# Best Data Exchange Platforms

## How Many Data Exchange Platforms Products Does G2 Track?

**Total Products under this Category:** 77

### Category Stats (Aug 2026)

- **Average Rating:** 4.49/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Adeptia (+0.97%) - Among all products in this category, Adeptia recorded the largest rating increase compared to last month

_Last updated: August 06, 2026_

## How Does G2 Rank Data Exchange Platforms Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 7,900+ Authentic Reviews
- 77+ 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.

## G2 Grid® for Data Exchange Platforms
 ![G2 Grid® for Data Exchange Platforms plotting products by satisfaction and market presence](https://www.g2.com/categories/data-exchange-platforms/grids.png?focus%5B%5D=356&focus%5B%5D=1318225&focus%5B%5D=127301&focus%5B%5D=43479&focus%5B%5D=82788&focus%5B%5D=118822&focus%5B%5D=18664&focus%5B%5D=152248)

Highlighted products: Google Analytics, Google Analytics Hub, Snowflake Data Exchange, Crunchbase, Huwise, AWS Data Exchange, Adeptia, and Weld.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-exchange-platforms/grids.json?focus%5B%5D=google-analytics&focus%5B%5D=google-analytics-hub&focus%5B%5D=snowflake-data-exchange&focus%5B%5D=crunchbase&focus%5B%5D=huwise&focus%5B%5D=aws-data-exchange&focus%5B%5D=adeptia&focus%5B%5D=weld-weld)

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[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=2387&secure%5Bchosen_at%5D=2026-08-09T17%3A07%3A13Z&secure%5Bdisplayable_resource_id%5D=2383&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=1177329&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1177329&secure%5Bresource_id%5D=2387&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-exchange-platforms&secure%5Btoken%5D=d6d5555c7b309f2a940917cc4dcb7a86ef39b0e5e4765075f4b3b4d085eca507&secure%5Burl%5D=https%3A%2F%2Fheymarvin.com%2Flp%2Fmarvin-brand%3Futm_source%3Dg2%26utm_medium%3Dppc%26utm_campaign%3Dg2-clilcks&secure%5Burl_type%5D=book_demo)

### [Google Analytics](https://www.g2.com/products/google-analytics/reviews)

Improve the customer experience with digital analytics for your website or mobile app — for free. Google Analytics gives companies rich insights about their websites, their audiences and their digital marketing. Powerful, flexible and easy to use, Analytics helps savvy marketers find the messages and channels that earn them the best results. State-of-the-art conversion attribution and testing tools help companies large and small build better user experiences and maximize their digital strategy. Get user insights that only Google can give you. Understand your site and app users to better evaluate the performance of your content, products, and more. Whether your business is big or small, Google can help you see what’s working and fix what’s not. Let Google Analytics work for you. Learn more at google.com/analytics.

**Average Rating:** 4.5/5.0

**Total Reviews:** 6,584

#### How Do G2 Users Rate Google Analytics?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 8.9/10 (Category avg: 8.7/10)
- **Solution Integration:** 9.3/10 (Category avg: 8.8/10)
- **Data Transmission:** 9.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Google Analytics?

- **Seller:** [Google](https://www.g2.com/sellers/google)
- **Year Founded:** 1998
- **HQ Location:** Mountain View, CA
- **Twitter:** @google  
31,899,995 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website)  
341,888 employees on LinkedIn®
- **Ownership:** NASDAQ:GOOG

#### Who Uses This Product?

- **Who Uses This:** Owner, Founder
- **Top Industries:** Marketing and Advertising, Information Technology and Services
- **Company Size:** 60% Small, 29% Medium

#### What Do G2 Reviewers Say About Google Analytics?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **deep insights** provided by Google Analytics, enhancing their understanding of user behavior and traffic sources.
- Users find **deep insights** from Google Analytics invaluable for understanding user behavior and optimizing marketing strategies.
- Users appreciate the **ease of use** of Google Analytics, making data analysis accessible for beginners and professionals alike.
- Users value the **easy integrations** of Google Analytics, enhancing their performance analysis with various Google tools seamlessly.
- Users value the **powerful data analysis** capabilities of Google Analytics, enhancing their understanding of customer preferences and behavior.

##### Cons

- Users struggle with the **steep learning curve** of Google Analytics, finding the interface and reporting options complex and confusing.
- Users find the **complexity** of Google Analytics, particularly with GA4, daunting due to its steep learning curve.
- Users find the **learning difficulty** of Google Analytics challenging, citing complexities and a steep learning curve.
- Users find Google Analytics **not intuitive** , reporting can be complex and the learning curve is steep for newcomers.
- Users find the **learning curve to be incredibly steep** , making it challenging to fully utilize Google Analytics effectively.

#### What Are Recent G2 Reviews of Google Analytics?

**["Dependable, Fast Insights with Great Free Value"](https://www.g2.com/survey_responses/google-analytics-review-13138641)**

**Rating:** 4.5/5.0 stars

_— Muhammed A._

[Read full review](https://www.g2.com/survey_responses/google-analytics-review-13138641)

**["Google Analytics: The Backbone of Cross-Channel Client Reporting"](https://www.g2.com/survey_responses/google-analytics-review-13100357)**

**Rating:** 5.0/5.0 stars

_— Andrea S._

[Read full review](https://www.g2.com/survey_responses/google-analytics-review-13100357)

#### What Are G2 Users Discussing About Google Analytics?

- [How are marketers using Google Analytics to drive strategic decisions and optimize online presence?](https://www.g2.com/discussions/how-are-marketers-using-google-analytics-to-drive-strategic-decisions-and-optimize-online-presence) - 6 comments, 1 upvote
- [What is Google Analytics used for?](https://www.g2.com/discussions/what-is-google-analytics-used-for) - 6 comments, 1 upvote

### [Google Analytics Hub](https://www.g2.com/products/google-analytics-hub/reviews)

Analytics Hub Analytics Hub is a data exchange that allows you to efficiently and securely exchange data assets across organizations to address challenges of data reliability and cost. Curate a library of internal and external assets, including unique datasets like Google Trends, backed by the power of BigQuery.

**Average Rating:** 4.6/5.0

**Total Reviews:** 18

#### How Do G2 Users Rate Google Analytics Hub?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Data Transmission:** 10.0/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Google Analytics Hub?

- **Seller:** [Google](https://www.g2.com/sellers/google)
- **Year Founded:** 1998
- **HQ Location:** Mountain View, CA
- **Twitter:** @google  
31,899,995 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website)  
341,888 employees on LinkedIn®
- **Ownership:** NASDAQ:GOOG

#### Who Uses This Product?

- **Company Size:** 56% Small, 33% Medium

#### What Do G2 Reviewers Say About Google Analytics Hub?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **powerful insights** from Google Analytics Hub that enhance agility and data quality for decision-making.
- Users value the **powerful insights** Google Analytics Hub offers, enhancing their understanding of user behavior and engagement.
- Users appreciate the **easy customization of dashboards** in Google Analytics Hub, enhancing data visualization and insights.
- Users appreciate the **secure data sharing** capabilities of Google Analytics Hub, enhancing collaboration without transferring to other platforms.
- Users find Google Analytics Hub **user-friendly** , enjoying easy customization and dashboard creation for effective data monitoring.

