Azure Data Factory
Azure Data Factory: A visual, hybrid ETL service with broad connectivity and enterprise orchestration. Ranked #6 of 26 in ETL Software by our editors (8.8/10); pricing: Paid; best for cloud ETL teams in mixed environments.
At a glance
- Editor score8.8 / 10
- PricingPaid
- Best forCloud ETL teams in mixed environments
- Free planNo
- DeploymentHybrid
- Founded1975 · Redmond, Washington, USA
- Facts checked21 Sep 2026
Where it wins
- More than 90 built-in connectors across cloud, on-premises, and multicloud sources
- Visual pipelines, mapping data flows, scheduling, monitoring, and alerting
- Supports incremental loading, CDC, self-hosted runtimes, and SSIS migration
Where it doesn't
- Usage-based pricing varies by region and currency
- CDC factory resources are documented as public preview
- Its broad feature set may exceed the needs of simple ETL projects
Our verdict on Azure Data Factory
Azure Data Factory is a fully managed, serverless service for building ETL and ELT pipelines. It is designed for teams moving and transforming data across cloud, on-premises, hybrid, and multicloud environments. Visual pipeline authoring, mapping data flows, orchestration, scheduling, and activity-run monitoring bring core integration work into one web-based service. The platform is particularly suited to organizations that need hybrid connectivity alongside cloud data movement.
Connectivity is a central strength. Azure Data Factory offers more than 90 built-in connectors, including Azure Blob Storage, Azure SQL Database, Azure Data Lake Storage Gen2, Azure Synapse Analytics, Amazon Redshift, Google BigQuery, Salesforce, and ServiceNow. Its self-hosted integration runtime supports workloads that need access to on-premises or other external environments. Teams can also use incremental loading for new or changed data, change data capture resources, and SSIS package migration and rehosting. That combination gives established data teams a path to combine existing packages with newer visual pipelines and mixed transformation approaches.
Pricing is usage-based, with rates varying by region and currency, so budgeting requires attention to workload patterns rather than a single fixed subscription. The service is paid and does not offer a free plan. Its orchestration, monitoring, hybrid runtime, and migration capabilities make it a strong fit for cloud ETL teams managing varied systems and recurring data workflows. Organizations needing a narrower, simpler data mover may find the platform broader than necessary, while teams depending heavily on CDC should account for the documented public-preview status of the CDC factory resource before making it central to production architecture.
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Azure Data Factory pricing
Azure Data Factory fact sheet
| Free plan | No |
|---|---|
| Paid from | Not verified |
| Deployment | Hybrid |
| Source connectors | Not verified |
| Destination connectors | Not verified |
| Transformation mode | Mixed |
| Incremental loading | Yes |
| Change data capture | Yes |
| Custom code transforms | Yes |
| Deployment | Cloud, Self-hosted |
| Platforms | Web |
| Support | Docs |
| Built for | Mid-market, Enterprise (editorial estimate) |
| Integrations | 90+ integrations: Azure Blob Storage, Azure SQL Database, Azure Data Lake Storage Gen2, Azure Synapse Analytics, Amazon Redshift, Google BigQuery … See all → |
| Pricing | Paid (source) |
| Website | azure.microsoft.com |
| Facts checked | 21 Sep 2026 |
Azure Data Factory integrations
Azure Data Factory lists 90+ integrations on its own site — the 8 named here are the ones its pages call out.
- Azure Blob Storage
- Azure SQL Database
- Azure Data Lake Storage Gen2
- Azure Synapse Analytics
- Amazon Redshift
- Google BigQuery
- Salesforce
- ServiceNow
See all Azure Data Factory integrations →
Alternatives to Azure Data Factory
- KeboolaManaged ETL with a free tier, broad connectors, visual orchestration, and hybrid deployment.9.4
- Informatica Data IntegrationA hybrid-ready platform for enterprise ETL, ELT, CDC and orchestration.9.3
- Talend Data FabricA broad, governed platform for complex batch, real-time, and hybrid data environments.9.1
See all Azure Data Factory alternatives →
Azure Data Factory vs the competition
- Azure Data Factory vs Keboola
- Azure Data Factory vs Informatica Data Integration
- Azure Data Factory vs Talend Data Fabric
- Azure Data Factory vs Qlik Talend Cloud
- Azure Data Factory vs Apache Hop
- Azure Data Factory vs Google Cloud Data Fusion
Compare Azure Data Factory with any tool side by side →
Also Ranked In
Azure Data Factory is ranked in 2 of our directories.
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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