Diagram
A decision tree that branches based on workload type and analytics platform integration to choose between Azure Logic Apps, Azure Data Factory, and Azure Synapse Pipelines.
Decision Criteria for Enterprise-Scale Workloads
For enterprise-scale workloads that demand high throughput, complex transformations, and batch or streaming data movement, Azure Data Factory and Synapse Pipelines are the correct choices. Use ADF when the integration is independent of a specific analytics platform; use Synapse Pipelines when the data flows directly into a Synapse analytics environment. For event-driven, moderate-volume integration that connects applications and services across organizational boundaries, Logic Apps is the better fit because of its low-code triggers and wide connector ecosystem. The final decision also weighs authentication methods (managed identities reduce secret management), network connectivity (private endpoints improve security), and cost models (pay-per-execution for Logic Apps versus activity-based for ADF). Analyzing these factors ensures the integration solution meets performance, security, and budget requirements.
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