##### Cons

- Users find the **complex setup** of Google Analytics Hub challenging, especially for advanced tracking and integrations.
- Users struggle with a **steep learning curve** , making it difficult for beginners to utilize Google Analytics Hub effectively.
- Users find the **complexity of setup** in Google Analytics Hub overwhelming, especially those lacking technical expertise.
- Users find the **pricing relatively high** for smaller businesses, making it less accessible for those on a budget.
- Users face **limited platform support** as Google Analytics Hub primarily operates on BigQuery, restricting accessibility for others.

#### What Are Recent G2 Reviews of Google Analytics Hub?

**["Flexible, Scalable, and Keeps Data Organized Across Any Digital Ecosystem"](https://www.g2.com/survey_responses/google-analytics-hub-review-12625039)**

**Rating:** 5.0/5.0 stars

_— Torones U._

[Read full review](https://www.g2.com/survey_responses/google-analytics-hub-review-12625039)

**["Google analytics hub provides wide range of data and analytics tools."](https://www.g2.com/survey_responses/google-analytics-hub-review-9095412)**

**Rating:** 4.5/5.0 stars

_— Bhushan B._

[Read full review](https://www.g2.com/survey_responses/google-analytics-hub-review-9095412)

### [Snowflake Data Exchange](https://www.g2.com/products/snowflake-data-exchange/reviews)

Snowflake Data Exchange securely shares private data across your organization and leverage public data sets from the Snowflake Data Marketplace to enrich your analytics with even deeper insights.

**Average Rating:** 4.3/5.0

**Total Reviews:** 21

#### How Do G2 Users Rate Snowflake Data Exchange?

- **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 7.7/10 (Category avg: 8.7/10)
- **Solution Integration:** 8.5/10 (Category avg: 8.8/10)
- **Data Transmission:** 8.8/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Snowflake Data Exchange?

- **Seller:** [Snowflake, Inc.](https://www.g2.com/sellers/snowflake-inc)
- **Year Founded:** 2012
- **HQ Location:** 135 Constitution Drive, Menlo Park CA
- **Twitter:** @SnowflakeDB  
278 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ad18ff73a9b8bb34dd1b98a6ba1c6be57f7364939ad352612ecc483aba05d2b2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsnowflake-computing%2F&secure%5Burl_type%5D=linkedin_company_website)  
11,308 employees on LinkedIn®
- **Ownership:** NYSE:SNOW

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 61% Large, 22% Medium

#### What Are Recent G2 Reviews of Snowflake Data Exchange?

**["Snowflake Data Exchange helped me collaborate easily with my colleagues."](https://www.g2.com/survey_responses/snowflake-data-exchange-review-7279785)**

**Rating:** 4.5/5.0 stars

_— Shreyas M._

[Read full review](https://www.g2.com/survey_responses/snowflake-data-exchange-review-7279785)

**["Great tool"](https://www.g2.com/survey_responses/snowflake-data-exchange-review-7146326)**

**Rating:** 4.0/5.0 stars

_— Shubham K._

[Read full review](https://www.g2.com/survey_responses/snowflake-data-exchange-review-7146326)

#### What Are G2 Users Discussing About Snowflake Data Exchange?

- [What is Snowflake Data Exchange used for?](https://www.g2.com/discussions/what-is-snowflake-data-exchange-used-for)

### [Crunchbase](https://www.g2.com/pt/products/crunchbase/reviews)

Crunchbase define inteligência preditiva para mercados privados. Transformamos nossos dados proprietários em previsões de empresas privadas que ajudam sua equipe a identificar oportunidades emergentes muito antes da concorrência. Com previsões sobre financiamento, crescimento, saídas e riscos baseadas em dados de primeira linha, você ganha a clareza para agir cedo e vencer.

**Average Rating:** 4.4/5.0

**Total Reviews:** 403

#### How Do G2 Users Rate Crunchbase?

- **the product tem sido um bom parceiro comercial?:** 8.7/10 (Category avg: 9.1/10)
- **Relatórios e visualização:** 8.0/10 (Category avg: 8.7/10)
- **Integração de Soluções:** 8.1/10 (Category avg: 8.8/10)
- **Transmissão de Dados:** 7.9/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Crunchbase?

- **Vendedor:** [Crunchbase](https://www.g2.com/pt/sellers/crunchbase)
- **Website da Empresa:** www.crunchbase.com
- **Ano de Fundação:** 2007
- **Localização da Sede:** San Francisco, CA
- **Twitter:** @crunchbase  
152,773 seguidores no Twitter
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b18233535adacaac98149e4b7e02a486d02331916af87ee5484ba5bf90321e3c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3557157%2F&secure%5Burl_type%5D=linkedin_company_website)  
245 funcionários no LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Fundador, Executivo de Contas
- **Top Industries:** Software de Computador, Tecnologia da Informação e Serviços
- **Company Size:** 56% Small, 28% Medium

#### What Do G2 Reviewers Say About Crunchbase?

_AI-generated summary from verified user reviews_

##### Pros

- Os usuários apreciam a **facilidade de uso** do Crunchbase, valorizando suas informações confiáveis e capacidades de pesquisa eficientes.
- Os usuários apreciam a **precisão dos dados** do Crunchbase, considerando-a essencial para pesquisa e planejamento em suas funções.
- Os usuários consideram o Crunchbase um **recurso incrível** para dados abrangentes que aprimoram o desenvolvimento de negócios e a pesquisa.
- Os usuários valorizam as **informações abrangentes** do Crunchbase, aprimorando a pesquisa e apoiando esforços eficazes de desenvolvimento de negócios.
- Os usuários consideram o Crunchbase um **recurso inestimável para informações de contato** que apoia esforços eficazes de desenvolvimento de negócios.

##### Cons

- Os usuários frequentemente encontram **informações ausentes** no Crunchbase, pois os perfis podem estar desatualizados ou faltar detalhes críticos.
- Os usuários observam **informações desatualizadas** nos perfis do Crunchbase, levando a problemas de consistência e validação de dados.
- Os usuários sentem que os **altos custos** do Crunchbase limitam o acesso a insights valiosos e recursos avançados para startups.
- Os usuários observam que os dados estão frequentemente **desatualizados** , carecendo de completude e atualizações oportunas, afetando a usabilidade geral.
- Os usuários acham que os **dados limitados** sobre empresas menores ou mais novas restringem sua capacidade de obter insights abrangentes.

#### What Are Recent G2 Reviews of Crunchbase?

**["Ferramenta Forte para Pesquisa de Empresas e Geração de Leads"](https://www.g2.com/pt/survey_responses/crunchbase-review-12859877)**

**Rating:** 5.0/5.0 stars

_— Yash M._

[Read full review](https://www.g2.com/pt/survey_responses/crunchbase-review-12859877)

**["Uma Potência em Pesquisa de Mercado com Insights de "Empresas Semelhantes" Destacados"](https://www.g2.com/pt/survey_responses/crunchbase-review-12786325)**

**Rating:** 5.0/5.0 stars

_— Hector G._

[Read full review](https://www.g2.com/pt/survey_responses/crunchbase-review-12786325)

#### What Are G2 Users Discussing About Crunchbase?

- [Para que serve o Crunchbase?](https://www.g2.com/pt/discussions/what-is-crunchbase-used-for) - 1 comment
- [What is crunchbase pro?](https://www.g2.com/pt/discussions/what-is-crunchbase-pro) - 1 comment
- [How much does crunchbase enterprise cost?](https://www.g2.com/pt/discussions/how-much-does-crunchbase-enterprise-cost) - 1 comment
- [Quanto custa o Crunchbase?](https://www.g2.com/pt/discussions/how-much-does-crunchbase-cost) - 2 comments
- [O Crunchbase é bom?](https://www.g2.com/pt/discussions/is-crunchbase-any-good) - 2 comments

