Data Integration for Industrial Machinery

Connect production systems, IoT sensors, and legacy equipment to modern analytics platforms. Unify SCADA, MES, and ERP data for 360 operational intelligence.

Industry-Specific Outcomes

Predictive maintenance with integrated machine health monitoring

Quality control and automated defect detection

Production optimization through OEE and throughput analytics

Supply chain visibility for procurement and inventory tracking

Energy efficiency monitoring and operational cost reduction

Popular Connector Workflows

Source System
Destination
Use Case
PostgreSQL
Snowflake
MES production data to cloud analytics warehouse
MySQL
Databricks Lakehouse
Quality management data for ML-driven defect prediction
Oracle DB
BigQuery
ERP integration for supply chain and procurement analytics
MSSQL SQL Server
Snowflake
SCADA historian data for equipment performance dashboards
SAP Fieldglass
Databricks Lakehouse
Workforce and maintenance operations analytics

Industrial Machinery Data Pipeline Architecture

Unified data flow from factory floor sensors, PLCs, and SCADA systems through Airbyte to cloud analytics platforms for operational intelligence.

The combination of Airbyte and Prefect reduced internal development time and expenses for Graniterock by more than 50%, getting the data in the hands of analysts faster than ever before.
Cody Kaiser
,
Enterprise Data Manager
,
GraniteRock

Compliance Considerations

  • IEC 62443 industrial control systems security standards

  • ISO 27001 information security management compliance

  • ISO 9001 quality management system integration

  • NIST Cybersecurity Framework for OT/IT convergence

Recommended Connectors

See all connectors

SAP

ERP data for manufacturing operations and supply chain

Salesforce

CRM data for sales and customer relationships

Oracle

Enterprise database for production and inventory management

IoT sensor data from machinery and equipment

Snowflake destination

Data warehouse for analytics and reporting

BigQuery

Cloud data warehouse for business intelligence

Related Resources

IoT Data Integration

Supply Chain Data Integration

Real-Time Data Processing

Best Practices for Data Ingestion Pipeline

Modernize Industrial Data Integration

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