OUR SERVICES

Healthcare Data Engineering Consulting & Development

Build secure, scalable, and compliant data foundations for healthcare

decorative geometric shapes

Our data engineers specialize in regulated environments where data quality, security, and compliance are non-negotiable.

Build secure, scalable, and compliant data foundations for healthcare

We help organizations design and build production-grade healthcare data platforms - from EHR data migration and healthcare data integration services to data lakes, analytics foundations, and governance frameworks.
If you're looking for a trusted healthcare data consulting partner, you're in the right place.

We are Partners and Certified by Market leaders:

Modern healthcare data runs on Databricks and Snowflake, and so do we. Our data engineering is built on deep expertise in both, backed by AWS, Google Cloud, and Azure. And every engagement clears the compliance bar: we're HIPAA-compliant and have helped healthcare companies achieve SOC 2 certification.

Data platforms

Databricks
Snowflake

Cloud infrastructure

Google Cloud
AWS

CERTIFICATIONS & REGULATIONS EXPERTISE

HIPAA Compliant logo
HIPAA
Soc2 logo
SOC2
GDPR logo
GDPR
CCPA
PHIPA & PIPEDA
decorative green line

What is Data Engineering?

Data engineering is the discipline of designing and building systems that ingest, transform, validate, store, and serve healthcare data securely and reliably, so it can be used for products, analytics, business intelligence, automation, and AI. We build these systems on modern lakehouse platforms like Databricks and Snowflake, tuned for the realities of PHI.

In healthcare, this includes:

With our expertise in healthcare and emerging technologies, we offer:

Working with PHI and PII

Integrating fragmented systems like EHRs, RCM platforms, devices, and third-party vendors

Enforcing strong data quality, traceability, and compliance standards

Enabling downstream usage in healthcare data analytics, AI, and operational systems

Building on healthcare-ready platforms such as Databricks Lakehouse and Snowflake, instead of stitching together brittle custom infrastructure.

Data engineering isn't dashboards. It's the infrastructure powering healthcare business intelligence, analytics platforms, and AI initiatives, and the platform decisions behind it (Databricks, Snowflake, or a hybrid) shape what your team can do for years.
A front-end web developer listening to her colleague in a meeting.

Healthcare Data Challenges  

We Solve

As a Databricks and Snowflake partner, our engineers help healthcare companies move from fragile setups to secure, compliant, and scalable data platforms, enabling analytics, automation, and AI.

Healthcare organizations come to us when:

  • Data migrations feel risky or impact operations

  • EHR and billing systems lack interoperability

  • Analytics teams don’t trust the data

  • BI initiatives stall due to inconsistent metrics

  • AI fails because data isn’t production-ready

  • A Databricks or Snowflake investment is underused because pipelines, governance, and models were never designed for healthcare data

  • Internal teams need lakehouse expertise but can't hire it fast enough.

WHAT WE OFFER:

Emerging Technologies

Discover the new technologies that are reshaping the industry, and leverage solutions like augmented intelligence vs artificial intelligence in healthcare.
icon data migration

EHR & Healthcare Data Migration Services

Safely modernize healthcare systems without losing data integrity or compliance. We provide data migration services including full EHR transitions, legacy system shifts, and cloud modernization.

Our process goes beyond simple transfer; we analyze, map, transform, validate, and reconcile data to ensure it remains meaningful and compliant. Whether the target is Databricks, Snowflake, or a modernized cloud warehouse, we land historical clinical and claims data in an open, queryable format from day one.

icon data validation

Healthcare Data Validation, Cleansing & Normalization

Build trust in your data before it reaches analytics or AI. We deliver healthcare data validation, cleansing, and clinical normalization that make your data accurate, consistent, and compliant.

Our process goes beyond surface checks. We validate records against clinical and regulatory standards, resolve duplicates and conflicting entries, and normalize codes, units, and terminologies like ICD, SNOMED, and LOINC so the same concept means the same thing everywhere. Intelligent rule engines, anomaly detection, and automated monitoring keep data integrity in place as new data flows in.

icon data integration

Healthcare Data Integration Services & Pipelines

Connect healthcare systems into a single, reliable data backbone.