### [Huwise](https://www.g2.com/pt/products/huwise/reviews)

Huwise é um marketplace de produtos de dados SaaS desenvolvido por uma empresa francesa sediada em Paris, com mais de 15 anos de experiência. Reconhecida como um dos principais players europeus em soluções de marketplace de dados por empresas de análise independentes, a Huwise impulsiona mais de 3.000 marketplaces de dados em 25 países. A plataforma é amplamente adotada em setores-chave, incluindo Bancos e Seguros, Utilidades e Energia, Transporte, Varejo, Manufatura e Governo Central e Local. Huwise é um marketplace líder de produtos de dados projetado para transformar dados brutos em produtos de dados prontos para IA e negócios. Ao contrário dos catálogos de dados tradicionais que se concentram principalmente na gestão de metadados e descoberta de dados, a Huwise impulsiona ativamente o uso de dados nas organizações, convertendo dados em produtos acionáveis. A plataforma é projetada para usuários de negócios, proprietários de produtos de dados, equipes de dados e agentes de IA, proporcionando uma experiência de autoatendimento, semelhante ao comércio eletrônico, que torna os dados mais acessíveis, compreensíveis e utilizáveis em toda a organização. Ao permitir acesso seguro, governado e escalável a produtos de dados confiáveis, a Huwise ajuda os Diretores de Dados (CDOs) e Diretores de Dados e IA (CDAIOs) a acelerar sua estratégia de governança de dados, aumentar a adoção de dados e maximizar o impacto dos dados e iniciativas de IA nos negócios. Voltada para organizações que buscam aprimorar sua utilização de dados, a Huwise se destaca das plataformas de dados convencionais, como data lakes e data warehouses na nuvem. Enquanto essas tecnologias se concentram principalmente em armazenar e processar grandes volumes de dados brutos, a Huwise opera no topo da pilha de dados para ativar e distribuir dados. Ela garante que os dados não sejam apenas compreensíveis, mas também governados e diretamente utilizáveis em toda a organização. Ao complementar as soluções de catálogo de dados existentes, a Huwise oferece uma camada de acesso voltada para os negócios que se integra a produtos de dados brutos, curados e certificados, aproveitando os metadados e estruturas de governança existentes. A plataforma é construída com base em princípios de produtos de dados, permitindo que as organizações publiquem e gerenciem produtos de dados confiáveis e prontos para uso. A Huwise facilita o acesso autoatendimento a dados sem a necessidade de expertise técnica, garantindo que a governança, segurança e rastreabilidade sejam mantidas em todo o uso de dados. Além disso, promove a adoção de dados por meio de colaboração, feedback e análises de uso, que são essenciais para impulsionar o engajamento e maximizar o valor dos dados dentro da organização. A Huwise acelera os casos de uso de IA e análises ao fornecer dados de alta qualidade e contextualizados que aprimoram os processos de tomada de decisão. A Huwise também desempenha um papel crucial nas arquiteturas de dados modernas ao suportar tanto a camada semântica quanto a camada de contexto emergente. A camada semântica padroniza definições de dados em termos amigáveis aos negócios, enquanto a camada de contexto enriquece essa base com inteligência de uso, linhagem, governança e interações reais de negócios. Essa abordagem de camada dupla permite que tanto humanos quanto IA interpretem e confiem nos dados com precisão, reduzindo os riscos associados à interpretação errônea ou viés. À medida que as organizações adotam cada vez mais a malha de dados, estratégias de produtos de dados e operações impulsionadas por IA, a Huwise oferece uma abordagem moderna para compartilhamento de dados dedicada a impulsionar o valor dos dados e melhorar o desempenho dos negócios. Ela oferece uma plataforma de marketplace de dados que não apenas organiza dados, mas também os ativa para entregar valor de negócios mensurável. Para empresas que visam maximizar o potencial de seu ecossistema de dados, a Huwise fornece uma camada interoperável e à prova de futuro que conecta armazenamento, governança e consumo, acelerando, em última análise, a adoção de dados e o sucesso da IA em escala.

**Average Rating:** 4.7/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate Huwise?

- **the product tem sido um bom parceiro comercial?:** 9.4/10 (Category avg: 9.1/10)
- **Relatórios e visualização:** 9.2/10 (Category avg: 8.7/10)
- **Integração de Soluções:** 8.9/10 (Category avg: 8.8/10)
- **Transmissão de Dados:** 9.8/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Huwise?

- **Vendedor:** [Huwise](https://www.g2.com/pt/sellers/huwise)
- **Website da Empresa:** www.huwise.com
- **Ano de Fundação:** 2011
- **Localização da Sede:** Paris, FR
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8460c5c02c36b9a0d47612ad7df95b0803b1c8ad797b40ca6c7e05889c73f075&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fopendatasoft&secure%5Burl_type%5D=linkedin_company_website)  
103 funcionários no LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Administração Pública
- **Company Size:** 64% Large, 36% Medium

#### What Do G2 Reviewers Say About Huwise?

_AI-generated summary from verified user reviews_

##### Pros

- Os usuários valorizam a **facilidade de uso** do Huwise, apreciando sua configuração intuitiva e suporte abrangente.
- Os usuários apreciam a **facilidade de criar interfaces visualmente atraentes** e o rápido processo de upload de dados no Huwise.
- Os usuários valorizam o **controle de acesso flexível** do Huwise, permitindo tanto acesso aberto quanto limitado sem esforço.
- Os usuários apreciam os **recursos de acessibilidade** do Huwise, permitindo o fácil upload de dados e criação de interface.
- Os usuários valorizam a **colaboração e comunicação eficazes** promovidas pela Huwise, melhorando a conectividade e a construção de comunidades.

##### Cons

- Os usuários enfrentam **complexidade na integração de dados** e limitações na codificação que dificultam visualizações eficazes.
- Os usuários enfrentam **limitações de dados** com o Huwise, lutando para utilizar múltiplos conjuntos de dados de forma eficaz em visualizações.
- Os usuários encontram **limitações de recursos** no Huwise, como a incapacidade de usar múltiplos conjuntos de dados em visualizações.
- Os usuários estão preocupados com o **alto custo** do Huwise devido ao aumento dos preços e modelos de preços complexos.
- Os usuários enfrentam **problemas de integração** com o Huwise, particularmente com a visualização de múltiplos conjuntos de dados e limitações de codificação.

#### What Are Recent G2 Reviews of Huwise?

**["Plataforma ideal para publicar e compartilhar dados facilmente"](https://www.g2.com/pt/survey_responses/huwise-review-11989276)**

**Rating:** 5.0/5.0 stars

_— Gilles C._

[Read full review](https://www.g2.com/pt/survey_responses/huwise-review-11989276)

**["Solução intuitiva e robusta, com ferramentas completas e suporte reativo"](https://www.g2.com/pt/survey_responses/huwise-review-12262570)**

**Rating:** 4.0/5.0 stars

_— Yann K._

[Read full review](https://www.g2.com/pt/survey_responses/huwise-review-12262570)

### [AWS Data Exchange](https://www.g2.com/products/aws-data-exchange/reviews)

AWS Data Exchange makes it easy to find, subscribe to, and use third-party data in the cloud.

