originate and de-risk the division’s most consequential strategic bets, owning rigorous business cases and advising leadership on multi-year economic outcomes Customer Advocacy: Engage with strategically significant customers at the senior level (e.g., advisory boards and executive briefings) to surface cross-portfolio opportunities and inform the roadmap PM Excellence: Elevate the global standard of product management by mentoring Staff and Senior PMs and pioneering new data-driven playbooks across the organization. Create frameworks and standards for customer and market research that others use for conducting high-quality customer and market research Cross-Functional Alignment and Execution: Partner with Directors and VPs to shape investment allocation and sequencing across the query, developer experiences, and core database p

SQLMongoDBAWSAzure
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%

From $84K/yr

Quick readStrong listing-quality and freshness signals

A senior field and partner marketer who can translate Public Sector strategy into focused, measurable go-to-market execution across priority federal accounts, partner ecosystems, and high-impact market moments. We are looking to speak to candidates who are based in United States. About the Role MongoDB is seeking a Senior Marketing Manager, U.S. Public Sector to lead strategy and execution for key Public Sector marketing priorities, with a primary focus on federal growth motions. This role will translate business priorities into integrated marketing plans that strengthen account engagement, accelerate pipeline, deepen partner alignment, and build market momentum for MongoDB in highly regulated buying environments. This is a strategic, hands-on senior individual contributor role. The right candidate can independently lead complex, cross-functional programs; create clear operating rhythms; influence senior stakeholders across Sales, Partner, Product Marketing, Developer Relations, Customer Success, Communications, and Marketing leadership; and connect marketing activity to measurable business outcomes. The Senior Marketing Manager will play a central role in MongoDB’s Public Sector growth strategy by driving high-impact programs across priority agencies and partner-led routes to market. This includes helping activate major Public Sector growth moments, such as FedRAMP High-related go-to-market motions. This role reports to the Regional Marketing Lead and works closely with Public Sector Sales, Partner, and Marketing leadership. What You’ll Do Build and own the annual U.S. Public Sector marketing plan, aligning investments to business priorities, target segments, priority accounts, partner ecosystems, and pipeline goals Translate senior leadership direction into clear quarterly priorities, program plans, success metrics, and stakeholder operating rhythms across the Public Sector business Lead the strategy, planning, execution, and measurement of MongoDB’s flagship Publ

MongoDBAWSAzureAI
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%

From $126K/yr

Quick readStrong listing-quality and freshness signals

Senior Forward Deployed Engineers (FDE) sit at the intersection of enterprise customer environments and a fast-moving internal product. They partner directly with customers to design, build, troubleshoot, and improve production solutions, and they are ultimately accountable for helping customers get to production. This role is best suited for engineers who want to own technical outcomes end to end: understanding what a customer is trying to build, shipping the integration, and feeding learnings back into the product roadmap. This role will be based remotely in the United States (East Coast). Responsibilities Customer success Serve as the primary technical owner for customer engagements from initial discovery through production rollout Understand each customer's architecture, constraints, and definition of success, and drive toward that outcome Manage expectations, communicate risks clearly, and help customers navigate technical decisions with confidence Technical integration Build the connectors, pipelines, and supporting tooling needed to make the platform work inside real enterprise environments Write production-quality code, troubleshoot issues, and implement fixes directly in active workstreams Work effectively within customer environments that have different stacks, infrastructure, and integration constraints Product feedback loop Capture product feedback with precision, including logs, reproduction steps, and a clear proposed path forward Use customer engagements to identify product gaps, surface recurring patterns, and help improve the product roadmap Document technical decisions and tradeoffs clearly so product and engineering teams can extend the work Workstream collaboration Partner closely with product and engineering teams to help turn field patterns into reusable product capabilities Contribute directly in focused workstreams by helping drive technical design, implementation, and delivery Make sound engine

MongoDBAWSAzureAI
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%

From $151K/yr

Quick readStrong listing-quality and freshness signals

We’re looking for a Senior Engineering Manager who is ready to lead through ambiguity and improve how software gets built at MongoDB. This role leads teams focused on developer productivity, with an emphasis on measurable improvements to the software development lifecycle. This role can be based remotely in the United States. The Team The AXIS team (AI, X-functional tools, Insights, and Signals) sits within Developer Productivity and is responsible for overseeing the metrics and observability infrastructure of our expansive developer environment to help build a strong data-driven culture. You’ll also be a key partner in building the agentic ecosystem for AI-driven development across engineering. Candidate Profile We’re looking for an experienced leader with a passion for solving the big challenge of measuring developer productivity and providing the actionable signals that help teams improve their performance. They should be comfortable working collaboratively with other leaders and partners across our Engineering and Data teams in maximizing the use of data for insights and AI enablement. The right candidate for this role will have 4+ years of experience managing software engineers, including hiring, performance management, growth planning, and compensation; required for external candidates and preferred for internal candidates 8+ years of hands-on software engineering experience building and operating production systems; experience in developer tooling, platform engineering, observability, or data engineering is a strong plus Demonstrated the ability to lead through ambiguity, work across team boundaries, and deliver outcomes without close supervision Strong customer orientation and sound judgment in finding practical, high-leverage solutions Experience working with systems involving analytics, data pipelines, and metrics platforms Experience with AI tools development and enablement efforts Strong technical judgment, including the ability to evaluate t

