Azure Data Factory: Cloud Data Pipeline Orchestration and ETL
Azure Data Factory (ADF) is Microsoft's cloud ETL/ELT orchestration service — 100+ connectors for data movement, mapping data flows for code-free transformation, and integration with Databricks, Fabric, and Azure SQL for enterprise data pipelines.
What Is Azure Data Factory and How Enterprises Use It
Azure Data Factory orchestrates data movement and transformation at enterprise scale. 100+ built-in connectors extract data from databases, SaaS applications, files, and APIs. Mapping data flows provide visual, code-free transformation. Pipeline activities chain together copy, transformation, and control operations with scheduling, triggers, and monitoring.
Enterprise ADF requires: incremental loading patterns (watermarks, change data capture), error handling (retry policies, failure paths, alerting), parameterized pipelines (reusable templates for multiple data sources), self-hosted integration runtime for on-premises connectivity, and cost optimization (activity-based vs data-flow pricing selection).
How Xylity Works With Azure Data Factory
Consulting, implementation, and specialist talent for Azure Data Factory projects.
Data Pipeline Development
ADF pipelines at enterprise scale.
ETL Consulting
ETL strategy and ADF implementation.
Data Integration
Multi-source data integration.
Azure Data Factory Specialists — Deployed in 4.3 Days
Pre-qualified through consulting-led matching. 92% first-match acceptance.
Hire Data Engineers
Pre-qualified. 4.3-day avg.
Hire ETL Developers
Pre-qualified. 4.3-day avg.
Technologies That Work With Azure Data Factory
Azure Data Factory FAQ
Xylity provides Azure Data Factory consulting, implementation, and specialist talent. We cover strategy, architecture, development, and optimization — plus pre-qualified Azure Data Factory specialists deployed in 4.3 days average through 200+ delivery partners.
Yes. Pre-qualified through 4-stage consulting-led matching. 92% first-match acceptance rate. Senior to architect level.
Azure Data Factory integrates with multiple technologies. Our consulting-led approach selects the right combination for your requirements — technology-agnostic recommendations based on your data, team, and business goals.
Your Azure Data Factory Project Needs
The Right Partner
Azure Data Factory consulting for enterprise pipelines — orchestration, transformation, and migration.