# Beste Datenaustauschplattformen

## How Many Datenaustauschplattformen 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:** G2 Data Solutions (+0.21%) - Among all products in this category, G2 Data Solutions recorded the largest rating increase compared to last month

_Last updated: August 11, 2026_

## How Does G2 Rank Datenaustauschplattformen Products?

**Warum Sie den Software-Rankings von G2 vertrauen können:**

- 30 Analysten und Datenexperten
- 7,900+ Authentische Bewertungen
- 77+ Produkte
- Unvoreingenommene Rankings

Die Software-Rankings von G2 basieren auf verifizierten Benutzerbewertungen, strenger Moderation und einer konsistenten Forschungsmethodik, die von einem Team von Analysten und Datenexperten gepflegt wird. Jedes Produkt wird nach denselben transparenten Kriterien gemessen, ohne bezahlte Platzierung oder Einflussnahme durch Anbieter. Während Bewertungen reale Benutzererfahrungen widerspiegeln, die subjektiv sein können, bieten sie wertvolle Einblicke, wie Software in den Händen von Fachleuten funktioniert. Zusammen bilden diese Eingaben den G2 Score, eine standardisierte Methode, um Tools innerhalb jeder Kategorie zu vergleichen.

## G2 Grid® for Datenaustauschplattformen
 ![G2 Grid® for Datenaustauschplattformen plotting products by satisfaction and market presence](https://www.g2.com/de/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, und Weld.

Underlying data: [Grid® JSON](https://www.g2.com/de/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)

**Sponsored**

### Accessible Web RAMP

Accessible Web RAMP ist eine umfassende digitale Barrierefreiheitslösung, die Organisationen dabei hilft, die Einhaltung verschiedener Barrierefreiheitsstandards zu erreichen und ihre Website für alle zugänglich zu machen. Accessible Web bietet Lösungen für große Agenturen und Fortune-500-Unternehmen sowie für einzelne Websites mit einem einzigen Eigentümer. Es stellt Organisationen aller Größen die notwendigen Werkzeuge und Ressourcen zur Verfügung, um eine inklusive digitale Umgebung für alle Menschen zu schaffen, unabhängig von ihren Fähigkeiten. Folgen Sie den Compliance-Roadmaps, einschließlich des Americans with Disabilities Act (ADA), des European Accessibility Act (EAA), des Accessibility for Ontarians with Disabilities Act (AODA) und Section 508 des Rehabilitation Act. Accessible Web RAMP beschleunigt nicht nur die Barrierefreiheitskonformität, sondern lehrt die Benutzer auch, wie sie Barrierefreiheit in ihre täglichen Praktiken integrieren können. Empfohlene Maßnahmen und integrierte Anweisungen zur Behebung helfen Webentwicklern, ihr Wissen über Barrierefreiheit zu erweitern, während sie gleichzeitig einfach genug sind, um von Anfängern befolgt zu werden. Zu den Hauptmerkmalen von Accessible Web RAMP gehört die kontinuierliche Überwachung der Web Content Accessibility Guidelines (WCAG), die es Organisationen ermöglicht, ihren Barrierefreiheitsstatus in Echtzeit aktuell zu halten. Darüber hinaus erleichtert die Einbeziehung effizienter manueller Prüfwerkzeuge, wie einer integrierten WCAG-Prüfliste und einer benutzerfreundlichen Chrome-Browsererweiterung, schnelle Bewertungen und Anpassungen, um die fortlaufende Konformität sicherzustellen. RAMP Pro und Pro+ erhalten geführtes Onboarding, regelmäßige Check-ins und dedizierte Barrierefreiheitsunterstützung. Accessible Web bietet auch professionelle Prüfungsdienste, rechtliche Unterstützung und Bildungsprogramme an. Dienstleistungen, die darauf ausgelegt sind, Organisationen bei der Navigation durch die Komplexität der Barrierefreiheitsgesetzgebung zu unterstützen und Best Practices in ihre digitalen Strategien zu integrieren, von automatischem Scannen bis hin zu langfristiger Bildung.

