Data & ML Platform Engineer (Hybrid)

Posted 10 Days Ago
Toronto, ON, CAN
Hybrid
110K-160K Annually
Entry level
HR Tech • Software
The everything app for hourly teams.
The Role
Build and operate Homebase’s data and ML platform, including CDC and streaming pipelines, Databricks infrastructure, Terraform deployments, real-time inference services, feature stores, and MLflow workflows. Partner with data science and engineering teams to productionize AI capabilities, improve reliability and observability, and participate in on-call operations. The role requires collaboration at the Toronto hub every Tuesday and Wednesday.
Summary Generated by Built In

Hi, Future Homie!

At Homebase, you’ll join a team that’s bold, fast-moving, and obsessed with helping small businesses thrive. We build with empathy, act with urgency, and take big swings that drive real-world impact. Here, every Homie shows up to raise the bar, support one another, and celebrate wins as a team.

We’re not just building an app—we’re building unstoppable teams. So what do you say, are you in?


 📍Your Impact Starts Here

Every data and AI feature at Homebase runs on the platform you’ll help build. Our AI-powered product work is moving fast, and the platform underneath it has to move faster. You’ll be one of two engineers who carry that build.

You’ll own how data gets in, how the platform runs, and how models and data get served back to the product, with real ownership from day one.

These are the key ways you’ll contribute and create impact in this role:

  • Own data-in. Build and run CDC and streaming pipelines (Kafka, Debezium, Spark streaming into Delta), including replay, restream, and ingestion SLAs.

  • Own the data platform. Manage Databricks, Unity Catalog, warehouses, and Terraform, with CI/CD and DAB deploys for data infrastructure.

  • Build the serving layer. Ship gRPC services, move batch workloads to real-time inference, and make LLM latency and cost visible.

  • Grow the ML foundations. Evolve our feature store and MLflow practice, and work with data science to take proofs of concept to production.

  • Be AI-first in how you build. Use AI-assisted tools to build, test, and operate faster, experiment with new capabilities, and share what works with the team.

  • Partner across teams. Work with data engineering, data science, and product engineering to turn customer needs into reliable systems.

  • Share the on-call. Join the team’s on-call rotation, which has its own escalation path, and help make it quieter over time.

🚀 The Foundation for Success - These are the experiences and strengths that will set you up for success in this role:

  • Production experience with distributed streaming systems (Kafka and CDC).

  • Hands-on Spark and Delta experience.

  • Strong Python and SQL.

  • Experience with container infrastructure (Docker, ECS, or Kubernetes).

  • Infrastructure-as-code experience, ideally Terraform.

  • Solid data modeling fundamentals.

  • Comfort being part of an on-call schedule.

  • AI fluency: you already experiment with AI tools in your engineering workflow and can share what you learned.

  • Comfort moving quickly through ambiguity, with clear communication across technical and non-technical teams.

  • An ownership mindset: you stay close to the details and stand behind the systems you build.

  • The ability to collaborate in person at our Toronto hub every Tuesday and Wednesday, and to use that time for fast decisions and shared context.

Bonus points if you bring:

  • Unity Catalog governance.

  • MLflow and feature stores.

  • LLM-serving experience.

  • Protobuf event contracts.

  • Postgres internals.

🤝  The Homie Way - These principles guide everything we do—from how we work and make decisions to how we show up for each other.

  • 💡 Be Customer Obsessed – Solve problems with empathy and creativity.

  • ⚡ Move Fast, Learn Fast – Experiment, take action, and grow every day.

  • 🎯 Own Your Impact – Think big, focus on what matters, and make decisions you stand behind.

  • 🏆 Master Your Craft – Excellence fuels impact—show up, step up, and make your mark.

  • 🏅 Win Together – Put goals over roles, lead with trust, and connect to our mission and each other.

What We Offer

  • 💰 Ownership & Savings: Stock options + TFSA/RRSP with 4% company match

  • 🏥 Health & Wellness: Comprehensive medical, dental, and vision for you and your dependents

  • ⏰ Paid Time Off: Flexible PTO + company holidays + designated focus periods

  • 🤖 AI access, for real: We invest in builders and believe that curiosity shouldn't have a paywall. That means you'll have access to paid AI tools with minimal restrictions, so you can build, experiment, and level up your craft.