MongoDBAWSAzureAI
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%

From $140K/yr

Quick readStrong listing-quality and freshness signals

MongoDB is transforming the $138B+ data management software market by empowering developers to build the next generation of applications. As the leading modern data platform—and the first database company to IPO in over 20 years—we're at the forefront of innovation. We are seeking a driven, experienced commercial attorney to lead and scale our U.S. Public Sector and government contracting business. Operating in a fast-paced, high-growth environment, you will serve as the primary legal partner for our public sector sales ecosystem, managing complex transactions and ensuring strict regulatory compliance. This role can be based out of our US offices or remotely in the United States. Core Responsibilities & Requirements End-to-End Deal Execution: Draft, structure, and negotiate high-value public sector and commercial transactions, including SaaS, cloud licensing, professional services, and subcontracting agreements Public Sector Compliance: Provide expert guidance on U.S. and international government procurement laws, including FAR/DFARS frameworks, GSA schedules, and FedRamp requirements, and support ongoing development and refinement of public sector compliance program Strategic Sales Advisory: Advise cross-functional teams throughout the public sector sales lifecycle, from initial RFP evaluations and proposal risk assessments to handling audits or disputes Operational Scalability: Build, refine, and maintain legal playbooks, contract templates, and training modules to streamline negotiations and empower sales teams Regulatory Monitoring: Stay ahead of evolving technology laws, government contracting regulations, and government and defense related export controls to provide proactive, actionable risk mitigation strategies Cross-Functional Collaboration: Work cross-functionally to launch new programs to support growth of commercial and public sector businesses Requirements: 8+ years of US public sector transactions experience, preferably at a law firm a

MongoDBAWSAzureAI
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -97.1%

From $168K/yr

Quick readStrong listing-quality and freshness signals

MongoDB’s Developer Productivity organization exists to help engineers build and deliver high-quality software through a highly effective software development process and a strong foundation of shared tools and services. We are looking for a Senior Director to lead our Pipeline team. This role is tasked with bringing together the major systems and experiences that power software delivery at MongoDB. The team’s mission is to provide a reliable, scalable, secure, and effective platform for ensuring fast software deployability, leveraging AI native approaches. We are open to in-office, flexible or remote hiring across the US. The Team The Pipeline organization sits within Developer Productivity and is responsible for the systems, services, and user experiences that define MongoDB’s software delivery ecosystem. This is mission-critical infrastructure operating at substantial scale and supports a variety of software product delivery needs. Success in this role requires excellent product judgment for developer-facing experiences, strong systems and platform leadership, and the ability to align multiple teams around a cohesive strategy. Candidate Profile We’re looking for a senior engineering leader who can unify product-minded developer tooling with deep platform and operational excellence. The right candidate is passionate about developer productivity and has a track record of leading managers and teams through organizational growth, technical complexity, and cross-functional change. They should be comfortable owning a broad portfolio that spans developer experience, reliability and scale, release systems, telemetry, and operational health. They should also be able to work effectively with senior leaders and partners across engineering and product to set direction, allocate resources, and make trade-offs that balance near-term delivery with long-term platform function. The right candidate for this role will 12+ years of hands-on software engineering experience bui

MongoDBAWSAzureKubernetes
M
📍 United States· Full-time
✓ Quality checkedCompany trend -97.1%

The worldwide data management software market is massive (According to IDC, the worldwide database software market, which it refers to as the database management systems software market, was forecasted to be approximately $82 billion in 2023 growing to approximately $137 billion in 2027. This represents a 14% compound annual growth rate). At MongoDB we are transforming industries and empowering developers to build amazing apps that people use every day. We are the leading developer data platform and the first database provider to IPO in over 20 years. Join our team and be at the forefront of innovation and creativity. MongoDB is seeking a Senior Analyst to support data-driven, people-focused decision making for the company. Partnering with our People team, you will transform HR and organizational data into actionable insights to help us hire the right talent, manage our overall workforce, and improve workforce effectiveness, leading to better outcomes for our people and the company. This position requires someone with strong analytical and technical skills, the ability to tell a story with data, and who is comfortable working across multiple functional areas in a fast-paced, challenging environment. This role can be based out of our NYC office or remotely in the US region. Responsibilities Partner with People teams (business partners, recruiting, culture/talent/development, etc.) to understand their questions, turn analyses into actionable data-driven insights, and make business recommendations Help develop and execute against roadmap for people data investments to both capture near-term value and set up the team for long-term success Leverage understanding of statistics to conduct analyses that help People teams make quicker, more informed decisions Write and maintain complex queries to conduct deep-dive analyses on the impact that People initiatives have on employee engagement, productivity and retention Liaise with Data Engineering and HRIS teams to create

PythonSQLMongoDBAWS
NR
📍 Atlanta, Georgia, United States
✓ Quality checkedCompany trend -73.9%