**Average Rating:** 4.2/5.0

**Total Reviews:** 16

#### How Do G2 Users Rate AWS Data Exchange?

- **Has the product been a good partner in doing business?:** 6.1/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 6.3/10 (Category avg: 8.7/10)
- **Solution Integration:** 6.7/10 (Category avg: 8.8/10)
- **Data Transmission:** 8.0/10 (Category avg: 9.1/10)

#### Who Is the Company Behind AWS Data Exchange?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 44% Medium, 31% Large

#### What Are Recent G2 Reviews of AWS Data Exchange?

**["Simplifies Data Sharing with Seamless AWS Integration"](https://www.g2.com/survey_responses/aws-data-exchange-review-12714864)**

**Rating:** 4.5/5.0 stars

_— Karna V._

[Read full review](https://www.g2.com/survey_responses/aws-data-exchange-review-12714864)

**["Very helpful Data exchange tool"](https://www.g2.com/survey_responses/aws-data-exchange-review-6742664)**

**Rating:** 5.0/5.0 stars

_— Cindy A._

[Read full review](https://www.g2.com/survey_responses/aws-data-exchange-review-6742664)

#### What Are G2 Users Discussing About AWS Data Exchange?

- [What is elastic data exchange?](https://www.g2.com/discussions/aws-data-exchange-what-is-elastic-data-exchange)
- [What is elastic data exchange?](https://www.g2.com/discussions/what-is-elastic-data-exchange)
- [When was AWS Data Exchange launched?](https://www.g2.com/discussions/aws-data-exchange-when-was-aws-data-exchange-launched)
- [When was AWS Data Exchange launched?](https://www.g2.com/discussions/when-was-aws-data-exchange-launched)
- [What is a data exchange system?](https://www.g2.com/discussions/aws-data-exchange-what-is-a-data-exchange-system)

### [Adeptia](https://www.g2.com/products/adeptia/reviews)

Adeptia is the Intelligent ETL platform for the messy, first-mile data enterprises actually run on: partner, customer, and supplier onboarding, EDI, compliance workflows, and operational data exchange across systems, documents, and AI agents. Unlike traditional ETL built for warehouse pipelines, Adeptia is AI-native:. It understands what data means, not just field names. Someone describes the outcome, and Adeptia designs the integration in ~60 seconds; then proven, deterministic code runs it in production, no runtime surprises. It doesn't just flag errors; it captures how people fix them and progressively automates the repair. It's intelligent data automation for everyone who touches the data from developers, and business users, to AI agents. Through an open MCP interface, assistants like Claude build and run integrations on the platform directly. Grounded in 25 years of integration knowledge, with 100+ connectors across EDI, databases, SaaS, files, and APIs.

**Average Rating:** 4.3/5.0

**Total Reviews:** 19

#### How Do G2 Users Rate Adeptia?

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 7.2/10 (Category avg: 8.7/10)
- **Solution Integration:** 8.3/10 (Category avg: 8.8/10)
- **Data Transmission:** 8.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Adeptia?

- **Seller:** [Adeptia](https://www.g2.com/sellers/adeptia)
- **Company Website:** www.adeptia.com
- **Year Founded:** 2000
- **HQ Location:** Jupiter, FL
- **Twitter:** @adeptia  
1,410 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e162978fb2b6c14df6d543fc5b1efc2a225180fe22c108ab755e90f3332ff214&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F79129%2F&secure%5Burl_type%5D=linkedin_company_website)  
217 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 55% Large, 41% Medium

#### What Do G2 Reviewers Say About Adeptia?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **cost efficiency** of Adeptia, enabling quicker integrations and reducing reliance on developer resources.
- Users commend Adeptia's **timely customer support** , providing 24/7 assistance during production incidents for peace of mind.
- Users value the **ease of use** of Adeptia, enabling quick integrations without extensive technical skills.
- Users value the **easy integrations** of Adeptia, enabling quick setup and efficient workflows without heavy developer involvement.
- Users value the **efficiency** of Adeptia, enabling rapid integrations and reducing reliance on developer resources.

##### Cons

- Users often face **challenging error messages** in data mapping, complicating troubleshooting and causing confusion.
- Users experience difficulty with **mapping functionality inaccuracies** , leading to hard-to-troubleshoot errors in data transformation.
- Users often face **mapping functionality challenges** in Adeptia, encountering hard-to-troubleshoot errors during data transformation.
- Users face **troubleshooting difficulty** with mapping functionality, often encountering unclear errors that complicate data transformation.

#### What Are Recent G2 Reviews of Adeptia?

**["Highly Customizable Mappings and Process Flows, with Easy Logic Testing"](https://www.g2.com/survey_responses/adeptia-review-12597414)**

**Rating:** 5.0/5.0 stars

_— Verified User in Insurance_

[Read full review](https://www.g2.com/survey_responses/adeptia-review-12597414)

**["Orion Advisor Solutions Adeptia Review"](https://www.g2.com/survey_responses/adeptia-review-8827189)**

**Rating:** 4.5/5.0 stars

_— Cale H._

[Read full review](https://www.g2.com/survey_responses/adeptia-review-8827189)

#### What Are G2 Users Discussing About Adeptia?

- [What is Adeptia Connect used for?](https://www.g2.com/discussions/what-is-adeptia-connect-used-for) - 1 comment

### [Weld](https://www.g2.com/pt/products/weld-weld/reviews)

Weld oferece uma maneira ultra-rápida, segura e confiável de mover dados de todas as suas ferramentas, aplicativos e bancos de dados para data warehouses na nuvem, como Snowflake, BigQuery e Databricks. Implante pipelines de dados em minutos com conectores que se adaptam a mudanças de esquema, detectam duplicatas, se auto-recuperam em caso de falha e funcionam sem manutenção, para que sua equipe de dados possa se concentrar em insights, não em infraestrutura.

**Average Rating:** 4.8/5.0

**Total Reviews:** 107

#### How Do G2 Users Rate Weld?

- **the product tem sido um bom parceiro comercial?:** 9.7/10 (Category avg: 9.1/10)
- **Relatórios e visualização:** 7.4/10 (Category avg: 8.7/10)
- **Integração de Soluções:** 9.2/10 (Category avg: 8.8/10)
- **Transmissão de Dados:** 9.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Weld?

- **Vendedor:** [Weld](https://www.g2.com/pt/sellers/weld-733aad41-2e36-4f42-9349-7d847f41d873)
- **Website da Empresa:** weld.app
- **Ano de Fundação:** 2021
- **Localização da Sede:** Copenhagen, DK
- **Twitter:** @WeldHQ  
98 seguidores no Twitter
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a6272b5c7f8f7c73e833cab0b50e3a05a9867df8ee92624bf27ca6278a5ad213&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fweldhq%2F&secure%5Burl_type%5D=linkedin_company_website)  
91 funcionários no LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CEO
- **Top Industries:** Software de Computador, Varejo
- **Company Size:** 58% Small, 41% Medium

#### What Do G2 Reviewers Say About Weld?

_AI-generated summary from verified user reviews_

##### Pros

- Os usuários elogiam o **atendimento ao cliente excepcional** da Weld, resolvendo problemas rapidamente e melhorando a experiência geral.
- Os usuários apreciam a **facilidade de uso** do Weld, achando-o simples de implementar e integrar em seus fluxos de trabalho.
- Os usuários valorizam as **capacidades de automação** do Weld, melhorando significativamente a eficiência da integração e análise de dados.
- Os usuários elogiam o **suporte ao cliente excepcional** e a facilidade de configuração, melhorando significativamente sua experiência com o Weld.
- Os usuários acham a **facilidade de implementação** do Weld excepcional, permitindo uma configuração rápida e operações de BI simplificadas.

