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Custom Healthcare Data Platform Development in 2025: Benefits and Considerations

How FHIR-First, AI-Enabled, and Custom-Built Data Platforms are Transforming Healthcare Operations and Patient Care in 2025

MBT Desk

In the fast-evolving healthcare landscape, data has become the lifeblood of innovation and patient-centered care. By 2025, the demand for custom healthcare data platforms is surging, driven by the need to harness vast amounts of disparate data from electronic health records (EHRs), wearables, genomic sequencing, claims data, and other sources. These platforms go beyond generic data management; they are tailored solutions that integrate, analyze, and activate healthcare information to drive actionable insights, enhance clinical decision-making, and optimize operational efficiency.

According to Grand View Research, the global digital health market was estimated at USD 288.55 billion in 2024 and is projected to reach USD 946.04 billion by 2030, growing at a CAGR of 22.2% from 2025 to 2030.

Graph showing growth trends of the global digital healthcare market from 2024 to 2030.

Meanwhile, increasing healthcare costs are expected to impact the global GDP by $47 trillion by 2030, according to IEEE Explore, Forecasting Healthcare 5.0 Driven IoMT for a Seamless Continuum of Care.

Current Trends Shaping Healthcare Data Platforms in 2025

The healthcare technology ecosystem in 2025 is driven by AI, interoperability, cloud-native architectures, IoMT, and sustainability initiatives. Custom platforms must evolve to address these trends, and companies across the sector including organizations like Edenlab which are increasingly building FHIR-first, interoperable solutions to enable seamless integration of clinical, administrative, and device data.

1. AI and Machine Learning Integration
AI has moved from optional to transformational. Platforms now incorporate predictive analytics to forecast disease outbreaks, optimize treatment plans, and detect anomalies in imaging scans with utmost accuracy.

2. Interoperability and FHIR Standards
The HL7 FHIR (Fast Healthcare Interoperability Resources) standard has matured significantly. By 2025, most U.S. health systems are expected to support FHIR, enabling seamless data exchange and holistic patient views.

3. IoMT and Wearables Proliferation
With more than one billion wearables in use globally, platforms must ingest real-time data from smartwatches, glucose monitors, and fitness trackers. This supports remote patient monitoring (RPM), projected to reach $276 billion in market value.

4. Cloud-Native and Edge Computing
Healthcare platforms increasingly adopt cloud-native architectures for scalability, flexibility, and cost-effectiveness. Edenlab leverages AWS, Azure, and GCP alongside Kubernetes for modular deployment, enabling rapid updates, regulatory compliance, and real-time analytics. Composable processing solutions (CAPS) further allow payers and providers to adapt quickly to evolving healthcare regulations.

5. Sustainability and Data Equity
Healthcare data grows by almost 36% annually, emphasizing the need for green computing practices and equitable access to data insights.

Why Invest in Custom Healthcare Data Platforms

Custom healthcare data platforms streamline workflows, enhance security, and deliver measurable ROI for providers, payers, and health tech innovators.

Custom platforms deliver advantages that off-the-shelf solutions cannot match:

High Returns on Investment (ROI):
Custom platforms improve productivity, reduce operational risks, and provide measurable financial benefits.

Operational Efficiency:
Streamline workflows, optimize staffing, enhance inventory and resource management, and reduce redundant administrative tasks.

Enhanced Security:
Built-in compliance with HIPAA, GDPR, and ONC standards, featuring encryption, role-based access control, and automated governance to minimize data breach risks.

Tailored Functionality:
Custom platforms are aligned with organizational needs, avoiding the limitations of generic solutions.

Scalability and Long-Term Value:
Platforms grow with the organization, ensuring long-term ROI through reduced errors, enhanced analytics, and sustained operational improvements.

Edenlab’s solutions exemplify these benefits. Their FHIR-first architecture allows healthcare providers, payers, and governments to integrate multiple data sources including EHRs, labs, imaging systems, claims, and IoMT devices into unified, actionable dashboards.

Market Drivers and Adoption Trends

Several trends are driving the widespread adoption of custom healthcare data platforms:

1. Growing Demand for Advanced Data Management:
The explosion of health data requires platforms that handle interoperability, analytics, and secure storage.

2. EHR and IT System Integration:
Seamless integration across healthcare IT ecosystems is now essential for operational efficiency.

3. Cloud Adoption:
Cloud-based solutions are increasingly preferred for flexibility, remote access, and scalable storage.

4. Provider and Startup Adoption:
Healthcare providers use custom platforms for EHR integration and reporting, while startups leverage them for AI-powered care innovations, telehealth, and precision medicine.

Top Players in Healthcare Data Platforms

Several companies are competing in this space, but Edenlab’s Kodjin framework sets it apart:

1. Edenlab – Custom FHIR-Based Healthcare Data Platform Specialist

Overview: Founded in 2015, Edenlab is a healthcare IT company specializing in custom data platforms for providers, payers, life sciences, governments, and health tech developers. Their proprietary Kodjin FHIR Data Platform accelerates development of interoperable, scalable, and compliant health information exchanges (HIEs), EHR integrations, and analytics solutions. Headquartered in Ukraine, Edenlab is recognized for its expertise in FHIR-first architectures and national-scale projects.

Data Platform Development Services:

  • Custom HIE Platforms: Develops FHIR-based health information exchanges for real-time data sharing across providers, payers, and registries.

  • EHR and Integration Solutions: Connects EHRs, labs, imaging, and IoT devices; supports claims and billing automation.

  • AI-Powered Analytics: Offers self-serve analytics with Agentic LLM integration for clinicians and analysts, enabling insights without coding.

  • Data Governance and Compliance: Automated metadata management, access controls, and compliance with GDPR, HIPAA, ONC, and CMS standards.

