Data Integration for Research and Life Sciences

Connect laboratory systems, clinical platforms, and research instruments to accelerate discovery and maintain compliance. Airbyte integrates LIMS, ELN, EDC systems, and genomic repositories with cloud analytics platforms.

Industry-Specific Outcomes

Unified laboratory analytics from LIMS and ELN systems

Multi-site clinical trial data aggregation and reporting

Genomic sequencing pipelines to cloud data lakes

Federated research collaboration across institutional boundaries

Drug discovery screening and assay analytics

Data engineering resources

Popular Connector Workflows

Source System
Destination
Use Case
PostgreSQL
Snowflake
Laboratory information system analytics and reporting
MySQL
BigQuery
Clinical trial data integration and regulatory reporting
S3
Databricks
Genomic sequence analysis and bioinformatics workflows
MongoDB
PostgreSQL
Biospecimen tracking and sample management analytics
Google Sheets
BigQuery
Research protocol management and collaboration tracking

Research Data Integration Architecture

Connect laboratory instruments, clinical systems, and data repositories to cloud platforms for unified analytics and compliance.

What's different from Stitch Data or Informatica is the way that we can configure Airbyte connections and Airbyte entities through code. That's a huge plus to us as data engineers, because we are used to checking code and being able to manage changes from Github. With Airbyte, we were able to pull down all the historical payment information from Shopify and Stripe within one week.
Amy Zhao
,
Senior Manager, Data Engineering
,
Peloton

Compliance Considerations

  • 21 CFR Part 11 with validated audit trails

  • HIPAA Security Rule with AES-256 encryption

  • NIH Data Sharing Policy with FAIR principles

  • GDPR Article 89 with research data protections

Recommended Connectors

See all connectors

Qualtrics

Survey data collection and research feedback analysis

Mendeley

Academic reference management and bibliographic data

Google Forms

Survey responses and research data collection

Castor EDC

Electronic data capture for clinical research studies

Snowflake destination

Data warehouse for research analytics and reporting

BigQuery

Large-scale research data analysis and storage

Related Resources

Building Knowledge Management System PyAirbyte Vector Databases

Read More

Analyze Unstructured Data

Read More

Data Quality Management

Read More

Data Governance Framework

Read More

Accelerate Research Data Integration

Move faster with secure, compliant, and open-source data integration.

Try it free