##### Cons

- Os usuários acham os **conectores limitados** no plano básico do Weld um tanto restritivos, embora atualizações estejam disponíveis para mais opções.
- Os usuários acham os **conectores limitados** no plano básico um pouco restritivos, apesar do catálogo em expansão.
- Os usuários acham as **integrações limitadas** do Weld um tanto frustrantes, especialmente com as restrições nos conectores no plano básico.
- Os usuários acham a **configuração complexa** desafiadora, especialmente ao depurar consultas intrincadas em seus processos de dados.
- Os usuários experimentam **problemas de conexão** ocasionais com o Weld, exigindo atenção para garantir uma extração de dados estável.

#### What Are Recent G2 Reviews of Weld?

**["Integração de Dados Sem Esforço com Weld"](https://www.g2.com/pt/survey_responses/weld-review-11123380)**

**Rating:** 5.0/5.0 stars

_— Shanil L._

[Read full review](https://www.g2.com/pt/survey_responses/weld-review-11123380)

**["ETL sem interrupções com Suporte Estelar"](https://www.g2.com/pt/survey_responses/weld-review-12858335)**

**Rating:** 5.0/5.0 stars

_— Edward S._

[Read full review](https://www.g2.com/pt/survey_responses/weld-review-12858335)

### [PartnerLinQ](https://www.g2.com/products/partnerlinq/reviews)

PartnerLinQ is a cloud-native supply chain visibility platform that delivers resilience through simplifying visibility and connectivity. PartnerLinQ’s Platform with Native Applications adds business context to traditional integrations, minimizing the impact of disruption. With capabilities for intelligent hyper-automation, multi-channel integration, and real-time analytics, PartnerLinQ seamlessly connects multi-tier supply chain networks, channels, marketplaces, and core systems worldwide to deliver unified connectivity for the future. PartnerLinQ’s Platform with Native Applications enables EDI, Non-EDI, and API-led enterprise wide integration capabilities, while enhancing visibility across the partner network through in-depth, analytics-based insights. The PartnerLinQ platform provides businesses a highly configurable and flexible approach with an easy to use interface, that eases partner onboarding, provides built-in alerts with a control center view of the enterprise network transactions, in a cost-efficient and scalable manner.

**Average Rating:** 4.6/5.0

**Total Reviews:** 79

#### How Do G2 Users Rate PartnerLinQ?

- **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 9.5/10 (Category avg: 8.7/10)
- **Solution Integration:** 9.4/10 (Category avg: 8.8/10)
- **Data Transmission:** 9.5/10 (Category avg: 9.1/10)

#### Who Is the Company Behind PartnerLinQ?

- **Seller:** [PartnerLInQ](https://www.g2.com/sellers/partnerlinq)
- **Year Founded:** 1998
- **HQ Location:** Cranbury, New Jersey
- **Twitter:** @PartnerlinQ  
43 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=34d5c4a16f8229c6f4cc3c808226f517c57d3675b3db799aae495adc55de25ff&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpartnerlinq-digital-supply-chain-solution%2Fmycompany%2F&secure%5Burl_type%5D=linkedin_company_website)  
66 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Automotive
- **Company Size:** 41% Medium, 34% Small

#### What Do G2 Reviewers Say About PartnerLinQ?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **unifying capabilities** of PartnerLinQ, enhancing digital business communication and e-commerce data exchange.
- Users value the **real-time access** of PartnerLinQ, facilitating efficient communication and informed decision-making in business.
- Users value the **unifying capabilities** of PartnerLinQ, enhancing seamless digital business communication across various platforms.
- Users value the **unifying EDI integration** of PartnerLinQ for streamlined digital business communication and e-commerce data exchange.
- Users benefit from **real-time data integration** in PartnerLinQ, empowering informed business decisions through advanced technology.

##### Cons

- Users feel that PartnerLinQ is **expensive** compared to similar software with the same functionalities and features.
- Users express frustration over the **lack of mobile support** for PartnerLinQ, especially with no iOS app available.
- Users are disappointed by the **lack of an iOS mobile application** for PartnerLinQ in various regions.
- Users complain about the lack of **iOS mobile compatibility** for PartnerLinQ, limiting access in some regions.
- Users are disappointed by the lack of **iOS mobile application** for PartnerLinQ in certain regions.

#### What Are Recent G2 Reviews of PartnerLinQ?

**["My All-in-One Tool for Supply Chain Mgmt"](https://www.g2.com/survey_responses/partnerlinq-review-7486772)**

**Rating:** 5.0/5.0 stars

_— Ammar S._

[Read full review](https://www.g2.com/survey_responses/partnerlinq-review-7486772)

**["Best SupplyChain Solution"](https://www.g2.com/survey_responses/partnerlinq-review-5442837)**

**Rating:** 4.0/5.0 stars

_— Verified User in Apparel & Fashion_

[Read full review](https://www.g2.com/survey_responses/partnerlinq-review-5442837)

#### What Are G2 Users Discussing About PartnerLinQ?

- [What is PartnerLinQ used for?](https://www.g2.com/discussions/what-is-partnerlinq-used-for)

### [Explorium](https://www.g2.com/pt/products/explorium/reviews)

Explorium é a principal camada de dados B2B para construir agentes GTM de alto desempenho. Nossa API e integrações MCP sem interrupções alimentam agentes com dados B2B premium, acelerando o desenvolvimento, aprimorando a inteligência contextual e melhorando o ROI. Com anos de experiência em dados B2B e acesso a mais de 50 fontes de dados, entregamos dados de nível empresarial através de opções de entrega flexíveis. Experimente gratuitamente em https://www.explorium.ai/sign-up/?utm\_source=g2&utm\_medium\_organic

**Average Rating:** 4.6/5.0

**Total Reviews:** 28

#### How Do G2 Users Rate Explorium?

- **the product tem sido um bom parceiro comercial?:** 10.0/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Explorium?

- **Vendedor:** [Explorium](https://www.g2.com/pt/sellers/explorium)
- **Localização da Sede:** San Mateo, California
- **Twitter:** @Explorium\_ai  
1,347 seguidores no Twitter
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a7fdb7d5579b3cea5a0ab9b7b767d7a438e7cb82cbbf4025824df89af668fdfa&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F18828451%2F&secure%5Burl_type%5D=linkedin_company_website)  
89 funcionários no LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Serviços Financeiros, Gestão Educacional
- **Company Size:** 57% Small, 39% Medium

#### What Are Recent G2 Reviews of Explorium?

**["Enriquecimento de Dados Transformador & Integração Sem Costura"](https://www.g2.com/pt/survey_responses/explorium-review-12561656)**

**Rating:** 5.0/5.0 stars

_— Akash S._

[Read full review](https://www.g2.com/pt/survey_responses/explorium-review-12561656)

**["Excelente Qualidade de Dados!"](https://www.g2.com/pt/survey_responses/explorium-review-12634333)**

**Rating:** 5.0/5.0 stars

_— Jacob S._

[Read full review](https://www.g2.com/pt/survey_responses/explorium-review-12634333)

#### What Are G2 Users Discussing About Explorium?

- [Para que é usado o Explorium?](https://www.g2.com/pt/discussions/what-is-explorium-used-for)

