Google Cloud

Healthcare API / Discovery Engine Complete Guide: FHIR, MedLM & HIPAA

2026-05-24
NicheeLab Editorial Team

Cloud Healthcare API is GCP's integrated platform for medical data, supporting the three major medical standards: FHIR / HL7v2 / DICOM.Discovery Engine is the umbrella brand for Gen AI Search (covering Vertex AI Search, Recommendations, and more). In the healthcare space, it pairs with MedLM and Healthcare NLP to power EHR Q&A and clinical summarization.

Healthcare API Components

ServiceStandardUse case
FHIR StoreHL7 FHIR R4EHRs, patient information, test results
HL7v2 StoreHL7v2Legacy medical messaging
DICOM StoreDICOMwebRadiology images / pathology images
Consent ManagementFHIR ConsentPatient consent management
Healthcare NLP APIStructured extraction from medical documents
Healthcare Data EngineLakehouse-integrated platform

FHIR Store Example

from google.cloud import healthcare_v1

client = healthcare_v1.FhirStoreServiceClient()
fhir_store = "projects/PROJECT/locations/us-central1/datasets/my-dataset/fhirStores/my-fhir"

# Create a patient resource
patient = {
    "resourceType": "Patient",
    "name": [{"family": "Yamada", "given": ["Taro"]}],
    "gender": "male",
    "birthDate": "1985-04-01",
}

# Bulk Export → BigQuery
client.export_resources(
    request={
        "name": fhir_store,
        "bigquery_destination": {
            "dataset_uri": "bq://my-project.fhir_export",
            "schema_config": {"schema_type": "ANALYTICS_V2"},
        },
    }
)

Healthcare NLP Example

from google.cloud import healthcare_v1

client = healthcare_v1.NlpServiceClient()
parent = "projects/PROJECT/locations/us-central1/services/nlp"

response = client.analyze_entities(
    nlp_service=parent,
    document_content="The patient is a 65-year-old man with a history of hypertension and type 2 diabetes. He is taking metformin 500mg."
)

for entity in response.entity_mentions:
    print(f"{entity.text.content} → {entity.type_} (ICD-10: {entity.linked_entities})")
# Example output:
# hypertension -> PROBLEM (ICD-10: I10)
# type 2 diabetes -> PROBLEM (ICD-10: E11)
# metformin -> MEDICINE (RxNorm)

MedLM (Healthcare-Specialized LLM)

  • Enterprise-grade productization of Google Research's Med-PaLM family
  • Clinical summarization, Q&A, and clinical coding assistance
  • Accessed via Vertex AI; supports CMEK / VPC SC
  • Covered by HIPAA BAA
  • MedLM-Large / MedLM-Medium

Discovery Engine Components

  • Vertex AI Search (general purpose)
  • Vertex AI Search for Healthcare (specialized for medical documents)
  • Vertex AI Search for Retail (e-commerce)
  • Vertex AI Search for Media (video / audio)
  • Recommendations AI (recommendations)
  • Conversational Agents (formerly Dialogflow CX)

Pricing Examples

ItemPrice
FHIR storage$0.45/GB/month
FHIR operations (Read / Write)$0.40 per 1,000 operations
DICOM storage$0.10/GB/month
HL7v2 storage$0.50/GB/month
Healthcare NLP$1.50 per 1,000 characters
MedLMGemini-equivalent per-token pricing + a Healthcare premium

Regulatory Compliance

  • Covered by HIPAA BAA (United States)
  • GDPR Article 9 (special categories of personal data)
  • FedRAMP High
  • HITRUST CSF
  • ISO 27001 / 27017 / 27018 / 27701
  • Japan: Medical Information Guidelines (the 3-ministry, 2-guideline framework)

Typical Use Cases

  • Cloud integration of EHR (electronic health record) systems
  • Legacy HL7v2 → FHIR conversion
  • Centralized management of radiology images (DICOM) plus AI-assisted diagnosis
  • Clinical summarization (MedLM)
  • Clinical research: FHIR Bulk Export → BigQuery for large-scale analysis
  • Automated medical coding (Healthcare NLP)
  • Patient-facing self-service Q&A (Vertex AI Search Healthcare)

What is Healthcare API?

GCP's healthcare data platform. It provides managed stores for the three major medical standards (FHIR / HL7v2 / DICOM), is HIPAA BAA compliant, and is used for EHRs, diagnostic imaging, and clinical research.

What is Discovery Engine?

The umbrella brand for Gen AI Search. It covers Vertex AI Search, Recommendations AI, Healthcare-specific Search, and more. It has been positioned as the unified product name since 2023.

What can Healthcare NLP API do?

It automatically extracts diseases, medications, symptoms, anatomical sites, and test findings from medical charts and diagnostic documents, and auto-maps them to SNOMED CT / ICD-10 / RxNorm codes.

What is MedLM?

A healthcare-specialized LLM fine-tuned for the medical industry (based on Google's Med-PaLM family). It supports clinical summarization, Q&A, and coding assistance.

What is the pricing model?

Healthcare API: FHIR storage $0.45/GB/month + per-operation charges. NLP $1.50 per 1,000 characters. MedLM is charged per token. DICOM Image: $0.10/GB storage.

Is a HIPAA BAA available?

Google Cloud offers a HIPAA BAA, and Healthcare API is a core BAA-covered service. Combine it with CMEK / VPC SC / Audit Logs for full regulatory compliance.

What is Cloud Healthcare Consent Management?

A patient consent management service. It controls the scope and duration of data usage, enabling regulation-compliant handling of PHI.

What is FHIR Bulk Export?

A feature that exports large volumes of FHIR data to Cloud Storage / BigQuery. Essential for clinical research and for building ML training datasets.

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* Google Cloud is a trademark of Google LLC. For the latest information, see the official Cloud Healthcare API documentation.

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Author

NicheeLab Editorial Team

NicheeLab editorial team focused on data engineering and cloud certification learning. Content is structured around practical study needs and official exam domains.


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