Updated Aug 25, 2026

Best Cloud Data Integration Software

Cloud data integration software is software that moves and synchronizes data between applications and data stores without on-premise integration hardware. The pipelines themselves run in the cloud and are hosted by the vendor.

Solutions in this category span iPaaS, ETL tools, reverse ETL, big data integration platforms, embedded integration platforms, and enterprise service bus and middleware software. Organizations evaluate them on connector coverage for the applications already in use, transformation capability, error handling, and how much engineering support is needed to build and maintain a pipeline. The main distinction is between tools built for technical data teams and those designed for business users to configure directly.

Best Cloud Data Integration Software by type

G2 scores products inside each subcategory, against the products they actually compete with. Below are the three highest-scoring products in each type, in the same order as the navigation.

Best Big Data Integration Platforms

134 products10,411 reviews

See all 134 products

Rank	Products	Rating	Reviews
1	Alteryx Alteryx is the agentic analytics and automation company that helps organizations turn complex data into trusted insights, decisions, and action.... Alteryx is the agentic analytics and automation company that helps organizations turn complex data into trusted insights, decisions, and action....	4.6/5	901 249 in last year
2	BigQuery BigQuery is an AI-ready, petabyte-scale, and cost-effective data warehouse that lets you run analytics over vast amounts of data in near real time.... BigQuery is an AI-ready, petabyte-scale, and cost-effective data warehouse that lets you run analytics over vast amounts of data in near real time....	4.5/5	1,223 76 in last year
3	Snowflake Snowflake makes enterprise AI easy, efficient and trusted. Thousands of companies around the globe, including hundreds of the world’s largest, use... Snowflake makes enterprise AI easy, efficient and trusted. Thousands of companies around the globe, including hundreds of the world’s largest, use...	4.6/5	763 117 in last year

Showing top 3 of 134 Big Data Integration Platforms products

Best Cloud Migration Software

290 products9,523 reviews

See all 290 products

Rank	Products	Rating	Reviews
1	Salesforce Platform The Salesforce Platform helps IT and security teams innovate fast, deploy securely, and protect their data. With our development and security tools... The Salesforce Platform helps IT and security teams innovate fast, deploy securely, and protect their data. With our development and security tools...	4.5/5	4,632 1,353 in last year
2	Cloudiway Cloudiway is a comprehensive Software-as-a-Service (SaaS) platform designed to facilitate seamless cloud migrations and ensure enterprise... Cloudiway is a comprehensive Software-as-a-Service (SaaS) platform designed to facilitate seamless cloud migrations and ensure enterprise...	4.9/5	258 112 in last year
3	MigrationWiz All cloud migrations start with MigrationWiz, a fully automated, 100% SaaS migration solution that can be accessed at any time from anywhere. Sign... All cloud migrations start with MigrationWiz, a fully automated, 100% SaaS migration solution that can be accessed at any time from anywhere. Sign...	4.7/5	278 5 in last year

Showing top 3 of 290 Cloud Migration Software products

Best Embedded Integration Platforms

60 products5,715 reviews

See all 60 products

Rank	Products	Rating	Reviews
1	Zapier Zapier is the #1 workflow automation platform for businesses that want to grow faster by maximizing the efficiency of their teams, tools, and... Zapier is the #1 workflow automation platform for businesses that want to grow faster by maximizing the efficiency of their teams, tools, and...	4.5/5	2,088 670 in last year
2	Workato Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one... Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one...	4.7/5	800 168 in last year
3	Prismatic Prismatic is the AI-enabled embedded iPaaS for B2B SaaS companies, the foundation for product extensibility. It brings productized integrations,... Prismatic is the AI-enabled embedded iPaaS for B2B SaaS companies, the foundation for product extensibility. It brings productized integrations,...	4.8/5	280 73 in last year

Showing top 3 of 60 Embedded Integration Platforms products

Best Enterprise Service Bus (ESB) Software

52 products2,034 reviews

See all 52 products

Rank	Products	Rating	Reviews
1	MuleSoft Anypoint Platform MuleSoft Anypoint Platform is the industry-leading integration and governance solution designed to connect any application, API, and AI agent... MuleSoft Anypoint Platform is the industry-leading integration and governance solution designed to connect any application, API, and AI agent...	4.4/5	894 186 in last year
2	IBM App Connect IBM App Connect allows businesses to easily connect applications and build integration flows with no-code approach, a catalog of pre-built... IBM App Connect allows businesses to easily connect applications and build integration flows with no-code approach, a catalog of pre-built...	4.4/5	259 1 in last year
3	Amazon EventBridge Amazon EventBridge is a serverless event bus service that simplifies the creation of event-driven applications by facilitating seamless... Amazon EventBridge is a serverless event bus service that simplifies the creation of event-driven applications by facilitating seamless...	4.5/5	37 4 in last year