  • Data Migration and Quality: Ensures secure migration from legacy systems and real-time data validation using AI and rule-based engines.

  • Certification Support: Guides clients through ONC and Gematik certifications for U.S. and German markets.

Technologies: Kodjin FHIR framework; Rust, Go, TypeScript, .NET, Elixir; PostgreSQL, MongoDB, ClickHouse, Redis; Kafka, Debezium, Airbyte for ETL; Kubernetes, AWS, Azure, GCP; FHIR R4, HL7 v2/v3, CDA, DICOM, X12; Grafana, Prometheus for monitoring.

AspectEdenlab (Kodjin)Smile Digital HealthHealth Samurai (Aidbox)1upHealthRedox
Core StrengthCustom FHIR platforms for HIE/RCMFHIR repositoriesAI-driven FHIR appsFHIR APIs for insightsEHR integration engines
ScalabilityBillions of records, KubernetesHigh-load, cloudCloud-native, 50% fasterApp-focused, bulk export1B+ transactions/year
Compliance FocusONC, HIPAA, GDPR, CMSONC, HIPAAONC, FDA, HIPAAONC, HIPAA, SOC2HIPAA, HITRUST
AI/AnalyticsAgentic LLM, self-serve analyticsCQF RulerSepsis predictionActionable insightsError detection
Pricing ModelCustom/project-basedSubscriptionModular/open-sourceUsage-basedAPI calls/subscription
Best ForGovernments/providersPayers/clinicsStartups/researchDevelopers/appsTelehealth/payers

2. Smile Digital Health (HAPI FHIR) – Highest Similarity (Direct Kodjin Competitor)

Overview: Smile Digital Health is a health tech leader specializing in FHIR-based clinical data repositories and interoperability platforms. Founded in 2017 (formerly Smile CDR), it's backed by HL7's open-source HAPI FHIR framework, powering global healthcare data management. Like Edenlab, it focuses on transforming legacy data into future-proof FHIR resources for seamless ecosystems, with a emphasis on vendor-agnostic scalability.

Key Services:

  • FHIR-native data platforms for storage, exchange, and AI-driven insights.

  • Custom integrations with EHRs, wearables, and payers; supports all FHIR versions.

  • Compliance consulting for ONC, CMS, HIPAA; automated governance and security (OAuth, SMART on FHIR).

  • Analytics tools (e.g., CQF Ruler for clinical quality language) for population health and decision support.

Technologies: HAPI FHIR server, Java-based core; cloud-agnostic (AWS, Azure, GCP); Kubernetes for scaling; integrates with terminologies (SNOMED, LOINC, ICD-10).

3. Health Samurai (Aidbox Platform) – Closest for Custom FHIR Development

Overview: Health Samurai, founded in 2016, is a FHIR-centric software firm building open, connected ecosystems for EHRs, HIEs, and analytics. Their Aidbox platform is a full-stack FHIR server designed for rapid development of care coordination and data platforms, emphasizing precision medicine and AI.

Key Services:

  • Custom FHIR servers for cloud EHRs, patient apps, and research data validation.

  • Integration platforms for HL7 v2/CCDA to FHIR conversion; AI/ML for sepsis prediction and trials.

  • HIE development for cross-system exchange; supports remote monitoring and claims processing.

  • Analytics on FHIR for insights; certification support (ONC, FDA SaMD).

Technologies: Aidbox FHIR server (Clojure-based); PostgreSQL/Elasticsearch backend; Kubernetes/Docker for deployment; FHIR versions R4/STU3; integrates Kafka for streaming.

4. 1upHealth – Top for FHIR API and Interoperability Ecosystems

Overview: Launched in 2017, 1upHealth provides a modern FHIR data platform for exchanging and analyzing health data. It's designed for computable interoperability, enabling apps to access FHIR-stored data from EHRs without silos.

Key Services:

  • FHIR API platforms for data aggregation, export, and insights; supports EHI (Electronic Health Information) export.

  • Custom HIE connectors for EHRs (Epic, Cerner); AI-powered analytics for outcomes.

  • Compliance enablement (ONC-certified APIs); secure sharing via SMART on FHIR.

  • Migration from legacy systems to FHIR-native hubs.

Technologies: Proprietary FHIR server; Node.js/Go backend; AWS/GCP cloud; Redis for caching; supports USCDI v3 and bulk data export.

5. Redox – Leading for EHR/HIE Integration Engines

Overview: Redox, founded in 2010, is a healthcare integration platform specializing in single APIs for connecting EHRs, HIEs, and apps. It abstracts complex integrations into unified FHIR/HL7 workflows.

Key Services:

  • Integration engines for EHR-HIE linking; FHIR/HL7 v2 bidirectional exchange.

  • Custom platforms for care coordination, claims, and analytics; AI for error detection.

  • HIE setup with consent management; compliance (HIPAA, ONC, HITRUST).

  • Data quality tools for de-duplication and normalization.

Technologies: RESTful APIs; .NET/Java stack; Kafka/Debezium for ETL; Azure/AWS; supports FHIR R4 and X12 for billing.

Conclusion

As healthcare organizations face mounting data complexity and operational pressures, custom healthcare data platforms are essential for unlocking the full potential of health information. Edenlab leads the market with FHIR-native, scalable, and secure platforms that integrate legacy systems, IoMT devices, AI analytics, and compliance frameworks into cohesive solutions.

For providers, payers, governments, and health tech innovators, Edenlab’s Kodjin framework represents a future-proof, tailor-made approach to healthcare data management, enabling improved clinical outcomes, operational efficiency, and long-term ROI.

By embracing custom, interoperable, and intelligent data platforms, healthcare organizations can transform the patient experience, streamline operations, and thrive in the rapidly evolving digital health ecosystem of 2025.

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