Our healthcare data integration services ingest, transform, and synchronize data from EHRs, APIs, databases, files, devices, and third-party platforms — enabling secure analytics, reporting, automation, and AI use cases.

icon data platform

Healthcare Data Platforms (Warehouses & Lakes)

Design scalable healthcare data foundations for analytics, AI, and compliance. We build healthcare-grade lakehouses on Databricks, using Delta Lake and a medallion architecture that keeps raw clinical, claims, and device data traceable from ingestion through to the metrics your team reports on.

When the workload is warehouse-first, we design and implement on Snowflake, and we help teams decide which platform fits before committing. Both architectures support modern data warehouse healthcare industry use cases, advanced analytics, and production AI.

icon data security

Healthcare Data Governance, Compliance & Security

Compliance by design, not as an afterthought. We embed governance directly into your healthcare data pipelines and platforms, so protection and control are built in from the first ingestion rather than bolted on later.

Our approach covers PHI protection, access controls, full data lineage, and auditability, keeping you aligned with HIPAA and beyond as regulations evolve. We define ownership, classification, and retention policies, then enforce them automatically across Databricks, Snowflake, and everything downstream. The result is data your teams can trust and move fast on, without trading speed for security or compliance.

icon data analytics

Healthcare Data Analytics & Business Intelligence

Turn trusted data into actionable healthcare insight. We design scalable analytics foundations that power reporting, operations, and decision-making.

Our consulting focuses on data modeling, semantic layers, and metrics frameworks to ensure your business intelligence works in production, whether your teams consume it through Databricks SQL, Snowflake, or your existing BI stack. One governed definition of a metric, used everywhere.

decorative green line

Databricks & Snowflake Implementation for Healthcare

We're a Databricks and Snowflake partner focused exclusively on healthcare. That means we don't arrive with a generic reference architecture and adapt it to the industry as an afterthought. We start from HIPAA constraints, clinical data models, and interoperability standards (HL7v2, FHIR), and design the lakehouse around them.

Teams engage us to:

Stand up a healthcare lakehouse on Databricks from zero, with governance in place from the first table

Rescue or refactor an existing Databricks or Snowflake deployment that isn't delivering

Migrate off legacy warehouses and ETL tooling without disrupting operations

Take AI use cases from notebook to production on top of governed data

Talk to our Databricks & Snowflake experts
from raw data to impact

How We Work

Healthcare Data Discovery & Architecture
icon data discovery
We assess your data landscape across EHRs, billing systems, and clinical workflows
Secure, compliant healthcare data architectures are designed and implemented to support your business goals.
Healthcare Data Engineering Design
icon data engineering design
Our healthcare data engineers design pipelines, platforms, and governance frameworks
These are optimized for healthcare regulatory environments and scalability.
Data Integration, Migration & Pipelines
icon data integration migration
Depending on our client's needs, we implement healthcare data integration services, EHR data migration, and secure ETL/ELT pipelines
We use managed tools or custom systems — depending on complexity and compliance needs.
Healthcare Data Validation & Quality Controls
icon data validation
We embed healthcare data validation, clinical data normalization, and automated quality checks directly into pipelines
Ensuring long-term trust.
Analytics & Business Intelligence Enablement
icon analytics and business intelligence
We prepare analytics-ready datasets and semantic layers
Powering healthcare analytics, reporting, and business intelligence platforms for data-driven healthcare teams.
Continuous Optimization & Scale
icon continuous optimization and scale
We optimize reliability, cost, performance, and compliance
as your healthcare data volumes and use cases grow.
Healthcare Data Discovery & Architecture
icon data discovery
We assess your data landscape across EHRs, billing systems, and clinical workflows
Secure, compliant healthcare data architectures are designed and implemented to support your business goals.
Healthcare Data Engineering Design
icon data discovery
Our healthcare data engineers design pipelines, platforms, and governance frameworks
These are optimized for healthcare regulatory environments and scalability.
Data Integration, Migration & Pipelines
icon data discovery
We implement healthcare data integration services, EHR data migration, and secure ETL/ELT pipelines
We use managed tools or custom systems — depending on complexity and compliance needs.
Healthcare Data Validation & Quality Controls
icon data discovery
We embed healthcare data validation, clinical data normalization, and automated quality checks directly into pipelines
Ensuring long-term trust.
Analytics & Business Intelligence Enablement
icon data discovery
We prepare analytics-ready datasets and semantic layers
Powering healthcare analytics, reporting, and business intelligence platforms for data-driven healthcare teams.
Continuous Optimization & Scale
icon data discovery
We optimize reliability, cost, performance, and compliance
as your healthcare data volumes and use cases grow.