### [Dromo](https://www.g2.com/pt/products/dromo/reviews)

A Dromo oferece soluções inovadoras de importação de dados projetadas especificamente para simplificar e otimizar o processo de integração de dados de planilhas de clientes. Nossa equipe dedicada, composta por especialistas em produto, dados e experiência do cliente, está comprometida em fornecer às empresas uma plataforma robusta e intuitiva. Desde startups em rápido crescimento até empresas de médio porte bem estabelecidas, empresas de vários tamanhos confiam na Dromo para lidar com suas necessidades críticas de importação de dados de forma eficiente e precisa. No seu núcleo, a Dromo oferece funcionalidades poderosas projetadas para enfrentar desafios comuns de importação de dados. A validação automática de dados garante que os dados atendam a padrões predefinidos antes da integração, reduzindo significativamente erros e o tempo de revisão manual. Suas capacidades intuitivas de detecção de erros fornecem feedback claro e insights acionáveis, permitindo que os usuários identifiquem e corrijam problemas rapidamente sem exigir amplo conhecimento técnico ou intervenção de engenharia. Além disso, a Dromo oferece modelos de importação personalizáveis, permitindo que as empresas mantenham um formato de dados consistente e simplifiquem o processo de integração. Ferramentas de transformação de dados integradas melhoram ainda mais a qualidade dos dados, limpando e ajustando automaticamente os dados conforme necessário para atender aos requisitos do sistema. A interface centrada no usuário da Dromo permite que as equipes de sucesso do cliente, operações de produto e gerenciamento de dados gerenciem de forma independente até mesmo importações complexas, reduzindo substancialmente a dependência de recursos de engenharia ocupados. Ao automatizar tarefas repetitivas tradicionalmente associadas à importação de dados e eliminar a solução de problemas manuais extensiva, a Dromo capacita as equipes a trabalharem de forma mais produtiva e estratégica. As empresas que usam a Dromo experimentam uma integração de clientes significativamente acelerada, prazos de implementação reduzidos e maior precisão de dados, tudo isso levando a uma maior satisfação do cliente e eficiência operacional. Em última análise, a Dromo transforma um processo tipicamente complicado em uma experiência suave e confiável. As empresas que aproveitam a Dromo são capazes de redirecionar sua atenção e recursos para o crescimento, inovação e iniciativas estratégicas, em vez de serem sobrecarregadas por desafios de importação de dados. Com um compromisso com a melhoria contínua e a inovação centrada no cliente, a Dromo está dedicada a ajudar as empresas a alcançarem o sucesso a longo prazo por meio de soluções de integração de dados mais inteligentes e simples.

**Average Rating:** 4.9/5.0

**Total Reviews:** 19

#### How Do G2 Users Rate Dromo?

- **the product tem sido um bom parceiro comercial?:** 10.0/10 (Category avg: 9.1/10)
- **Relatórios e visualização:** 10.0/10 (Category avg: 8.7/10)
- **Integração de Soluções:** 10.0/10 (Category avg: 8.8/10)
- **Transmissão de Dados:** 10.0/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Dromo?

- **Vendedor:** [Dromo](https://www.g2.com/pt/sellers/dromo)
- **Ano de Fundação:** 2021
- **Localização da Sede:** San Francisco, US
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=946093d699b55401e4598be9645aff98eddfd8f544191e346dfb866eddd0867c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdromoio%2F&secure%5Burl_type%5D=linkedin_company_website)  
7 funcionários no LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Software de Computador
- **Company Size:** 53% Small, 42% Medium

#### What Are Recent G2 Reviews of Dromo?

**["Suporte ao cliente incrível, produto confiável e os melhores preços"](https://www.g2.com/pt/survey_responses/dromo-review-9708235)**

**Rating:** 5.0/5.0 stars

_— Ayush S._

[Read full review](https://www.g2.com/pt/survey_responses/dromo-review-9708235)

**["Continua melhorando"](https://www.g2.com/pt/survey_responses/dromo-review-8856350)**

**Rating:** 5.0/5.0 stars

_— Danny H._

[Read full review](https://www.g2.com/pt/survey_responses/dromo-review-8856350)

#### What Are G2 Users Discussing About Dromo?

- [What is Dromo used for?](https://www.g2.com/pt/discussions/what-is-dromo-used-for)

### [Datarade](https://www.g2.com/products/datarade/reviews)

We make data commerce easy. If you're looking for data, Datarade Marketplace allows you to get free samples, compare providers, and buy products across 600+ data categories. If you're a DaaS company, the Data Commerce Cloud™ (DCC) ensures you tap into global data demand by listing your products across sales channels.

**Average Rating:** 4.5/5.0

**Total Reviews:** 19

#### How Do G2 Users Rate Datarade?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 9.4/10 (Category avg: 8.7/10)
- **Solution Integration:** 8.9/10 (Category avg: 8.8/10)
- **Data Transmission:** 8.9/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Datarade?

- **Seller:** [Datarade](https://www.g2.com/sellers/datarade)
- **Year Founded:** 2018
- **HQ Location:** Berlin, Germany
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=974798439c92ee24e79e706523db32ac8a0557ee53a74b6fce7b82758b517477&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F18583824&secure%5Burl_type%5D=linkedin_company_website)  
7 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Small, 19% Large

#### What Are Recent G2 Reviews of Datarade?

**["easy-to-use data marketplace"](https://www.g2.com/survey_responses/datarade-review-7420057)**

**Rating:** 5.0/5.0 stars

_— Adel G._

[Read full review](https://www.g2.com/survey_responses/datarade-review-7420057)

**["Effortlessly Best Data Aggregator"](https://www.g2.com/survey_responses/datarade-review-7362270)**

**Rating:** 5.0/5.0 stars

_— Anurag K._

[Read full review](https://www.g2.com/survey_responses/datarade-review-7362270)

### [Ingestro](https://www.g2.com/pt/products/ingestro/reviews)

A Ingestro oferece soluções de importação de dados com tecnologia de IA, projetadas para ajudar empresas de software a transformar dados imprevisíveis em impulso acionável—mais rapidamente e com mais segurança do que nunca. De CSV e Excel a XML e outros formatos de arquivo, a Ingestro simplifica as importações de dados aproveitando a IA para mapear, validar e limpar dados de clientes com velocidade e qualidade incomparáveis. A Ingestro fornece a infraestrutura de dados que as empresas SaaS precisam—desde o onboarding de autoatendimento através do Ingestro Data Importer SDK incorporável até fluxos de trabalho de importação totalmente automatizados alimentados por Ingestro Data Pipelines. Com segurança de nível empresarial, implantação flexível e inteligência orientada por IA, a Ingestro economiza tempo e recursos das equipes de produto, engenharia e CS, enquanto os clientes desbloqueiam valor mais cedo.

**Average Rating:** 4.7/5.0

**Total Reviews:** 24

#### How Do G2 Users Rate Ingestro?

- **the product tem sido um bom parceiro comercial?:** 9.5/10 (Category avg: 9.1/10)
- **Relatórios e visualização:** 8.3/10 (Category avg: 8.7/10)
- **Integração de Soluções:** 8.9/10 (Category avg: 8.8/10)
- **Transmissão de Dados:** 8.9/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Ingestro?