[Website besuchen](https://www.g2.com/de/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=2026-08-15T10%3A11%3A28Z&secure%5Bdisplayable_resource_id%5D=2693&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=135137&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=135137&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%2Fde%2Fcategories%2Fdata-exchange-platforms&secure%5Btoken%5D=68495104fda89fdce7481dfcc63148625b485ad99f9ed564c94f08abd30358bc&secure%5Burl%5D=https%3A%2F%2Faccessibleweb.com%2F&secure%5Burl_type%5D=custom_url)

### [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:** 6,585

#### 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?

**["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)

**["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)

#### 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?

**["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)

**["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)

#### 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/products/crunchbase/reviews)

Crunchbase defines predictive intelligence for private markets. We turn our proprietary data into private company forecasts that help your team spot emerging opportunities long before the competition. With predictions on funding, growth, exits, and risk grounded in best-in-class data, you gain the clarity to move early and win.

**Average Rating:** 4.4/5.0

**Total Reviews:** 403

#### How Do G2 Users Rate Crunchbase?

- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 8.0/10 (Category avg: 8.7/10)
- **Solution Integration:** 8.1/10 (Category avg: 8.8/10)
- **Data Transmission:** 7.9/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Crunchbase?

- **Seller:** [Crunchbase](https://www.g2.com/sellers/crunchbase)
- **Company Website:** www.crunchbase.com
- **Year Founded:** 2007
- **HQ Location:** San Francisco, CA
- **Twitter:** @crunchbase  
152,773 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/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 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Founder, Account Executive
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 56% Small, 28% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users enjoy the **ease of use** of Crunchbase, appreciating its reliable information and efficient research capabilities.
- Users appreciate the **data accuracy** of Crunchbase, finding it essential for research and planning in their roles.
- Users find Crunchbase to be an **incredible resource** for comprehensive data that enhances business development and research.
- Users value the **comprehensive information** from Crunchbase, enhancing research and supporting effective business development efforts.
- Users find Crunchbase to be an **invaluable resource for contact information** that supports effective business development efforts.

##### Cons

- Users often find **missing information** on Crunchbase, as profiles can be outdated or lack critical details.
- Users note **outdated information** in Crunchbase profiles, leading to issues with data consistency and validation.
- Users feel that Crunchbase's **high costs** limit access to valuable insights and advanced features for startups.
- Users note that the data is often **outdated** , lacking completeness and timely updates, affecting overall usability.
- Users find the **limited data** on smaller or newer companies restricts their ability to gain comprehensive insights.

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

**["Strong Tool for Company Research and Lead Generation"](https://www.g2.com/survey_responses/crunchbase-review-12859877)**

**Rating:** 5.0/5.0 stars

_— Yash M._

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

**["A Market Research Powerhouse with Standout “Similar Companies” Insights"](https://www.g2.com/survey_responses/crunchbase-review-12786325)**

**Rating:** 5.0/5.0 stars

_— Hector G._

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

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

- [What is Crunchbase used for?](https://www.g2.com/discussions/what-is-crunchbase-used-for) - 1 comment
- [What is crunchbase pro?](https://www.g2.com/discussions/what-is-crunchbase-pro) - 1 comment
- [How much does crunchbase enterprise cost?](https://www.g2.com/discussions/how-much-does-crunchbase-enterprise-cost) - 1 comment
- [How much does crunchbase cost?](https://www.g2.com/discussions/how-much-does-crunchbase-cost) - 2 comments
- [Is crunchbase any good?](https://www.g2.com/discussions/is-crunchbase-any-good) - 2 comments

