# Top Free Big Data Integration Platforms ## How Many Big Data Integration Platforms Products Does G2 Track? **Total Products under this Category:** 129 ### Category Stats (Jul 2026) - **Average Rating:** 4.52/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** Control-M (+0.39%) - Among all products in this category, Control-M recorded the largest rating increase compared to last month _Last updated: July 22, 2026_ ## How Does G2 Rank Big Data Integration Platforms Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 9,500+ Authentic Reviews - 129+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. [ Google Cloud BigQuery ](https://www.g2.com/products/google-cloud-bigquery/reviews) By [Google](https://www.g2.com/sellers/google) [ 4.5/5(1,223) ](https://www.g2.com/products/google-cloud-bigquery/reviews) What do users say? Users consistently praise the fast performance and serverless architecture of Google Cloud BigQuery, which allows for efficient handling of large datasets without the need for infrastructure managemen Pros and Cons [ Ease of Use (129) ](https://www.g2.com/products/google-cloud-bigquery/reviews?qs=pros-and-cons)[ Expensive (112) ](https://www.g2.com/products/google-cloud-bigquery/reviews?qs=pros-and-cons) [ Alteryx ](https://www.g2.com/products/alteryx/reviews) By [Alteryx](https://www.g2.com/sellers/alteryx) [ 4.6/5(880) ](https://www.g2.com/products/alteryx/reviews) What do users say? Users consistently praise the intuitive drag-and-drop interface of Alteryx, which simplifies complex data preparation and automation tasks, allowing for significant time savings. The platform's abilit Pros and Cons [ Ease of Use (333) ](https://www.g2.com/products/alteryx/reviews?qs=pros-and-cons)[ Expensive (88) ](https://www.g2.com/products/alteryx/reviews?qs=pros-and-cons) [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) [ Snowflake ](https://www.g2.com/products/snowflake/reviews) By [Snowflake, Inc.](https://www.g2.com/sellers/snowflake-inc) [ 4.5/5(759) ](https://www.g2.com/products/snowflake/reviews) What do users say? Users consistently praise Snowflake for its ease of use and scalability, allowing teams to manage large datasets without heavy infrastructure. The platform's separation of compute and storage enhances Pros and Cons [ Ease of Use (183) ](https://www.g2.com/products/snowflake/reviews?qs=pros-and-cons)[ Expensive (91) ](https://www.g2.com/products/snowflake/reviews?qs=pros-and-cons) [ Workato ](https://www.g2.com/products/workato/reviews) By [Workato](https://www.g2.com/sellers/workato) [ 4.7/5(778) ](https://www.g2.com/products/workato/reviews) What do users say? Users consistently praise the ease of use and intuitive interface of Workato, which allows both technical and non-technical users to create complex automations effortlessly. The platform's extensive l Pros and Cons [ Ease of Use (240) ](https://www.g2.com/products/workato/reviews?qs=pros-and-cons)[ Complexity (70) ](https://www.g2.com/products/workato/reviews?qs=pros-and-cons) [ Amazon Redshift ](https://www.g2.com/products/amazon-redshift/reviews) By [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) [ 4.3/5(404) ](https://www.g2.com/products/amazon-redshift/reviews) What do users say? Users consistently praise the scalability and performance of Amazon Redshift, noting its ability to handle large datasets efficiently and integrate seamlessly with other AWS services. Many appreciate Pros and Cons [ Fast Querying (5) ](https://www.g2.com/products/amazon-redshift/reviews?qs=pros-and-cons)[ Feature Limitations (4) ](https://www.g2.com/products/amazon-redshift/reviews?qs=pros-and-cons) [ 5X ](https://www.g2.com/products/5x/reviews) By [5X](https://www.g2.com/sellers/5x) [ 4.9/5(81) ](https://www.g2.com/products/5x/reviews) What do users say? Users consistently praise the platform for its ease of use and exceptional support, which streamline data management and integration processes. Many appreciate how it consolidates various data tools i Pros and Cons [ Ease of Use (20) ](https://www.g2.com/products/5x/reviews?qs=pros-and-cons)[ Steep Learning Curve (5) ](https://www.g2.com/products/5x/reviews?qs=pros-and-cons) [ Astro by Astronomer ](https://www.g2.com/products/astro-by-astronomer/reviews) By [Astronomer](https://www.g2.com/sellers/astronomer) [ 4.5/5(136) ](https://www.g2.com/products/astro-by-astronomer/reviews) What do users say? Users consistently praise the product for its ease of use and excellent support, highlighting how it simplifies Airflow management and allows teams to focus on building data pipelines rather than infr Pros and Cons [ Ease of Use (25) ](https://www.g2.com/products/astro-by-astronomer/reviews?qs=pros-and-cons)[ Expensive (8) ](https://www.g2.com/products/astro-by-astronomer/reviews?qs=pros-and-cons) [ IBM webMethods B2B ](https://www.g2.com/products/ibm-webmethods-b2b/reviews) By [IBM](https://www.g2.com/sellers/ibm) [ 4.5/5(57) ](https://www.g2.com/products/ibm-webmethods-b2b/reviews) What do users say? Users consistently praise the product for its ease of use and strong security features, which facilitate seamless integration and data exchange between business partners. The platform's ability to aut Pros and Cons [ Ease of Use (16) ](https://www.g2.com/products/ibm-webmethods-b2b/reviews?qs=pros-and-cons)[ Complexity (10) ](https://www.g2.com/products/ibm-webmethods-b2b/reviews?qs=pros-and-cons) [ dbt ](https://www.g2.com/products/dbt/reviews) By [dbt Labs](https://www.g2.com/sellers/dbt-labs) [ 4.7/5(209) ](https://www.g2.com/products/dbt/reviews) What do users say? Users consistently praise ease of use and seamless integration with various data platforms, highlighting how dbt simplifies data transformation processes and enhances collaboration among teams. The to Pros and Cons [ Ease of Use (34) ](https://www.g2.com/products/dbt/reviews?qs=pros-and-cons)[ Limited Functionality (13) ](https://www.g2.com/products/dbt/reviews?qs=pros-and-cons) [ IBM StreamSets ](https://www.g2.com/products/ibm-streamsets/reviews) By [IBM](https://www.g2.com/sellers/ibm) [ 4/5(117) ](https://www.g2.com/products/ibm-streamsets/reviews) What do users say? Users consistently praise the user-friendly interface and drag-and-drop functionality of IBM StreamSets, which simplifies the creation and management of data pipelines. The platform's ability to handl Pros and Cons [ Ease of Use (30) ](https://www.g2.com/products/ibm-streamsets/reviews?qs=pros-and-cons)[ Learning Curve (13) ](https://www.g2.com/products/ibm-streamsets/reviews?qs=pros-and-cons) [ Skyvia ](https://www.g2.com/products/skyvia/reviews) By [Devart](https://www.g2.com/sellers/devart) [ 4.8/5(328) ](https://www.g2.com/products/skyvia/reviews) What do users say? Users consistently praise the ease of use and reliable automation of Skyvia, highlighting how quickly they can set up data integrations without needing extensive technical knowledge. The no-code inter Pros and Cons [ Ease of Use (46) ](https://www.g2.com/products/skyvia/reviews?qs=pros-and-cons)[ Information Deficiency (8) ](https://www.g2.com/products/skyvia/reviews?qs=pros-and-cons) [ Adverity ](https://www.g2.com/products/adverity/reviews) By [Adverity GmbH](https://www.g2.com/sellers/adverity-gmbh) [ 4.4/5(322) ](https://www.g2.com/products/adverity/reviews) What do users say? Users consistently praise Adverity for its ease of use and extensive connector options, which simplify the integration of multiple data sources into a single platform. The intuitive interface and powe Pros and Cons [ Ease of Use (16) ](https://www.g2.com/products/adverity/reviews?qs=pros-and-cons)[ Time-Consuming (7) ](https://www.g2.com/products/adverity/reviews?qs=pros-and-cons) [ ILUM ](https://www.g2.com/products/ilum-ilum/reviews) By [Ilum](https://www.g2.com/sellers/ilum) [ 4.9/5(23) ](https://www.g2.com/products/ilum-ilum/reviews) What do users say? Users consistently praise ILUM for its ease of integration and flexibility, allowing seamless operation across on-premise and cloud environments. The platform simplifies complex data management tasks, Pros and Cons [ Ease of Use (17) ](https://www.g2.com/products/ilum-ilum/reviews?qs=pros-and-cons)[ Complex Setup (9) ](https://www.g2.com/products/ilum-ilum/reviews?qs=pros-and-cons) [ AWS Glue ](https://www.g2.com/products/aws-glue/reviews) By [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) [ 4.3/5(202) ](https://www.g2.com/products/aws-glue/reviews) What do users say? Users consistently praise AWS Glue for its ease of use and seamless integration with other AWS services, making data management and ETL processes straightforward. The serverless architecture and autom Pros and Cons [ Ease of Use (6) ](https://www.g2.com/products/aws-glue/reviews?qs=pros-and-cons)[ Slow Performance (3) ](https://www.g2.com/products/aws-glue/reviews?qs=pros-and-cons) [ Coefficient ](https://www.g2.com/products/coefficient/reviews) By [Coefficient](https://www.g2.com/sellers/coefficient) [ 4.7/5(195) ](https://www.g2.com/products/coefficient/reviews) What do users say? Users consistently praise the ease of use and seamless integration with various data sources, particularly Salesforce and Google Sheets. The product simplifies data management and automates workflows, Pros and Cons [ Ease of Use (111) ](https://www.g2.com/products/coefficient/reviews?qs=pros-and-cons)[ Feature Limitations (33) ](https://www.g2.com/products/coefficient/reviews?qs=pros-and-cons) [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. 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