- **Vendedor:** [Ingestro](https://www.g2.com/pt/sellers/ingestro)
- **Ano de Fundação:** 2022
- **Localização da Sede:** Hamburg, Hamburg
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3371bbfb6b144679adce3c732aa849dd9f42200e977bfcb84402d1e01969cb98&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fingestro%2F&secure%5Burl_type%5D=linkedin_company_website)  
27 funcionários no LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Software de Computador
- **Company Size:** 71% Small, 17% Medium

#### What Are Recent G2 Reviews of Ingestro?

**["Ótima ferramenta para importar dados"](https://www.g2.com/pt/survey_responses/ingestro-review-10051268)**

**Rating:** 5.0/5.0 stars

_— Usuário Verificado em Software de Computador_

[Read full review](https://www.g2.com/pt/survey_responses/ingestro-review-10051268)

**["Melhor ferramenta para migração de dados"](https://www.g2.com/pt/survey_responses/ingestro-review-8040787)**

**Rating:** 4.5/5.0 stars

_— Renu S._

[Read full review](https://www.g2.com/pt/survey_responses/ingestro-review-8040787)

### [dataimporter](https://www.g2.com/products/dataimporter/reviews)

Dataimporter is a Data loading, and Integration Platform for Salesforce.

**Average Rating:** 4.5/5.0

**Total Reviews:** 17

#### How Do G2 Users Rate dataimporter?

- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 9.4/10 (Category avg: 8.7/10)
- **Solution Integration:** 9.5/10 (Category avg: 8.8/10)
- **Data Transmission:** 9.5/10 (Category avg: 9.1/10)

#### Who Is the Company Behind dataimporter?

- **Seller:** [Dataimporter](https://www.g2.com/sellers/dataimporter)
- **Year Founded:** 2021
- **HQ Location:** Auckland, NZ
- **Twitter:** @samhoult  
495 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=58d12ac696b1c3030fc592987a27009a91caf2996895813054adb3be16d9fe7a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F80312567&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 53% Medium, 35% Small

#### What Do G2 Reviewers Say About dataimporter?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **time-saving Dropbox integration** with dataimporter, streamlining their report-making process effectively.
- Users appreciate the **seamless integrations** of dataimporter, simplifying workflows and enhancing productivity with tools like Dropbox and Salesforce.
- Users value the **efficient reporting capabilities** of Dataimporter, streamlining data integration and simplifying processes.
- Users value the **time-saving integration** of Dropbox with dataimporter, streamlining report-making and enhancing productivity.

##### Cons

- Users dislike the **lack of group reporting** , as all reports are cluttered in a single list.
- Users are frustrated by the **lack of report grouping features** , leading to a cluttered and unorganized interface.

#### What Are Recent G2 Reviews of dataimporter?

**["This Makes Importing fun again!"](https://www.g2.com/survey_responses/dataimporter-review-7709128)**

**Rating:** 5.0/5.0 stars

_— Ismael R._

[Read full review](https://www.g2.com/survey_responses/dataimporter-review-7709128)

**["Seamless Data Handling Solution"](https://www.g2.com/survey_responses/dataimporter-review-8301744)**

**Rating:** 4.5/5.0 stars

_— Chinmay B._

[Read full review](https://www.g2.com/survey_responses/dataimporter-review-8301744)

### [OneSchema](https://www.g2.com/products/oneschema/reviews)

OneSchema provides AI agents for data operations that automate data prep, driving efficiency and improving client project margins. By standardizing raw client files to your RFIs, OneSchema helps teams reach insights and deliver results faster.

**Average Rating:** 4.6/5.0

**Total Reviews:** 47

#### How Do G2 Users Rate OneSchema?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 8.0/10 (Category avg: 8.7/10)
- **Solution Integration:** 8.7/10 (Category avg: 8.8/10)
- **Data Transmission:** 8.6/10 (Category avg: 9.1/10)

#### Who Is the Company Behind OneSchema?

- **Seller:** [OneSchema](https://www.g2.com/sellers/oneschema)
- **Year Founded:** 2021
- **HQ Location:** San Francisco, California
- **Twitter:** @oneschema\_co  
218 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b0e54924b21e123b7d3316e698cb1237c373294f7505156e33a1535329f23886&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Foneschema&secure%5Burl_type%5D=linkedin_company_website)  
18 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 50% Small, 44% Medium

#### What Do G2 Reviewers Say About OneSchema?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **responsive community support** of OneSchema, as they quickly resolve issues and answer questions effectively.
- Users appreciate the **quick and effective customer support** of OneSchema, resolving issues promptly and efficiently.
- Users value the **customization options** in OneSchema, enabling intuitive and tailored importers for their needs.
- Users appreciate the **ease of use** of OneSchema, finding it intuitive and responsive to their needs.
- Users value the **responsive support** from OneSchema, ensuring quick resolutions and confidence in their product usage.

##### Cons

- Users desire enhanced **customization options** for OneSchema, seeking greater flexibility in the importer and UX improvements.
- Users seek enhanced customization and **better UX in interface design** to improve data transformation efficiency.
- Users seek **improved UX** in OneSchema, emphasizing the need for better customization and data transformation options.
- Users desire **enhanced UX improvements** in OneSchema for better customization and streamlined data transformations.

#### What Are Recent G2 Reviews of OneSchema?

**["Quality product with fast support"](https://www.g2.com/survey_responses/oneschema-review-10258401)**

**Rating:** 4.5/5.0 stars

_— Nep P._

[Read full review](https://www.g2.com/survey_responses/oneschema-review-10258401)

**["Very intuitive developer experience and stellar UI for users."](https://www.g2.com/survey_responses/oneschema-review-8413749)**

**Rating:** 4.5/5.0 stars

_— Anton N._

[Read full review](https://www.g2.com/survey_responses/oneschema-review-8413749)

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[Browse Data Exchange Platforms Themes](/categories/data-exchange-platforms/themes)

 ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi")
SJ

Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)

Updated October 3, 2024

Data Exchange platforms allow businesses to transmit and procure or enrich data without its inherent meaning being altered during acquisition. Data is transmitted in such a way to be easily consumed by a receiving system(s), many times normalizing the data outright. These exchanges often feature data-as-a-service capabilities as a key component, where industry, market, source, or subject matter data can be acquired en masse to fuel data-driven insights and [market intelligence](https://g2.com/categories/market-intelligence). While product, marketing, and business strategy teams can utilize the data acquired through these solutions for planning and driving initiatives, the data can also be used to fuel [machine learning](https://g2.com/categories/machine-learning) training and development. A variety of data solutions can work in conjunction with data exchanges, including [data management platforms (DMPs)](https://g2.com/categories/data-management-platform-dmp), [data mapping software](https://g2.com/categories/data-mapping) (when moving acquired data into storage), and [data visualization software](https://g2.com/categories/data-visualization) for converting data to readable dashboards and graphics.