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

Huwise is a SaaS data product marketplace developed by a French company based in Paris, with over 15 years of experience. Recognized as a leading European player in data marketplace solutions by independent analyst firms, Huwise powers more than 3,000 data marketplaces across 25 countries. The platform is widely adopted across key industries including Banking & Insurance, Utilities and Energy, Transportation, Retail, Manufacturing and Central & Local Government. Huwise is a leading data product marketplace designed to transform raw data into AI-ready, business-ready data products. Unlike traditional data catalogs that primarily focus on metadata management and data discovery, Huwise actively drives data usage across organizations by converting data into actionable products. The platform is designed for business users, data product owners, data teams, and AI agents, providing a self-service, e-commerce-like experience that makes data more accessible, understandable, and usable across the organization. By enabling secure, governed, and scalable access to trusted data products, Huwise helps Chief Data Officers (CDOs) and Chief Data & AI Officers (CDAIOs) accelerate their data governance strategy, increase data adoption, and maximize the business impact of data and AI initiatives. Targeted at organizations seeking to enhance their data utilization, Huwise stands apart from conventional data platforms such as data lakes and cloud data warehouses. While these technologies are primarily focused on storing and processing large volumes of raw data, Huwise operates on top of the data stack to activate and distribute data. It ensures that data is not only understandable but also governed and directly usable throughout the organization. By complementing existing data catalog solutions, Huwise offers a business-facing access layer that integrates with raw, curated and certified data products, leveraging existing metadata and governance frameworks. The platform is built on data product principles, enabling organizations to publish and manage trusted, ready-to-use data products. Huwise facilitates self-service access to data without the need for technical expertise, ensuring that governance, security, and traceability are maintained across all data usage. Furthermore, it promotes data adoption through collaboration, feedback, and usage analytics, which are essential for driving engagement and maximizing the value of data within the organization. Huwise accelerates AI and analytics use cases by providing high-quality, contextualized data that enhances decision-making processes. Huwise also plays a crucial role in modern data architectures by supporting both the semantic layer and the emerging context layer. The semantic layer standardizes data definitions into business-friendly terms, while the context layer enriches this foundation with usage intelligence, lineage, governance, and real business interactions. This dual-layer approach enables both humans and AI to interpret and trust data accurately, reducing risks associated with misinterpretation or bias. As organizations increasingly adopt data mesh, data product strategies, and AI-driven operations, Huwise offers a modern approach for data sharing that is dedicated to drive data value and enhance business performance. It offers a data marketplace platform that not only organizes data but also activates it to deliver measurable business value. For companies aiming to maximize the potential of their data ecosystem, Huwise provides a future-proof, interoperable layer that bridges storage, governance, and consumption, ultimately accelerating data adoption and AI success at scale.

**Average Rating:** 4.7/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate Huwise?

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 9.2/10 (Category avg: 8.7/10)
- **Solution Integration:** 8.9/10 (Category avg: 8.8/10)
- **Data Transmission:** 9.8/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Huwise?

- **Seller:** [Huwise](https://www.g2.com/sellers/huwise)
- **Company Website:** www.huwise.com
- **Year Founded:** 2011
- **HQ Location:** Paris, FR
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/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 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Government Administration
- **Company Size:** 64% Large, 36% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Huwise, appreciating its intuitive setup and comprehensive support.
- Users appreciate the **ease of creating visually appealing interfaces** and the quick data uploading process in Huwise.
- Users value the **flexible access control** of Huwise, enabling both open and limited access effortlessly.
- Users appreciate the **accessibility features** of Huwise, allowing for easy data upload and interface creation.
- Users value the **effective collaboration and communication** fostered by Huwise, enhancing connectivity and community building.

##### Cons

- Users face **complexity in data integration** and limitations in coding that hinder effective visualizations.
- Users face **data limitations** with Huwise, struggling to utilize multiple datasets effectively in visualizations.
- Users find **feature limitations** in Huwise, such as inability to use multiple datasets in visualizations.
- Users are concerned about the **high cost** of Huwise due to rising prices and complex pricing models.
- Users face **integration issues** with Huwise, particularly with visualizing multiple datasets and coding limitations.

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

**["Intuitive and robust solution, with comprehensive tools and responsive support"](https://www.g2.com/survey_responses/huwise-review-12262570)**

**Rating:** 4.0/5.0 stars

_— Yann K._

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

**["Ideal platform for publishing and sharing data easily"](https://www.g2.com/survey_responses/huwise-review-11989276)**

**Rating:** 5.0/5.0 stars

_— Gilles C._

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

### [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?

**["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)

**["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)

#### 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?

**["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)

**["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)

#### 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/products/weld-weld/reviews)

Weld delivers an ultra-fast, secure, and reliable way to move data from all your tools, applications, and databases into cloud data warehouses, such as Snowflake, BigQuery, and Databricks. Deploy data pipelines in minutes with connectors that adapt to schema changes, detect duplicates, self-heal on failure, and run without maintenance, so your data team can focus on insights, not infrastructure.

**Average Rating:** 4.8/5.0

**Total Reviews:** 107

#### How Do G2 Users Rate Weld?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 7.4/10 (Category avg: 8.7/10)
- **Solution Integration:** 9.2/10 (Category avg: 8.8/10)
- **Data Transmission:** 9.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Weld?

