Guided scenario
Budget ETL & data pipelines
Moving data into a warehouse shouldn't start with a consumption bill that's hard to predict. This shortlist ranks ETL/ELT tools by value, surfacing affordable and open-source data integration. Weigh connector breadth for your sources, CDC and ELT support, and self-hosting against price, and look closely at how consumption-based pricing behaves at your data volumes before committing.
Airbyte
airbyte.com
Airbyte is an open-source data integration platform with one of the largest connector catalogs, available both self-hosted and as a managed cloud service.
AWS Glue
aws.amazon.com/glue
AWS Glue is Amazon's serverless data-integration service for discovering, preparing, and combining data: Spark and Python ETL jobs, a central Data Catalog, crawlers, and the visual Glue Studio.
Azure Data Factory
azure.microsoft.com/en-us/products/data-factory
Azure Data Factory is Microsoft's managed cloud data-integration service, providing pipelines, 90+ prebuilt connectors, visual mapping data flows, and change data capture for moving and transforming data across cloud and on-premises sources.
Boomi Data Integration (formerly Rivery)
rivery.io
Boomi Data Integration (formerly Rivery) is a fully managed, no-code cloud ELT and data pipeline platform with more than 200 prebuilt connectors, plus transformation and workflow orchestration.
Dataddo
www.dataddo.com
Dataddo is a no-code, fully managed data integration platform with more than 400 connectors, supporting ETL, reverse ETL, and database replication with change data capture (CDC) to and from warehouses, dashboards, and apps.
dbt
www.getdbt.com
dbt is a transformation tool that lets analysts and analytics engineers build, test, and document data models in SQL directly within the warehouse, handling the transform step of ELT.
Estuary
estuary.dev
Estuary Flow is a real-time data integration platform supporting change data capture (CDC), streaming, and batch ETL and ELT, with more than 200 connectors across databases, SaaS systems, and warehouses.
Fivetran
www.fivetran.com
Fivetran is a managed data integration service that moves data from sources into warehouses using a large catalog of prebuilt connectors.
Hevo Data
hevodata.com
Hevo Data is a no-code data pipeline platform for moving and transforming data into warehouses in near real time through prebuilt connectors.
Matillion
www.matillion.com
Matillion is a cloud data transformation and integration platform for building ELT pipelines on cloud data warehouses, pushing transformations down into the warehouse for performance.
Meltano
meltano.com
Meltano is an open-source, code-first data integration platform built around the Singer connector ecosystem, positioned as a DataOps CLI and orchestrator.