To qualify for inclusion in the Data Exchange category, a product must:

- Transmit data without altering the data’s inherent meaning
- Normalize transmitted data for easier consumption by the receiving system
- Facilitate market, industry, source, or subject matter data-as-a-service acquisition
- Integrate with other data-oriented solutions

Show More

### Data Exchange Platforms Topics

- [What are Data Exchange Platforms?](#what-are-data-exchange-platforms)
- [What are the Common Features of Data Exchange Platforms?](#what-are-the-common-features-of-data-exchange-platforms)
- [What are the Benefits of Data Exchange Platforms?](#what-are-the-benefits-of-data-exchange-platforms)
- [Who Uses Data Exchange Platforms?](#who-uses-data-exchange-platforms)
- [Challenges with Data Exchange Platforms](#challenges-with-data-exchange-platforms)
- [How to Buy Data Exchange Platforms](#how-to-buy-data-exchange-platforms)

[
### Data Exchange Platforms Topics
Expand/Collapse ](#)
- [What are Data Exchange Platforms?](#what-are-data-exchange-platforms)
- [What are the Common Features of Data Exchange Platforms?](#what-are-the-common-features-of-data-exchange-platforms)
- [What are the Benefits of Data Exchange Platforms?](#what-are-the-benefits-of-data-exchange-platforms)
- [Who Uses Data Exchange Platforms?](#who-uses-data-exchange-platforms)
- [Challenges with Data Exchange Platforms](#challenges-with-data-exchange-platforms)
- [How to Buy Data Exchange Platforms](#how-to-buy-data-exchange-platforms)

## Learn More About Data Exchange Platforms

### What are Data Exchange Platforms?

Data acquirers and providers need a secure environment to share or transfer data, and data exchange platforms does just that. Data exchange platforms help with secure data transfer from source to destination. The tool also helps share datasets in a way where the meaning attached to the data does not change. Data exchange platforms enable the transfer of large files and datasets between organizations, trading partners, or departments of the same organization. The most common data formats are CSV, XML, and GML. 

Data exchange software help keep records of the data being shared, thus helping meet the organization's compliance requirements. These tools can also diverge and analyze data in one place. Some data exchange platforms today also provide real-time data transfer.

### What are the Common Features of Data Exchange Platforms?

Data exchange platforms come with various features. The following are some core features that can help users obtain valuable data and further derive business insights:

**Data normalization:** This feature helps generate clean data. Generating clean data is done by organizing the data to appear similar across all records without changing its meaning while transferring. Normalization of data helps in eliminating any redundancy and ensures logical data storage and further exchange of data. 

**Data-as-a-service:** Data-as-a-service is an essential part of the data ecosystem. Data-as-a-service helps deliver data storage and processing or analytics services over a network. The data is made available to relevant stakeholders in a cost-effective manner. Organizations with large amounts of data benefit from this feature. 

**Data management:** One of the essential features of data exchange software is data management, which is collecting, organizing, storing, and protecting data. The management process begins with data acquisition. Acquiring data in the control center helps continue with the subsequent processes. Data conversion is the next step after acquisition. The raw data is converted into information for further processing. Following this, the well-processed data meets its objectives via data analysis.

**Dynamic data exchange:** This feature is a messaging protocol that allows data transfer. It enables applications to share data that use different formats. Applications are updated as soon as new data is available. Remote data exchange platforms use dynamic data exchange, and they provide notifications to restart systems after configuration. This feature can be used once or multiple times to exchange data.

**Data exchange automation:** Modern data exchange platforms have an automation feature to reduce the time taken for various data lifecycle tasks. Automation saves time in processing data. 

### What are the Benefits of Data Exchange Platforms?

Data exchange platforms provide access to data points from multiple sources. This proves beneficial to many data trading partners in various ways: 

**Collaborate across teams:** Given the secured sharing of datasets, various departments, and teams can collaborate seamlessly by breaking data silos. Data exchange tools also help organizations collaborate with external stakeholders like customers, suppliers, and partners.

**Gain accurate insights:** Dynamic data exchange helps organizations gain better insights and clarity while planning business strategies. Using data from this software can help businesses create in-depth profiles of their customers. 

**Implement data governance:** Data exchange platforms help meet the organization's compliance requirements. These platforms help keep records of shared information and investigate in case of discrepancies. These tools help with data management across the organization, thus keeping the data ecosystem in good health.

**Simplify buying and selling data:** Data exchange systems have made sharing datasets between different organizations feasible. They optimize the data-sharing process by making it easier to purchase data from the suppliers at once. These tools act as software-as-a-service (SaaS) platforms, bringing together data suppliers and providers on a single platform.

### Who Uses Data Exchange Platforms?

Data exchange is essential for agencies, publishers, and project managers. High-quality data can help various stakeholders in many different ways.

**Marketing agencies:** Data exchange platforms help marketing agencies learn more about their target customers by gaining a view of all their target audiences across every device. This software allows agencies to understand what customers like and want. This can help in planning effective marketing campaigns.

**Publishers:** Publishers use data exchange solutions to optimize their campaigns. These platforms provide high-quality data. By obtaining better insights into on-site visitors, publishers can get a better click-through rate (CTR). Data exchange platforms help them create the right content and target the right audience on the right platform. 

**Project managers:** Using data exchange tools, project managers can collaborate with their colleagues better and thus work well on project management. Required teams getting access to this data can ensure better results. There could be requirements for project-specific data integration, which this software can help with. Gaining access to data sources on data exchange platforms, project managers can create insightful data visualizations using visualization tools.

**IT support managers:** IT support managers look after the software users and their training needs. They are involved in studying and analyzing the software, which will further help them train the team.

### Challenges with Data Exchange Platforms

Data exchange platforms deal with massive datasets while sharing. Data could also come in varied formats such as XML, GML, and CSV. Any of the following challenges can arise when using the software:

**Need for a strong compliance strategy:** It isn’t easy to synchronize data management systems without a solid compliance policy and strategy. It could lose track of what data is being shared and with whom. It is essential to have a firm data management framework to enable operations and data engineering teams to apply effective data access controls.

**Lack of an optimal number of buyers and providers:** It is challenging for data exchange platforms to gain traction. Data suppliers hesitate to list their business where there is a lack of consumers and vice versa. Major cloud platforms that can run data exchange software help the systems gain data buyers and suppliers. Once acquired, sending an email notification for subscription request updates is essential to help retain the suppliers and the users.

**Need for data integration:** Data exchange tools focus on sharing data between suppliers and users or consumers. Often, the data consumers have to integrate this data into their internal data management systems. Data exchange software must validate clean and high-quality data in a readable format to aid this data integration. Data validation is an important step in bringing consistency to the data. 

### How to Buy Data Exchange Platforms

#### Requirements Gathering (RFI/RFP) for Data Exchange Platforms

Data exchange tools come with various features that cater to diverse business needs. It is essential to understand the exact requirements before looking for the right software. If the business needs only data transfer, data exchange software with secured data exchange can help. However, a data marketplace is a good option when an organization seeks to obtain data from many suppliers at once. RFP/RFIs can help the buyer understand the pricing plans, agreement guidelines, and product features. 

#### Compare Data Exchange Products

**Create a long list**

The buying procedure begins with creating a long list of all the potential vendors of the software. The organization can evaluate based on the price, features, customer services, and support. The company can analyze the list further by considerating the product’s position in the competitive market. 

**Create a short list**

After a thorough analysis of the requirements and which vendors fit the bill, the second step is to shortlist the data exchange software vendors that match the organization’s needs, thus creating a short list.

**Conduct demos**

Demos are an ideal way of understanding the product's functions and features. Both the buyer and vendor can measure the degree of alignment between product performance expectations and reality. There must be an IT professional involved to understand the installation or configuration of the software. This is also where the organization can get product quotes from the vendor.

#### Selection of Data Exchange Platforms

**Choose a selection team**

A team that will converse with vendors can include a marketing manager who will be the business user of the data exchange solutions, along with an IT professional to handle discussions about installation and support. A technical professional like a product manager who can better understand the software and gauge user experience should also be part of the team.

**Negotiation**

The negotiation can take place depending on the price quoted by the vendor. The buyer can negotiate based on the organization's budget and the required features.

**Final decision**

The final decision can be based on the information collected and the agreed-upon terms and conditions between the vendor and the buyer.