- **Seller:** [Weld](https://www.g2.com/sellers/weld-733aad41-2e36-4f42-9349-7d847f41d873)
- **Company Website:** weld.app
- **Year Founded:** 2021
- **HQ Location:** Copenhagen, DK
- **Twitter:** @WeldHQ  
98 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/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 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CEO
- **Top Industries:** Retail, Computer Software
- **Company Size:** 58% Small, 41% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users rave about the **exceptional customer support** at Weld, resolving issues quickly and enhancing overall experience.
- Users appreciate the **ease of use** with Weld, finding it simple to implement and integrate into their workflows.
- Users value the **automation capabilities** of Weld, significantly enhancing data integration and analysis efficiency.
- Users praise the **exceptional customer support** and ease of setup, significantly enhancing their experience with Weld.
- Users find the **implementation ease** of Weld exceptional, allowing for quick setup and streamlined BI operations.

##### Cons

- Users find the **limited connectors** in Weld's basic plan somewhat restrictive, though upgrades are available for more options.
- Users find the **limited connectors** in the basic plan a bit restrictive despite the expanding catalogue.
- Users find Weld's **limited integrations** somewhat frustrating, especially with the restrictions on connectors in the basic plan.
- Users find the **complex setup** challenging, especially when debugging intricate queries in their data processes.
- Users experience occasional **connection issues** with Weld, requiring attention to ensure stable data extraction.

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

**["Effortless Data Integration with Weld"](https://www.g2.com/survey_responses/weld-review-11123380)**

**Rating:** 5.0/5.0 stars

_— Shanil L._

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

**["Seamless ETL with Stellar Support"](https://www.g2.com/survey_responses/weld-review-12858335)**

**Rating:** 5.0/5.0 stars

_— Edward S._

[Read full review](https://www.g2.com/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/products/explorium/reviews)

Explorium is the leading B2B data layer for building high-performance GTM agents. Our seamless API and MCP integrations power agents with premium B2B data, accelerating development, enhancing contextual intelligence, and improving ROI. Backed by years of expertise in B2B data and access to more than 50 data sources, we deliver enterprise-grade data through flexible delivery options. Try it for free at 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?

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

#### Who Is the Company Behind Explorium?

- **Seller:** [Explorium](https://www.g2.com/sellers/explorium)
- **HQ Location:** San Mateo, California
- **Twitter:** @Explorium\_ai  
1,347 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/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 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Financial Services, Education Management
- **Company Size:** 57% Small, 39% Medium

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

**["Transformative Data Enrichment & Seamless Integration"](https://www.g2.com/survey_responses/explorium-review-12561656)**

**Rating:** 5.0/5.0 stars

_— Akash S._

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

**["Excellent Data Quality!"](https://www.g2.com/survey_responses/explorium-review-12634333)**

**Rating:** 5.0/5.0 stars

_— Jacob S._

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

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

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

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

Dromo delivers innovative data importing solutions designed specifically to simplify and optimize the process of onboarding customer spreadsheet data. Our dedicated team, made up of product, data, and customer experience specialists, is committed to providing businesses with a robust, intuitive platform. From rapidly growing startups to well-established mid-market enterprises, companies of various sizes trust Dromo to handle their critical data import needs efficiently and accurately. At its core, Dromo offers powerful functionalities designed to tackle common data import challenges. Automatic data validation ensures that data meets predefined standards before integration, significantly reducing errors and manual review time. Its intuitive error detection capabilities provide clear feedback and actionable insights, allowing users to swiftly identify and correct issues without requiring extensive technical knowledge or engineering intervention. Additionally, Dromo provides customizable import templates, enabling businesses to maintain consistent data formatting and streamline the onboarding process. Built-in data transformation tools further enhance data quality, automatically cleaning and adjusting data as needed to match system requirements. Dromo’s user-centric interface allows customer success, product operations, and data management teams to independently manage even complex imports, substantially reducing the reliance on busy engineering resources. By automating repetitive tasks traditionally associated with data importing and eliminating extensive manual troubleshooting, Dromo empowers teams to work more productively and strategically. Businesses using Dromo experience significantly accelerated customer onboarding, shortened implementation timelines, and improved data accuracy, all of which lead to greater customer satisfaction and operational efficiency. Ultimately, Dromo transforms a typically cumbersome process into a smooth and reliable experience. Companies leveraging Dromo are able to redirect their attention and resources toward growth, innovation, and strategic initiatives rather than getting bogged down by data import challenges. With a commitment to continuous improvement and customer-centric innovation, Dromo is dedicated to helping businesses achieve long-term success through smarter, simpler data onboarding solutions.

