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AirbnbAirbnbUnited States

Senior Staff Software Engineer, Host Pricing & Settings

Senior technical IC owning the Modeling to ML Serving to API architecture for Airbnb's Host Pricing platform. Lead unified serving stack, backfill/evaluation infrastructure, and domain contracts between ML modeling and serving teams.

Salary not listed
Remote12+ YOEML Engineering

About the role

Responsibilities

  • Own the technical strategy for the full Modeling → ML Serving → API interface across the Host Pricing org.
  • Define the architecture and contracts governing how models move from development to production, including feature store design, model schema management, online/offline inference consistency, and multi-version support.
  • Lead the buildout of a unified serving stack that eliminates per-model one-off implementations and gives data scientists a turnkey path from training to production.
  • Architect backfill and evaluation infrastructure so the modeling team can simulate production inference over historical data in days, not weeks.
  • Establish domain contracts between Modeling and Serving so each team can move independently with clear, enforced interfaces.
  • Review and evolve the ML serving architecture, making tradeoff calls on feature pipeline design, model composition, and API interfaces.
  • Write and review code for feature engineering jobs, feature store configurations, and serving service endpoints.
  • Partner with Data Science, MLE, MLI and core Pricing & Availability systems BE teams to define artifact handoffs and integration contracts.
  • Drive milestone planning across the Host Pricing & Settings org, sequencing work to deliver value incrementally.
  • Mentor engineers through design reviews and hands-on pairing on the hardest infrastructure problems.

Requirements

  • 12+ years in backend or platform engineering, with substantial experience building production ML systems or data-intensive infrastructure.
  • Strong programming skills in Java, Kotlin, Scala, and/or Python.
  • Deep understanding of ML systems design: feature stores, training/serving consistency, model versioning, and online/offline inference pipelines.
  • Experience with high-scale batch and real-time data pipelines (Spark, Airflow, Kafka, or equivalent), including point-in-time correctness for backfills.
  • Expertise with architectural patterns of large, high-scale applications — well-designed APIs, efficient data contracts, multi-tenant serving infrastructure.
  • Proven ability to lead cross-team technical initiatives spanning ML and platform engineering.

Nice-to-Haves

  • Production experience with Chronon, Tecton, Feast, or equivalent — including online/offline consistency and backfill automation.
  • Experience with model schema management, multi-version support, and model composition frameworks.
  • Track record defining and enforcing technical contracts between ML modeling, MLI, serving teams and/or product surfaces.
  • Measurable impact improving the speed at which ML teams evaluate candidate models and ship to production.

Skills

JavaKotlinScalaPythonSparkAirflowKafkaFeature StoreMl ServingModel VersioningChrononTectonFeast

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