Full-Time

ML – Data

Platform Engineer

Lyric

Lyric

51-200 employees

Leases and manages boutique apartment hotels

No salary listed

India

In Person

Category
DevOps & Infrastructure (1)
Required Skills
Data Science
Forecasting
Machine Learning
ETL
Requirements
  • Strong experience working with large-scale data systems (Big Data, distributed pipelines)
  • Hands-on experience with ETL pipelines, data lineage, and data reliability tooling
  • Proven experience in ML feature engineering and/or building feature stores
  • Exposure to time series data, forecasting pipelines, or AutoML workflows
  • Strong problem-solving and design thinking ability — can break down ambiguous platform problems
Responsibilities
  • Build and scale data management systems that power our AutoML and forecasting platforms
  • Own and evolve the feature store and feature engineering workflows
  • Implement robust data SLAs and lineage systems across time series data pipelines
  • Collaborate with ML engineers, infra, and product teams to ensure scalable and user-aware platform design
  • Drive architectural decisions around data distribution, versioning, and composability
  • Participate in the design of reusable systems for varied supply chain problems
Desired Qualifications
  • Familiarity with modern data infra (e.g., Apache Iceberg, ClickHouse, Data Lakes)
  • Product thinking — can anticipate how users will interact with the system and build accordingly
  • Experience building composable, user-extensible systems
  • Prior exposure to AutoML frameworks (e.g., SageMaker, VertexAI) or internal ML platforms

Lyric is a hospitality company that runs boutique apartment hotels in major urban centers. It leases and manages residential properties and transforms them into stylish, fully equipped suites that feel like a home away from home. Revenue comes from nightly bookings with pricing that varies by location, demand, and season. The product includes kitchens, custom-designed furniture, premium linens, and curated local guides. Lyric differentiates itself by focusing on thoughtful design and personalized experiences to make each stay unique and memorable. The company’s goal is to provide premium, home-like stays for business travelers, tourists, and other guests seeking a high-quality, curated hospitality experience.

Company Size

51-200

Company Stage

Series B

Total Funding

$179.1M

Headquarters

San Francisco, California

Founded

2014

Simplify Jobs

Simplify's Take

What believers are saying

  • High guest satisfaction from central locations and wellness facilities boosts bookings.
  • Business travelers favor high-speed WiFi and office spaces in urban suites.
  • Flexible stays from two nights capitalize on premium short-term demand.

What critics are saying

  • NYC Local Law 18 blocks short-term rentals immediately in New York.
  • Airbnb captures 60%+ urban bookings, eroding direct revenue in Miami.
  • Sonder's 2024 bankruptcy forces lease defaults as occupancy falls below 60%.

What makes Lyric unique

  • Creative Suites™ enable work-relaxation transitions for 2-200 night stays.
  • Music-themed boutique design near Opera Garnier and Louvre attracts travelers.
  • Premium amenities include indoor pool, sauna, hammam, and Nespresso machines.

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Benefits

Company Equity

Remote Work Options

Performance Bonus