**Average Rating:** 4.9/5.0

**Total Reviews:** 19

#### How Do G2 Users Rate Dromo?

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

#### Who Is the Company Behind Dromo?

- **Seller:** [Dromo](https://www.g2.com/sellers/dromo)
- **Year Founded:** 2021
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/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 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["Amazing customer support, reliable product and the best pricing"](https://www.g2.com/survey_responses/dromo-review-9708235)**

**Rating:** 5.0/5.0 stars

_— Ayush S._

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

**["Keeps getting better"](https://www.g2.com/survey_responses/dromo-review-8856350)**

**Rating:** 5.0/5.0 stars

_— Danny H._

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

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

- [What is Dromo used for?](https://www.g2.com/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/products/ingestro/reviews)

Ingestro provides AI-powered data import solutions designed to help software companies turn unpredictable data into actionable momentum—more quickly and securely than ever. From CSV and Excel to XML and other file formats, Ingestro streamlines data imports by leveraging AI to map, validate, and clean customer data with unmatched speed and quality. Ingestro delivers the data infrastructure SaaS companies need—from self-serve onboarding through the embeddable Ingestro Data Importer SDK to fully automated import workflows powered by Ingestro Data Pipelines. With enterprise-grade security, flexible deployment, and AI-driven intelligence, Ingestro saves product, engineering, and CS teams time and resources, while customers unlock value sooner.

**Average Rating:** 4.7/5.0

**Total Reviews:** 24

#### How Do G2 Users Rate Ingestro?

- **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 9.1/10)
- **Reporting and Visualization:** 8.3/10 (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 Ingestro?

- **Seller:** [Ingestro](https://www.g2.com/sellers/ingestro)
- **Year Founded:** 2022
- **HQ Location:** Hamburg, Hamburg
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/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 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["Great tool for importing data"](https://www.g2.com/survey_responses/ingestro-review-10051268)**

**Rating:** 5.0/5.0 stars

_— Verified User in Computer Software_

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

**["Best Tool For Data Migration"](https://www.g2.com/survey_responses/ingestro-review-8040787)**

**Rating:** 4.5/5.0 stars

_— Renu S._

[Read full review](https://www.g2.com/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?

**["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)

**["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)

### [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?

**["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)

**["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)

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[Browse Datenaustauschplattformen Themes](/de/categories/data-exchange-platforms/themes)

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

Von [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi) recherchiert und verfasst

Updated October 3, 2024

Daten-Austauschplattformen ermöglichen es Unternehmen, Daten zu übertragen und zu beschaffen oder anzureichern, ohne dass deren inhärente Bedeutung während der Erfassung verändert wird. Daten werden so übertragen, dass sie von einem empfangenden System leicht konsumiert werden können, oft wird die Daten direkt normalisiert. Diese Austauschplattformen bieten häufig Data-as-a-Service-Funktionen als Schlüsselkomponente, bei denen Daten aus der Industrie, dem Markt, der Quelle oder dem Fachgebiet in großen Mengen erworben werden können, um datengesteuerte Erkenntnisse und [Marktintelligenz](https://g2.com/categories/market-intelligence) zu fördern. Während Produkt-, Marketing- und Geschäftsstrategieteams die durch diese Lösungen erworbenen Daten für die Planung und Durchführung von Initiativen nutzen können, können die Daten auch zur Förderung von [Machine-Learning](https://g2.com/categories/machine-learning)-Training und -Entwicklung verwendet werden. Eine Vielzahl von Datenlösungen kann in Verbindung mit Datenaustauschplattformen arbeiten, einschließlich [Datenmanagement-Plattformen (DMPs)](https://g2.com/categories/data-management-platform-dmp), [Daten-Mapping-Software](https://g2.com/categories/data-mapping) (beim Verschieben erworbener Daten in den Speicher) und [Datenvisualisierungssoftware](https://g2.com/categories/data-visualization) zur Umwandlung von Daten in lesbare Dashboards und Grafiken.