  • 👶 Family Support: Maternity/Parental Leave EI top-up support offered (after 6 months of service)

  • 🌟 Work Your Way: Work From Anywhere Month + meeting-free weeks yearly

  • 🛡️ Protection Plans: Life insurance + short/long-term disability coverage

  • 🍽️ Workspace Perks: Meals provided, team offsites, and Customer Days

  • 💼 Our Hybrid Rhythm: We believe collaboration drives impact. That’s why Tuesdays and Wednesdays are our required in-office days—a time to move faster as a team, build deeper connections, make better decisions, and build together.

What to Expect During the Interview Process

  • Meet the Talent Acquisition team, Mavel W.

  • Meet the Hiring Manager, Paul W.

  • Participate in technical interviews (live coding plus a data and ML platform design conversation)

  • Background Check + Offer Stage

  • Welcome to the team, Homie 🎉

💜 Belonging at Homebase - We're committed to fostering a welcoming space where every Homie can be their full self. Experience comes in many forms—so if you're excited about this role, even if you don’t meet 100% of the qualifications, we encourage you to apply! 

👋 Hey, We’re Homebase

Homebase is the everything app for hourly teams—built to simplify the day-to-day and superpower local businesses. With tools for scheduling, time clocks, payroll, communication, HR, and more, we help teams stay connected and in control. Today, over 150,000 small (but mighty) businesses rely on us to make work radically easier. Together, we’ve tracked over a billion hours for 2M+ workers—and we’re just getting started.

At Homebase, we celebrate diversity and are proud to be an equal opportunity employer. We welcome all candidates and do not discriminate based on any legally protected status. If you need accommodations during the hiring process, please let us know—we’re committed to ensuring fair and equitable access for all.

Skills Required

  • Production experience with distributed streaming systems, including Kafka and change data capture
  • Hands-on experience with Apache Spark and Delta Lake
  • Strong Python and SQL skills
  • Experience with container infrastructure such as Docker, ECS, or Kubernetes
  • Infrastructure-as-code experience, ideally with Terraform
  • Solid data modeling fundamentals
  • Willingness to participate in an on-call schedule
  • Experience experimenting with AI tools in an engineering workflow
  • Ability to work through ambiguity and communicate with technical and non-technical teams
  • Ownership mindset and accountability for production systems
  • Ability to collaborate in person at the Toronto hub every Tuesday and Wednesday
  • Experience with Unity Catalog governance
  • Experience with MLflow and feature stores
  • LLM-serving experience
  • Experience with Protobuf event contracts
  • Knowledge of PostgreSQL internals

Homebase Compensation & Benefits Highlights

The following summarizes recurring compensation and benefits themes identified from responses generated by popular LLMs to common candidate questions about Homebase and has not been reviewed or approved by Homebase.

  • Parental & Family Support — Paid parental leave for both birthing and non-birthing parents is highlighted as fully paid and broadly available. Family-oriented policies are presented as a core element of the package across applicable locations.
  • Leave & Time Off Breadth — Generous PTO and flexible or unlimited time off are emphasized alongside paid holidays. A Work from Anywhere month adds additional flexibility to time-away options.
  • Retirement Support — A 401(k) with company match in the U.S. and RRSP match in Canada are explicitly part of the offering. Retirement savings support is positioned as a standard benefit across regions.

Homebase Insights

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The Company
HQ: San Francisco, CA
300 Employees
Year Founded: 2014

What We Do

Homebase is the everything app for hourly teams, with employee scheduling, time clocks, payroll, team communication, and HR. 150,000+ small (but mighty) businesses and 2M+ hourly workers rely on Homebase to make work radically easy and superpower their teams. Our mission is to make small business teams unstoppable. Homebase is based in San Francisco, Houston, Denver, and Toronto. We are backed by leading venture investors Bain Capital Ventures, Baseline Ventures, Bedrock Capital, Cowboy Ventures, Emerson Collective, Khosla Ventures, L Catterton, Notable Capital, and Plus Capital.

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