Data Integration for Biotechnology Research

Connect laboratory systems, clinical databases, and research platforms while maintaining FDA 21 CFR Part 11 compliance and accelerating discovery timelines.

Industry-Specific Outcomes

Multi-omics data integration for precision medicine and biomarker discovery

Clinical trial EDC to analytics for accelerated regulatory submissions

LIMS to cloud data lakes for up-to-date laboratory insights

NGS sequencing data to public repositories with automated metadata

Knowledge graphs connecting genomics, proteomics, and clinical outcomes

Data engineering resources

Popular Connector Workflows

Source System
Destination
Use Case
Postgres
Snowflake
Laboratory data warehousing for compliance reporting
S3
BigQuery
Genomic sequence analysis and variant discovery
MySQL
Databricks Lakehouse
Research experiment analytics and AI modeling
Excel File
Snowflake
Clinical trial data aggregation for regulatory submissions
Postgres
Postgres
Multi-site laboratory sample tracking consolidation

Biotechnology Research Data Pipeline Architecture

Unified data flow from laboratory instruments and clinical systems through Airbyte to cloud analytics platforms with compliance controls.

Without such an integrated 360-degree view of customer engagement data, it was challenging for internal product teams to reach the right customers at the right time through push notifications or email messages. With Airbyte, we were able to save up to 10% of the marketing budget. In addition, the savings obtained with Airbyte helps the company reinvest into the business to lead to a higher return on marketing investment.
Konrad Schlatte
,
Data Engineer
,
PensionBee

Compliance Considerations

  • FDA 21 CFR Part 11 compliance with immutable audit trails

  • GxP validation supporting GLP, GCP, and GMP requirements

  • HIPAA safeguards for clinical trial patient data protection

  • ALCOA+ data integrity principles across all integrations

Recommended Connectors

See all connectors

Illumina Basespace

for genomics sequencing data and NGS analysis

Castor EDC

for clinical trial data capture and study management

Salesforce

CRM for managing clinical trials and research partnerships

GitHub

for bioinformatics pipelines and research code collaboration

Snowflake destination

data warehouse for research analytics and reporting

BigQuery

for large-scale genomics data analysis and storage

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Accelerate Research While Ensuring Compliance

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