Success Stories

Professional dashboard layout for a 'Healthcare Data Migration & Analytics Platform' featuring a dark-themed UI with clean line-art icons representing data flows, patient profiles, and performance metrics.

NationWide Organization: Healthcare Data Migration & Analytics Platform

Delivered a full healthcare data platform combining EHR, billing, and third-party sources through secure pipelines and healthcare data integration services. Enabled automated claims processing, operational analytics, and compliance reporting.

Results:
  • End-to-end EHR data migration

  • Automated data validation workflows

  • Trusted healthcare analytics foundation

Logo for 'Vori Health' set against a dark, technical background featuring a white 3D wireframe mesh that resembles a digital spine or complex data network.

Vori Health: Clinical Data Integration & Analytics

Built healthcare pipelines supporting clinical data normalization, quality enforcement, and enterprise-grade business intelligence in healthcare environments.

Results:
  • Improved billing visibility and auditability across workflows.

  • Automated generation of 4k+ claims and 5k+ invoices from production data.

  • Eliminated 350+ hours of manual billing with scalable automation foundations.

Logo for 'CompliantChatGPT' featuring a silver shield icon with a medical cross, set against a dark background of blurred computer code to represent secure and compliant AI for healthcare.

CompliantChatGPT: Healthcare Data Analytics Infrastructure

Designed HIPAA-compliant healthcare data pipelines and analytics layers enabling secure AI usage and healthcare data analytics workflows in regulated environments.

Results:
  • Powered data-driven growth through a behavior-based analytics foundation.

  • Real-time AI streaming with PHI anonymization.

  • Configurable data retention & compliance policies.

Healthcare Data Engineering Tech Stack

We're HIPAA-compliant and have helped healthcare companies achieve SOC 2 certification. We also work closely with leading platforms like AWS, Databricks, Snowflake, and Azure.

Cloud Platforms

AWS
Google Cloud
Azure

Data Sources

EHR systems
Oracle
PostgreSQL
SQL Server
Hadoop
APIs
SaaS
Files
Devices

Data Platforms

Databricks
Snowflake
BigQuery
Amazon Redshift
Apache Kafka
Apache Spark logo
Apache Spark

ETL / ELT & Languages

Python
Fivetran
Airbyte
Custom pipelines

BI & Analytics

Tableau
PowerBI logo
PowerBI
Looker
Grafana

Why Choose Light-it for Healthcare

Data Engineering?

Most firms offer generic data engineering.
We deliver healthcare data engineering consulting services built specifically for regulated environments.
Healthcare-First Specialization

Our healthcare data engineers understand EHRs, billing workflows, clinical operations, and interoperability — not just tooling.

Compliance-Driven Architecture

Every pipeline, platform, and migration is built with HIPAA, PHI, governance, and traceability embedded from day one.

Production-Grade Engineering

We build healthcare data systems that actually run in production — powering healthcare data analytics, AI, and operational workflows reliably.

Flexible Tooling  Strategy

We combine managed ETL tools with custom pipelines depending on complexity, healthcare logic, and compliance constraints.

