Azure Data Factory
Azure Data Factory is a paid, web-based service for data integration and transformation.
What Azure Data Factory is
Azure Data Factory is a paid, web-based service for data integration and transformation. It uses a hybrid deployment model and a mixed transformation mode, supporting workflows that span the environments covered by that setup. Incremental loading is available for processing newly available data, while change data capture identifies data changes for pipeline handling. Custom code transforms allow teams to apply their own transformation logic. Azure Data Factory does not offer a free plan. The listing gives the company headquarters as Redmond, Washington, USA, and records 1975 as its founding year. Its website provides product information for organizations assessing data workflow tools. When considering the service, the key listed points are web access, hybrid deployment, mixed transformation, incremental loading, change data capture and custom code transforms. These capabilities define how it can fit into an organization’s integration and transformation requirements.
Good
- Hybrid deployment model
- Mixed transformation mode
- Incremental loading
- Change data capture
- Custom code transforms
Watch out
- Paid pricing model
- No free plan
- Web platform only
Who it suits
It suits organizations managing data workflows across hybrid environments. Teams needing incremental loading, change capture or custom transformation logic may find its listed capabilities relevant.
Verdict
Azure Data Factory offers a broad set of listed integration and transformation functions in a hybrid setup. Its lack of a free plan makes deployment planning important.
Plans and prices
From Azure Data Factory's own pricing page, checked 21 Oct 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Data movement (self-hosted IR) | $0.10 a month | Self-hosted data movement · per hour |
| Data movement (Azure or managed VNET IR) | $0.25 a month | Cloud data movement activity · per DIU-hour |
| Pipeline orchestration (Azure integration runtime) | $1 a month | Azure IR orchestration · managed VNET same rate · per 1,000 runs |
| Pipeline orchestration (self-hosted integration runtime) | $1.50 a month | Self-hosted IR orchestration · per 1,000 runs |
The facts
Each one read from Azure Data Factory's own pages, with the date it was checked.
Where it runs
- Browser support
- The Data Factory Studio quickstart identifies Microsoft Edge and Google Chrome as supported browsers.checked 21 Oct 2026
What it does
- Built-in connectors
- Microsoft advertises more than 90 maintenance-free connectors, including Azure stores, Amazon Redshift, BigQuery, HDFS, Salesforce, Marketo and ServiceNow.checked 21 Oct 2026
- Compliance
- Microsoft's product page says Azure has more than 100 compliance certifications, including more than 50 regional or country-specific certifications.checked 21 Oct 2026
- Documentation depth
- Microsoft Learn provides conceptual guides, tutorials, quickstarts, REST references, SDK examples, CI/CD guidance, limits and security material.checked 21 Oct 2026
- Encryption and keys
- Factory metadata is encrypted at rest with Microsoft-managed keys by default, with optional customer-managed keys in Azure Key Vault.checked 21 Oct 2026
- Identity and secrets
- Security guidance recommends Azure RBAC, managed identities and Azure Key Vault references instead of embedded credentials.checked 21 Oct 2026
- Integration runtime choices
- Data Factory offers Azure, self-hosted and Azure-SSIS integration runtimes; self-hosted runtime supports on-premises connectivity and custom drivers.checked 21 Oct 2026
- License
- Azure Data Factory is proprietary Microsoft Azure software governed by Azure service terms and is not open source.checked 21 Oct 2026
- Limit: CI/CD
- Zoftware reports that deploying an entire factory makes CI/CD cumbersome and that advanced orchestration becomes complicated.checked 21 Oct 2026
- Limit: complex transformations
- TrustRadius reviewers say advanced transformations and modeling often require Databricks or PySpark and that metadata and data-quality tooling is weak.checked 21 Oct 2026
- Limit: debugging
- G2 and TrustRadius reviewers repeatedly report vague error messages, fragmented logs and difficult troubleshooting in complex pipelines.checked 21 Oct 2026
- Notable product direction
- Microsoft's March 26, 2026 update provides guidance for migrating Azure Data Factory and Synapse pipelines to Microsoft Fabric.checked 21 Oct 2026
- Orchestration and monitoring
- Pipelines support visual activity monitoring, scheduling, triggers, alerts, branching, looping and conditional control flow.checked 21 Oct 2026
- Praise: connectors
- TrustRadius reviewers repeatedly value the breadth of connectors across Azure, non-Azure and on-premises sources.checked 21 Oct 2026
- Praise: visual low-code
- G2 reviewers repeatedly praise drag-and-drop pipeline building and low-code workflows as accessible to technical and business users.checked 21 Oct 2026
- Pricing mechanics
- Pipeline execution is billed by activity runs and integration-runtime time, with runtime charges prorated by minute and rounded up.checked 21 Oct 2026
- Public API
- Microsoft publishes a Data Factory REST API covering factory, linked-service, dataset, pipeline, run and monitoring operations.checked 21 Oct 2026
Money
- Code-free data flows
- The service provides visual, code-free ETL and ELT authoring with mapping data flows powered by managed Apache Spark.checked 21 Oct 2026
- Limit: cost predictability
- Integrate.io describes consumption pricing as difficult to forecast and reports complaints about accumulating execution and compute charges.checked 21 Oct 2026
The company
- Company identity
- Microsoft Corporation is a publicly traded company founded in 1975 and headquartered in Redmond, Washington.checked 21 Oct 2026
- Company size
- Microsoft's LinkedIn profile lists 10,001-plus employees and approximately 228,000 employees worldwide.checked 21 Oct 2026
- Founded
- 1975checked 23 Sep 2026
- Headquarters
- Redmond, Washington, USAchecked 23 Sep 2026
- Ownership
- Crunchbase lists Microsoft Corporation as public post-IPO equity, meaning Azure Data Factory is owned by Microsoft shareholders.checked 21 Oct 2026
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