Um in die Kategorie Datenaustausch aufgenommen zu werden, muss ein Produkt:

- Daten übertragen, ohne die inhärente Bedeutung der Daten zu verändern
- Übertragene Daten normalisieren, um den Empfang durch das System zu erleichtern
- Den Erwerb von Markt-, Industrie-, Quellen- oder Fachgebiets-Daten-as-a-Service erleichtern
- Mit anderen datenorientierten Lösungen integrieren

Show More

### Datenaustauschplattformen Themen

- [Was sind Datenplattformen?](#was-sind-datenplattformen)
- [Was sind die häufigsten Merkmale von Datenplattformen?](#was-sind-die-haufigsten-merkmale-von-datenplattformen)
- [Was sind die Vorteile von Datenplattformen?](#was-sind-die-vorteile-von-datenplattformen)
- [Wer nutzt Datenplattformen?](#wer-nutzt-datenplattformen)
- [Herausforderungen mit Datenplattformen](#herausforderungen-mit-datenplattformen)
- [Wie kauft man Datenplattformen?](#wie-kauft-man-datenplattformen)

[
### Datenaustauschplattformen Themen
 Erweitern/Einklappen ](#)
- [Was sind Datenplattformen?](#was-sind-datenplattformen)
- [Was sind die häufigsten Merkmale von Datenplattformen?](#was-sind-die-haufigsten-merkmale-von-datenplattformen)
- [Was sind die Vorteile von Datenplattformen?](#was-sind-die-vorteile-von-datenplattformen)
- [Wer nutzt Datenplattformen?](#wer-nutzt-datenplattformen)
- [Herausforderungen mit Datenplattformen](#herausforderungen-mit-datenplattformen)
- [Wie kauft man Datenplattformen?](#wie-kauft-man-datenplattformen)

## Mehr über Datenaustauschplattformen erfahren

### Was sind Datenplattformen?
 

Datenkäufer und -anbieter benötigen eine sichere Umgebung, um Daten zu teilen oder zu übertragen, und genau das bieten Datenplattformen. Datenplattformen helfen bei der sicheren Datenübertragung von der Quelle zum Ziel. Das Tool hilft auch dabei, Datensätze so zu teilen, dass die Bedeutung der Daten nicht verändert wird. Datenplattformen ermöglichen die Übertragung großer Dateien und Datensätze zwischen Organisationen, Handelspartnern oder Abteilungen derselben Organisation. Die gebräuchlichsten Datenformate sind CSV, XML und GML.

 

Datenplattformen helfen dabei, Aufzeichnungen über die geteilten Daten zu führen, was den Organisationen hilft, die Compliance-Anforderungen zu erfüllen. Diese Tools können auch Daten an einem Ort zusammenführen und analysieren. Einige Datenplattformen bieten heute auch Echtzeit-Datenübertragung an.

 

### Was sind die häufigsten Merkmale von Datenplattformen?
 

Datenplattformen verfügen über verschiedene Funktionen. Die folgenden sind einige Kernfunktionen, die Benutzern helfen können, wertvolle Daten zu erhalten und daraus Geschäftseinblicke zu gewinnen:

 

**Daten-Normalisierung:** Diese Funktion hilft, saubere Daten zu erzeugen. Saubere Daten werden durch die Organisation der Daten erzeugt, sodass sie in allen Datensätzen ähnlich erscheinen, ohne ihre Bedeutung beim Transfer zu ändern. Die Normalisierung von Daten hilft, Redundanzen zu beseitigen und sorgt für eine logische Datenspeicherung und den weiteren Austausch von Daten.

 

**Data-as-a-Service:** Data-as-a-Service ist ein wesentlicher Bestandteil des Datenökosystems. Data-as-a-Service hilft, Datenspeicher- und Verarbeitungs- oder Analysedienste über ein Netzwerk bereitzustellen. Die Daten werden relevanten Stakeholdern auf kosteneffiziente Weise zur Verfügung gestellt. Organisationen mit großen Datenmengen profitieren von dieser Funktion.