Proven Healthcare Experience

We've delivered healthcare data platforms, EHR migrations, analytics foundations, and compliance-ready infrastructure in real-world environments.

misc image

Frequently Asked
Questions

Learn everything about us and the way we work

FAQ Hero page
What is healthcare data engineering?
  • Healthcare data engineering is the practice of building secure, compliant systems that ingest, transform, validate, and store healthcare data so it can power healthcare data analytics, business intelligence, automation, and AI while meeting regulatory requirements.
How is healthcare data engineering different from traditional data engineering?
  • Healthcare data engineering involves stricter compliance requirements, PHI protection, interoperability complexity (EHRs, FHIR, HL7), and higher data quality standards — requiring specialized healthcare domain expertise.
Do you provide EHR data migration services?

Yes. We specialize in EHR data migration services, including data migration for EHR replacements, legacy system modernization, and healthcare cloud transitions — while preserving integrity, traceability, and compliance.

Do you offer healthcare data integration services?

Yes. Our healthcare data integration services connect EHRs, billing platforms, devices, and third-party systems into unified healthcare data platforms.

Do you provide healthcare data analytics consulting?

Yes. We help healthcare companies build scalable healthcare data analytics platforms and healthcare business intelligence software foundations through structured data modeling and semantic layers.

How do you handle healthcare data validation and quality?

We embed healthcare data validation, clinical data normalization, and intelligent rule-based quality systems directly into pipelines — ensuring trustworthy data across analytics and operations.

Can you support healthcare data lakes and warehouses?

Absolutely. We design and implement healthcare data lake architecture and analytics-ready data warehouses for the data warehouse healthcare industry use case.

What types of healthcare companies do you work with?

We work with digital health startups, healthcare SaaS platforms, providers, payers, and organizations building regulated healthcare products and analytics systems.

Our services

What is healthcare data engineering?

  • Healthcare data engineering is the practice of building secure, compliant systems that ingest, transform, validate, and store healthcare data so it can power healthcare data analytics, business intelligence, automation, and AI while meeting regulatory requirements.
How is healthcare data engineering different from traditional data engineering?
  • Healthcare data engineering involves stricter compliance requirements, PHI protection, interoperability complexity (EHRs, FHIR, HL7), and higher data quality standards — requiring specialized healthcare domain expertise.
Do you provide EHR data migration services?
  • Yes. We specialize in EHR data migration services, including data migration for EHR replacements, legacy system modernization, and healthcare cloud transitions — while preserving integrity, traceability, and compliance.
Do you offer healthcare data integration services? contact you anyway?
  • Yes. Our healthcare data integration services connect EHRs, billing platforms, devices, and third-party systems into unified healthcare data platforms.
Do you provide healthcare data analytics consulting?
  • Yes. We help healthcare companies build scalable healthcare data analytics platforms and healthcare business intelligence software foundations through structured data modeling and semantic layers.

The approach

How do you handle healthcare data validation and quality?
  • We embed healthcare data validation, clinical data normalization, and intelligent rule-based quality systems directly into pipelines — ensuring trustworthy data across analytics and operations.
Can you support healthcare data lakes and warehouses?
  • Absolutely. We design and implement healthcare data lake architecture and analytics-ready data warehouses for the data warehouse healthcare industry use case.

Collaborations

What types of healthcare companies do you work with?
  • We work with digital health startups, healthcare SaaS platforms, providers, payers, and organizations building regulated healthcare products and analytics systems.
vectorial and abstract modern design with bright colors

Ready to Build a Healthcare-Grade Data Platform?

Whether modernizing systems, migrating EHRs, or preparing for AI, our consulting services help healthcare companies build secure, compliant, and scalable data foundations that work.

Book a Data Engineering Strategy Call
Your Vision. Our Execution.
Two web developers share a screenshot showing code for a digital health product

Start a conversation

Tell us about your initiative. Our team will follow up within one business day.

Name*
Email *
Phone number *
Type of project *
E.g. End-to-end
Project details *
Budget *
E.g. 150k - 500k
How did you hear about us? *
E.g. Social media

By submitting, you agree to our Privacy Policy.

Thank you!
Your submission has been received!
Oops! Something went wrong while submitting the form.