Google Cloud Dataflow is a fully‑managed service for stream and batch processing based on Apache Beam. Below are 20 alternative platforms that provide data integration, ETL/ELT, and iPaaS/middleware capabilities for building, orchestrating, and scaling data pipelines.
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Serverless ETL service that automatically discovers, catalogs, and transforms data across AWS and on‑premises sources.
Hybrid data integration service that enables orchestration of data movement and transformation at scale on Microsoft Azure.
Open‑source dataflow automation tool with a web UI for designing, managing, and monitoring real‑time data pipelines.
Enterprise‑grade platform offering drag‑and‑drop pipeline design, cloud and on‑premises connectors, and built‑in data quality.
Comprehensive iPaaS that combines API management, integration, and runtime capabilities for cloud‑native and legacy systems.
Low‑code integration platform as a service (iPaaS) with pre‑built connectors, workflow automation, and master data management.
AI‑driven integration platform that provides visual pipelines, hundreds of connectors, and real‑time data processing.
Cloud‑native data integration suite offering ETL, data quality, and application integration with AI‑assisted mapping.
Enterprise iPaaS that enables rapid integration of SaaS, on‑premises, and cloud applications with visual flow design.
Unified integration platform that combines application integration, process automation, and visual data mapping.
Automation and integration platform that lets business users build workflows across SaaS, databases, and APIs without code.
API‑centric integration platform offering low‑code design, data transformation, and real‑time event streaming.
General‑purpose automation platform with a visual builder for complex, multi‑step integrations and data workflows.
No‑code workflow automation tool that connects thousands of SaaS apps for simple data movement and trigger‑based actions.
Hybrid integration platform that supports API management, event‑driven architecture, and drag‑and‑drop pipeline creation.
Comprehensive iPaaS for SAP and non‑SAP applications, offering API management, process integration, and data services.
Open‑source integration runtime based on Apache Camel, providing lightweight, container‑native connectivity.
No‑code data pipeline platform that moves data from source to destination in real time with built‑in transformations.
Fully managed ELT service that automatically syncs data from hundreds of sources into cloud warehouses.
Open‑source data integration platform offering modular connectors and the ability to run pipelines on any infrastructure.