 

**Datenmanagement:** Eine der wesentlichen Funktionen von Datenplattformen ist das Datenmanagement, das Sammeln, Organisieren, Speichern und Schützen von Daten. Der Managementprozess beginnt mit der Datenerfassung. Die Erfassung von Daten im Kontrollzentrum hilft, mit den nachfolgenden Prozessen fortzufahren. Die Datenkonvertierung ist der nächste Schritt nach der Erfassung. Die Rohdaten werden in Informationen umgewandelt, um weiterverarbeitet zu werden. Danach erfüllen die gut verarbeiteten Daten ihre Ziele durch Datenanalyse.

 

**Dynamischer Datenaustausch:** Diese Funktion ist ein Nachrichtenprotokoll, das den Datentransfer ermöglicht. Es ermöglicht Anwendungen, Daten zu teilen, die unterschiedliche Formate verwenden. Anwendungen werden aktualisiert, sobald neue Daten verfügbar sind. Remote-Datenplattformen verwenden dynamischen Datenaustausch und bieten Benachrichtigungen, um Systeme nach der Konfiguration neu zu starten. Diese Funktion kann einmalig oder mehrfach zum Datenaustausch verwendet werden.

 

**Automatisierung des Datenaustauschs:** Moderne Datenplattformen verfügen über eine Automatisierungsfunktion, um die Zeit für verschiedene Aufgaben im Datenlebenszyklus zu reduzieren. Automatisierung spart Zeit bei der Datenverarbeitung.

 

### Was sind die Vorteile von Datenplattformen?
 

Datenplattformen bieten Zugang zu Datenpunkten aus mehreren Quellen. Dies erweist sich für viele Datenhandelspartner in verschiedener Hinsicht als vorteilhaft:

 

**Zusammenarbeit über Teams hinweg:** Dank des gesicherten Teilens von Datensätzen können verschiedene Abteilungen und Teams nahtlos zusammenarbeiten, indem Datensilos aufgebrochen werden. Datenplattformen helfen auch Organisationen, mit externen Stakeholdern wie Kunden, Lieferanten und Partnern zusammenzuarbeiten.

 

**Genauere Einblicke gewinnen:** Dynamischer Datenaustausch hilft Organisationen, bessere Einblicke und Klarheit bei der Planung von Geschäftsstrategien zu gewinnen. Die Nutzung von Daten aus dieser Software kann Unternehmen helfen, detaillierte Profile ihrer Kunden zu erstellen.

 

**Daten-Governance implementieren:** Datenplattformen helfen, die Compliance-Anforderungen der Organisation zu erfüllen. Diese Plattformen helfen, Aufzeichnungen über geteilte Informationen zu führen und bei Unstimmigkeiten zu untersuchen. Diese Tools helfen beim Datenmanagement in der gesamten Organisation und halten so das Datenökosystem gesund.

 

**Kauf und Verkauf von Daten vereinfachen:** Datenplattformen haben das Teilen von Datensätzen zwischen verschiedenen Organisationen möglich gemacht. Sie optimieren den Datenfreigabeprozess, indem sie den Kauf von Daten von den Lieferanten auf einmal erleichtern. Diese Tools fungieren als Software-as-a-Service (SaaS)-Plattformen, die Datenlieferanten und -anbieter auf einer einzigen Plattform zusammenbringen.

 

### Wer nutzt Datenplattformen?

Datenplattformen sind für Agenturen, Verlage und Projektmanager unerlässlich. Hochwertige Daten können verschiedenen Stakeholdern auf viele verschiedene Arten helfen.

**Marketingagenturen:** Datenplattformen helfen Marketingagenturen, mehr über ihre Zielkunden zu erfahren, indem sie einen Überblick über alle ihre Zielgruppen auf jedem Gerät erhalten. Diese Software ermöglicht es Agenturen, zu verstehen, was Kunden mögen und wollen. Dies kann bei der Planung effektiver Marketingkampagnen helfen.

**Verlage:** Verlage nutzen Datenplattformen, um ihre Kampagnen zu optimieren. Diese Plattformen bieten hochwertige Daten. Durch bessere Einblicke in die Besucher vor Ort können Verlage eine bessere Klickrate (CTR) erzielen. Datenplattformen helfen ihnen, den richtigen Inhalt zu erstellen und die richtige Zielgruppe auf der richtigen Plattform anzusprechen.

