Data Architect
Boost your chances before you apply.
Raintree Systems, Inc.
US
Summary
The Data Architect will lead the platform modernization by diagnosing core data challenges and designing target-state architectures across legacy and modern systems. They will also establish data governance standards and collaborate with engineering and product leadership to align data strategy with enterprise goals.
Job Description
Data Architect
Location: Remote (U.S. / Preferred Time Zones Eastern/Central)
Employment Type: Full-Time
Level: Senior / Staff / Principal (commensurate with experience)
Reports To: Chief Technology Officer (expected to transition under the Chief Architect)
Raintree builds AI-powered EMR and practice management software for physical, occupational, and speech therapy organizations, supporting some of the largest rehab practices in the country.
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Our Why: To help therapy professionals give better care and achieve superior outcomes for everyone.
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Where We Are Going: We are in the middle of a major platform transformation—modernizing a decades-old technology stack while building the AI-native systems that will define the next generation of our product.
Position Overview
We are seeking a Data Architect to serve as a driving force behind our platform modernization. In this role, you will diagnose and resolve core data challenges across both legacy and modern technology stacks. Rather than day-to-day database administration, this position focuses on target-state architecture design, schema strategy, event-driven patterns, data governance, and scalable data lifecycle policies.
This is a high-autonomy role where your technical expertise and evidence-based decision-making will directly influence enterprise software used by millions.
Key Responsibilities (What You’ll Own)
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Root Cause Analysis & Strategy: Diagnose fundamental root causes of complex data issues and execute a clear, defensible long-term plan.
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Target-State Architecture: Design the future-state data architecture across legacy and modern platforms, including realistic migration, sequencing, and rollout strategies.
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Cross-Functional Leadership: Partner closely with Engineering, Product, and Enterprise Architecture leadership to align data architecture with broader product and platform goals.
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Governance & Standards: Establish data architecture standards, review practices, and comprehensive documentation to ensure institutional knowledge is preserved and standardized.
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Enterprise Impact: Serve as a subject matter expert across broader enterprise architecture questions where data intersects with product strategy.
What Success Looks Like (First 6–12 Months)
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A Refined Data Roadmap: A credible, actionable plan for resolving core data issues with explicit tradeoff analysis.
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Data Quality & Consistency: A measurable reduction in data inconsistencies emerging from new feature developments.
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Technical Trust & Influence: Strong alignment with engineering and product leadership, backed by clear evidence, thoughtful technical debate, and collaborative problem-solving.
Qualifications & Experience
Required:
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Architecture-First Experience: Proven experience as a Data Architect (typically 8+ years; higher for Staff/Principal levels) with deep expertise in target-state architectural design rather than operational database administration (DBA).
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Data Modeling & Design: Deep fluency in relational and NoSQL data modeling, schema design, and data governance.
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Streaming & Messaging Patterns: Strong background in event-driven and streaming architectures (e.g., event buses, message queues).
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Legacy & Modern Integration: Proven track record of untangling messy, legacy, or under-schematized environments and migrating them toward modern frameworks.
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Cloud Architecture: Deep experience designing cloud-native data architectures (AWS strongly preferred).
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Data Lifecycle Management: Experience defining data retention, lifecycle, backup, and disaster recovery (DR) strategies.
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Pragmatic Communication: Ability to articulate technical decisions clearly, defend proposals with evidence, adapt to new data, and operate effectively in ambiguous environments. Ability to communicate potentially complex proposals in a simple and succinct manner.
Preferred (Nice to Have):
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Domain experience in Healthcare, EMR/EHR, Health-Tech, or HIPAA-regulated environments.
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Prior experience building or standing up a dedicated data/platform architecture function from scratch.
At Raintree, we’re not just shaping the future of therapy technology – we’re creating it. This is your chance to be part of something bigger, where your career will have game-changing, career-defining moments that propel you to new heights. We aim to be the best place for the best people, and we’re looking for ambitious, creative thinkers ready to make an impact. Whether you’re advancing AI solutions or enhancing user experiences, your work here will shape the future of therapy technology while advancing your career alongside dedicated professionals who are as committed to your success as you are. At Raintree, your ideas drive real change, your growth is limitless, and the work you do will touch millions of lives. Ready to ignite your career and leave a lasting legacy? Join us and be part of something extraordinary.
Our Core Values
We put our Clients First - We are Open and Honest - We are Disciplined, Yet Flexible
We love to Solve Problems - We are Committed to Greatness - We are a High Performance Team
Raintree Systems provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state or local laws.
Raintree is the AI-centric EHR and practice management platform of choice for enterprise and large therapy provider organizations — managing more than 50 million patient visits annually across 8,500+ therapy clinics nationwide. Through sustained investment in AI technology and talent, we're delivering on a clear commitment: to be the leading AI-centric EHR in rehab therapy.
Our ONC-certified EHR, AI scribe technology, patient engagement and communications, clinical documentation, revenue cycle management (RCM), and business intelligence solutions are built to improve adult and pediatric rehabilitation and physical therapy workflows and outcomes, at scale.
We're just as committed to the people building it. Raintree has been named to Built In's 100 Best Remote Places to Work two years running (2025 and 2026) and earned the 2026 Mployer Great Employee Benefits Award — recognition of a remote-first culture and benefits built to genuinely support the people behind the platform.
You don't have to grow it alone. Explore Raintree: https://www.raintreeinc.com/schedule-a-demo
📝 Protect yourself from recruitment fraud:
Raintree will never ask for financial information of any kind or for any payment during the job application process. We will never ask for personal information during the interview process such as passport number, bank account number, or social security number and will never ask you to receive and ship packages or goods. Our recruitment process takes place via live Zoom video or in person. Any emails from Raintree recruiters will come from an @raintreeinc.com email address.
Learn more at: https://www.raintreeinc.com/careers/
Founded
1983
Company size
201-500 employees
Industry
Software Development
Org type
Privately Held
Headquarters
Chandler, Arizona
Raintree is the AI-centric EHR and practice management platform of choice for enterprise and large therapy provider organizations — managing more than 50 million patient visits annually across 8,500+ therapy clinics nationwide. Through sustained investment in AI technology and talent, we're delivering on a clear commitment: to be the leading AI-centric EHR in rehab therapy.
Our ONC-certified EHR, AI scribe technology, patient engagement and communications, clinical documentation, revenue cycle management (RCM), and business intelligence solutions are built to improve adult and pediatric rehabilitation and physical therapy workflows and outcomes, at scale.
We're just as committed to the people building it. Raintree has been named to Built In's 100 Best Remote Places to Work two years running (2025 and 2026) and earned the 2026 Mployer Great Employee Benefits Award — recognition of a remote-first culture and benefits built to genuinely support the people behind the platform.
You don't have to grow it alone. Explore Raintree: https://www.raintreeinc.com/schedule-a-demo
📝 Protect yourself from recruitment fraud:
Raintree will never ask for financial information of any kind or for any payment during the job application process. We will never ask for personal information during the interview process such as passport number, bank account number, or social security number and will never ask you to receive and ship packages or goods. Our recruitment process takes place via live Zoom video or in person. Any emails from Raintree recruiters will come from an @raintreeinc.com email address.
Learn more at: https://www.raintreeinc.com/careers/
Founded
1983
Company size
201-500 employees
Industry
Software Development
Org type
Privately Held
Headquarters
Chandler, Arizona