ML Engineer (Recommendations)

RemoteSenior

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

  • ๐Ÿ๏ธ Unlimited vacation time - we strongly encourage all employees to take at least 3 weeks per year

  • ๐ŸŒŽ Fully remote team - choose where you live

  • ๐Ÿ›‹๏ธ Work from home stipend - we want you to have the resources you need to set up your home office

  • ๐Ÿ’ป Apple laptops provided for new employees

  • ๐Ÿง‘โ€๐ŸŽ“ Training and development budget - refreshed each year for every employee

  • ๐Ÿ‘ช Maternity & Paternity leave for qualified employees

  • ๐Ÿง  Work with smart people who will help you grow and make a meaningful impact

  • ๐Ÿ’ต Base salary: $80kโ€“$120k USD, depending on knowledge, skills, experience, and interview results

  • ๐Ÿ“ˆ Stock options - offered in addition to the base salary

  • ๐ŸŽ‰ Regular team offsites to connect and collaborate

Published on: 4/30/2026

Constructor

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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