# AI Product Engineer

**Company**: Flow
**Location**: Bay Harbor Islands
**Work arrangement**: onsite
**Experience**: senior
**Job type**: full-time
**Category**: Engineering
**Industry**: Real Estate

**Apply**: https://jobs.lever.co/flowlife/cb1b3971-6a5a-4a7c-80c4-a8c140782955?utm_source=yubhub.co&utm_medium=jobs_feed&utm_campaign=apply
**Canonical**: https://yubhub.co/jobs/job_b3ffc3e8-604

## Description

About the Role ====================

As a member of Flow's data team, you'll shape the data architecture and AI-assisted analytics that power decision-making across our multifamily real estate portfolio. We're looking for an engineer who builds robust data solutions and works directly with the people who use them every day , property managers, leasing directors, and marketing teams.

Responsibilities ---------------

- Design, build, and maintain data pipelines and architecture using Snowflake, dbt, and AWS

- Implement scalable ETL processes and data models that power analytics across the organization

- Build AI-assisted analytics and insights that help operations teams make better decisions faster , surfacing patterns, anomalies, and opportunities that traditional dashboards miss

- Tackle complex data challenges like entity resolution, multi-system attribution, and household matching

- Work directly with operations teams across leasing, marketing, and property management to translate daily workflow challenges into data and AI-powered solutions

- Own problems end-to-end , from stakeholder conversations through implementation to deployment and adoption

- Document architectural decisions and explain technical tradeoffs to non-technical stakeholders in clear, jargon-free language

- Use AI coding assistants to accelerate development while maintaining production-quality code

- Write effective prompts for AI tools and review generated solutions critically , knowing when to trust AI output and when to take over

Ideal Background ----------------

- A minimum of three years of data engineering experience building scalable data systems in operations-heavy, data-forward organizations

- Experience working in product and operations environments where data directly impacts daily business decisions

- Deep expertise in data modeling with dbt , you understand how to model around the deficiencies and quirks of upstream operational systems

- Comfort building or contributing to AI-assisted analytics , whether that’s integrating LLM-powered insights into existing workflows, building intelligent alerting, or designing systems that surface the right information at the right time

- Strong written and verbal communication skills , comfortable writing clear documentation, effective AI prompts, and explaining technical concepts to non-technical stakeholders

- High proficiency in SQL, Python, and modern data stack technologies including Snowflake, Fivetran, Dagster or Airflow, and dbt

- A solid understanding of the principles and challenges of ensuring high availability, fault tolerance, and efficiency in distributed data systems

- The ability to strike a balance between elegant design and pragmatic tradeoffs, all while prioritizing continuous delivery of value to the business

- Experience building data solutions in fast-moving startup environments

- Strong analytical skills with a natural curiosity to understand and solve complex business problems through data , and an interest in how AI changes what’s possible

Benefits --------

- Comprehensive Benefits Package (Medical / Dental / Vision / Disability / Life)

- Paid time off and 13 paid holidays

- 401(k) retirement plan

- Healthcare and Dependent Care Flexible Spending Accounts (FSAs)

- Access to HSA-compatible plans

- Pre-tax commuter benefits

- Employee Assistance Program (EAP), free therapy through SpringHealth, acupuncture, and other wellness offerings

## Skills

### Required
- Snowflake
- dbt
- AWS
- SQL
- Python
- Fivetran
- Dagster
- Airflow
- data modeling
- ETL processes
- data models
- AI-assisted analytics
- data challenges
- entity resolution
- multi-system attribution
- household matching
- operations teams
- leasing
- marketing
- property management
- data architecture
- data engineering
- scaler data systems
- operations-heavy
- data-forward
- product
- operations
- data impacts
- daily business decisions
- LLM-powered insights
- intelligent alerting
- systems
- surface
- information
- distributed data systems
- high availability
- fault tolerance
- efficiency

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Source: [Apply at jobs.lever.co](https://jobs.lever.co/flowlife/cb1b3971-6a5a-4a7c-80c4-a8c140782955?utm_source=yubhub.co&utm_medium=jobs_feed&utm_campaign=apply)
