ML Engineer (Recommendations)
Launched in 2019, Constructor is an AI-first ecommerce search and discovery platform that helps shoppers find the right products at the right time and enables leading global e-commerce brands to drive meaningful revenue and conversion gains.
As a member of the Recommendations team, you will apply cutting-edge Machine Learning techniques to build the best recommendations-as-a-service product on the market, transforming the ecommerce experience for hundreds of millions of users worldwide.
You will:
Build high-load, real-time recommendation service.
Build end-to-end ML pipelines driving measurable business impact.
Design metrics to evaluate recommendation relevance and performance.
Lead the full development lifecycle from initial design to production.
Participate in strategic planning to help drive product evolution and prioritization.
Collaborate with stakeholders to align technical roadmaps with business needs.
Requirements
Deep understanding of ML fundamentals and experience building large-scale recommendation, retrieval, or ranking systems.
Expertise in Python and SQL, with hands-on experience in big data systems (e.g., Spark, Presto/Athena, Hive).
Production-level ML experience, including deploying models to production and designing A/B tests to validate business impact.
Analytical mindset with the ability to translate intuition into data-driven hypotheses and high-value engineering solutions.
Excellent communication skills in English, capable of explaining complex technical concepts to non-technical stakeholders.
Benefits
๐๏ธ Unlimited vacation time - we strongly encourage all employees to take at least 3 weeks per year
๐ Fully remote team - choose where you live
๐๏ธ Work from home stipend - we want you to have the resources you need to set up your home office
๐ป Apple laptops provided for new employees
๐งโ๐ Training and development budget - refreshed each year for every employee
๐ช Maternity & Paternity leave for qualified employees
๐ง Work with smart people who will help you grow and make a meaningful impact
๐ต Base salary: $80kโ$120k USD, depending on knowledge, skills, experience, and interview results
๐ Stock options - offered in addition to the base salary
๐ Regular team offsites to connect and collaborate
Published on: 4/30/2026

Constructor
Constructor is the next-generation platform for search and discovery in ecommerce, built on a unique GPT-based architecture made specifically for commerce.
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