We are a global team of innovators and pioneers dedicated to shaping the future of observability. At New Relic, we build an intelligent platform that empowers companies to thrive in an AI-first world by giving them unparalleled insight into their complex systems. As we continue to expand our global footprint, we're looking for passionate people to join our mission. If you're ready to help the world's best companies optimize their digital applications, we invite you to explore a career with us! Your opportunity New Relic is looking for a strategic, high-energy Senior Cloud Partner Sales Manager to scale our co-sell ecosystem with Amazon Web Services (AWS) and Microsoft (Azure). In this role, you won't just be managing partnerships—you will be a critical growth engine. You will act as the vital bridge between New Relic’s internal sales leadership and our cloud partner counterparts. Your primary mission is to build deep relationships, align go-to-market (GTM) strategies, and execute high-velocity co-sell motions that directly accelerate pipeline and revenue growth. What you'll do GTM Strategy & Sales Alignment Bridge the Gap: Serve as the primary liaison between New Relic’s internal sales leadership (AVPs, RVPs, and Account Executives) and AWS/MSFT partner sales teams. Co-Sell Execution: Drive the day-to-day co-sell motion, mapping accounts, identifying new logos, and accelerating existing deals via AWS Marketplace and Azure Marketplace. Pipeline Generation: Build and execute regional partner plans that generate qualified pipeline, leveraging cloud provider funding programs, incentives, and credits. Relationship & Alliance Management Build Cloud Networks: Cultivate deep, trusted relationships with AWS and MSFT Partner Development Managers (PDMs), Cloud Account Managers, and field sales leadership. Evangelism: Educate cloud partner sales teams on New Relic’s value proposition, ensuring we are top-of-mind for cloud migration, modernization, and observability init

AWSAzureAIRecruitment
P
Relocation support. Relocation assistance is stated. This does not establish visa sponsorship.
📍 San Francisco, United States· Full-time· Remote
✓ High-confidence listingCompany trend -86.3%

From $163.6K/yr

Quick readStrong listing-quality and freshness signals

About Pinterest: Millions of people around the world come to our platform to find creative ideas, dream about new possibilities and plan for memories that will last a lifetime. At Pinterest, we’re on a mission to bring everyone the inspiration to create a life they love, and that starts with the people behind the product. Discover a career where you ignite innovation for millions, transform passion into growth opportunities, celebrate each other’s unique experiences and embrace the flexibility to do your best work. Creating a career you love? It’s Possible. At Pinterest, AI isn't just a feature, it's a powerful partner that augments our creativity and amplifies our impact, and we’re looking for candidates who are excited to be a part of that. To get a complete picture of your experience and abilities, we’ll explore your foundational skills and how you collaborate with AI. Through our interview process, what matters most is that you can always explain your approach, showing us not just what you know, but how you think. You can read more about our AI interview philosophy and how we use AI in our recruiting process here . As a Sr. Staff Technical Program Manager for Search Signals at Pinterest, you will lead company-level programs that are foundational to Pinterest’s strategic transformation into a shopping and inspiration platform. This role is responsible for driving innovation and execution across offsite signals, content understanding, and relevance, with direct impact on multiple company OKRs. You will operate at the intersection of technical depth, cross-org influence, and long-term business strategy, shaping the future of search and personalization at Pinterest. What you’ll do: Strategic Leadership & Vision Envision and trailblaze the company’s approach to leveraging offsite and onsite signals, anticipating future business, technical, and regulatory challenges. Drive the creation and evolution of the company-wide roadmap for signals,

AWSRestAIGo
P
📍 United States· Full-time· Remote
✓ High-confidence listingCompany trend -86.3%

From $208.6K/yr

Quick readStrong listing-quality and freshness signals

About Pinterest: Millions of people around the world come to our platform to find creative ideas, dream about new possibilities and plan for memories that will last a lifetime. At Pinterest, we’re on a mission to bring everyone the inspiration to create a life they love, and that starts with the people behind the product. Discover a career where you ignite innovation for millions, transform passion into growth opportunities, celebrate each other’s unique experiences and embrace the flexibility to do your best work. Creating a career you love? It’s Possible. At Pinterest, AI isn't just a feature, it's a powerful partner that augments our creativity and amplifies our impact, and we’re looking for candidates who are excited to be a part of that. To get a complete picture of your experience and abilities, we’ll explore your foundational skills and how you collaborate with AI. Through our interview process, what matters most is that you can always explain your approach, showing us not just what you know, but how you think. You can read more about our AI interview philosophy and how we use AI in our recruiting process here . Intro : Pinterest’s Service Configuration & Coordination team builds the platforms, APIs, and tooling that make dynamic configuration and service coordination safe, scalable, and reliable for every service across regions and clouds, serving as the central hub for cross-functional alignment and system orchestration. As a Senior Staff Software Engineer (IC17) , you’ll own the end-to-end technical strategy and long-term vision for our configuration and coordination infrastructure. You’ll define the future of these mission-critical systems, partnering closely with Traffic, Compute, Observability, and Cloud Architecture teams to deliver robust, high-performance solutions at scale. What you’ll do: Orchestrate the long-term technical vision for configuration ecosystems to ensure feature flags, ML settings, and experiments utilize unified pave

AWSCI/CDRestAI

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