MuleSoft Anypoint Platform

IBM App Connect

Amazon EventBridge

See all 52 products

Showing top 3 of 52 Enterprise Service Bus (ESB) Software products

Best ETL Tools

281 products19,337 reviews

See all 281 products

Rank	Products	Rating	Reviews
1	Databricks Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian,... Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian,...	4.6/5	1,374 754 in last year
2	Celigo Celigo puts intelligent automation in the hands of every team, unifying workflows from the predictable to the fully agentic in a single platform... Celigo puts intelligent automation in the hands of every team, unifying workflows from the predictable to the fully agentic in a single platform...	4.6/5	1,102 506 in last year
3	Alteryx Alteryx is the agentic analytics and automation company that helps organizations turn complex data into trusted insights, decisions, and action.... Alteryx is the agentic analytics and automation company that helps organizations turn complex data into trusted insights, decisions, and action....	4.6/5	901 249 in last year

Showing top 3 of 281 ETL Tools products

Best iPaaS Software

356 products26,295 reviews

See all 356 products

Rank	Products	Rating	Reviews
1	Zapier Zapier is the #1 workflow automation platform for businesses that want to grow faster by maximizing the efficiency of their teams, tools, and... Zapier is the #1 workflow automation platform for businesses that want to grow faster by maximizing the efficiency of their teams, tools, and...	4.5/5	2,088 670 in last year
2	Celigo Celigo puts intelligent automation in the hands of every team, unifying workflows from the predictable to the fully agentic in a single platform... Celigo puts intelligent automation in the hands of every team, unifying workflows from the predictable to the fully agentic in a single platform...	4.6/5	1,102 506 in last year
3	Workato Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one... Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one...	4.7/5	800 168 in last year

Showing top 3 of 356 iPaaS Software products

Best Reverse ETL Software

47 products5,010 reviews

See all 47 products

Rank	Products	Rating	Reviews
1	Fivetran Fivetran is the data foundation for AI. One platform moves, manages, and transforms data from every application, database, event stream, and... Fivetran is the data foundation for AI. One platform moves, manages, and transforms data from every application, database, event stream, and...	4.3/5	844 68 in last year
2	Hightouch Hightouch is the leading data and Agentic Marketing Platform for modern marketing teams. Trusted by brands like Domino’s, Autotrader, cars.com,... Hightouch is the leading data and Agentic Marketing Platform for modern marketing teams. Trusted by brands like Domino’s, Autotrader, cars.com,...	4.6/5	416 37 in last year
3	Workato Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one... Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one...	4.7/5	800 168 in last year

Showing top 3 of 47 Reverse ETL Software products

Best Stream Analytics Software

77 products3,566 reviews

See all 77 products

Rank	Products	Rating	Reviews
1	Cribl Cribl is the AI Platform for Telemetry, giving organizations a flexible way to collect, process, route, store, search, and analyze the logs,... Cribl is the AI Platform for Telemetry, giving organizations a flexible way to collect, process, route, store, search, and analyze the logs,...	4.6/5	142 132 in last year
2	Kibana The Elastic Stack, commonly known as the ELK Stack, is a comprehensive suite of open-source tools designed for ingesting, storing, analyzing, and... The Elastic Stack, commonly known as the ELK Stack, is a comprehensive suite of open-source tools designed for ingesting, storing, analyzing, and...	4.5/5	108 14 in last year
3	HubSpot Data Hub Data Hub connects, cleanses, and automates customer data across the HubSpot CRM, providing operations teams with tools to maintain data quality,... Data Hub connects, cleanses, and automates customer data across the HubSpot CRM, providing operations teams with tools to maintain data quality,...	4.5/5	644 96 in last year

Showing top 3 of 77 Stream Analytics Software products

Frequently asked questions about Cloud Data Integration Software

Cloud Data Integration products are ranked within each type of cloud data integration software rather than against the whole category. Rankings use the G2 Score, an algorithm that calculates customer satisfaction and market presence based on reviews from our user community.

Satisfaction and market presence are calculated separately for each category a product appears in, so a product can rank differently in different categories. Products need enough recent reviews to be ranked, and reviews carry less weight as they age.

Get your product listed

Add your product to G2 and earn a quarterly report placement based purely on review data.

Algorithm-driven, fair rankings

Quarterly report inclusion

Free to claim your profile

Claim your product

Find the right tool

Compare cloud data integration software side by side using verified reviews, pricing, and integration data.

Compare any four products

Filter by company size

Read verified reviews

Compare software

Published: 2026-08-25