**Projektmanager:** Mit Hilfe von Datenplattformen können Projektmanager besser mit ihren Kollegen zusammenarbeiten und so gut im Projektmanagement arbeiten. Wenn die erforderlichen Teams Zugang zu diesen Daten erhalten, können bessere Ergebnisse erzielt werden. Es könnte Anforderungen für projektspezifische Datenintegration geben, bei denen diese Software helfen kann. Durch den Zugang zu Datenquellen auf Datenplattformen können Projektmanager aufschlussreiche Datenvisualisierungen mit Visualisierungstools erstellen.

**IT-Support-Manager:** IT-Support-Manager kümmern sich um die Softwarebenutzer und deren Schulungsbedarf. Sie sind an der Untersuchung und Analyse der Software beteiligt, was ihnen weiterhilft, das Team zu schulen.

### Herausforderungen mit Datenplattformen

Datenplattformen verarbeiten beim Teilen massive Datensätze. Daten können auch in verschiedenen Formaten wie XML, GML und CSV vorliegen. Bei der Nutzung der Software können folgende Herausforderungen auftreten:

**Bedarf an einer starken Compliance-Strategie:** Es ist nicht einfach, Datenmanagementsysteme ohne eine solide Compliance-Politik und Strategie zu synchronisieren. Es könnte den Überblick darüber verlieren, welche Daten geteilt werden und mit wem. Es ist wichtig, ein festes Datenmanagement-Framework zu haben, um den Betriebs- und Datenengineering-Teams zu ermöglichen, effektive Datenzugriffskontrollen anzuwenden.

**Mangel an einer optimalen Anzahl von Käufern und Anbietern:** Es ist eine Herausforderung für Datenplattformen, an Zugkraft zu gewinnen. Datenlieferanten zögern, ihr Geschäft dort zu listen, wo es an Verbrauchern mangelt und umgekehrt. Große Cloud-Plattformen, die Datenplattformen betreiben können, helfen den Systemen, Datenkäufer und -lieferanten zu gewinnen. Sobald sie gewonnen sind, ist es wichtig, eine E-Mail-Benachrichtigung für Abonnementanfragen zu senden, um die Lieferanten und Benutzer zu halten.

**Bedarf an Datenintegration:** Datenplattformen konzentrieren sich auf den Datenaustausch zwischen Lieferanten und Benutzern oder Verbrauchern. Oft müssen die Datenverbraucher diese Daten in ihre internen Datenmanagementsysteme integrieren. Datenplattformen müssen saubere und hochwertige Daten in einem lesbaren Format validieren, um diese Datenintegration zu unterstützen. Die Datenvalidierung ist ein wichtiger Schritt, um Konsistenz in die Daten zu bringen.

### Wie kauft man Datenplattformen?

#### Anforderungserhebung (RFI/RFP) für Datenplattformen

Datenplattformen bieten verschiedene Funktionen, die unterschiedliche Geschäftsanforderungen erfüllen. Es ist wichtig, die genauen Anforderungen zu verstehen, bevor man nach der richtigen Software sucht. Wenn das Unternehmen nur Datenübertragung benötigt, kann eine Datenplattform mit gesichertem Datenaustausch helfen. Wenn eine Organisation jedoch Daten von vielen Lieferanten gleichzeitig beziehen möchte, ist ein Datenmarktplatz eine gute Option. RFP/RFIs können dem Käufer helfen, die Preispläne, Vertragsrichtlinien und Produktmerkmale zu verstehen.

#### Vergleich von Datenplattformen

**Erstellen Sie eine Longlist**

Der Kaufprozess beginnt mit der Erstellung einer Longlist aller potenziellen Anbieter der Software. Die Organisation kann basierend auf Preis, Funktionen, Kundenservice und Support bewerten. Das Unternehmen kann die Liste weiter analysieren, indem es die Position des Produkts im Wettbewerbsmarkt berücksichtigt.

**Erstellen Sie eine Shortlist**

Nach einer gründlichen Analyse der Anforderungen und welche Anbieter in Frage kommen, besteht der zweite Schritt darin, die Anbieter von Datenplattformen auszuwählen, die den Bedürfnissen der Organisation entsprechen, und so eine Shortlist zu erstellen.

**Führen Sie Demos durch**

Demos sind eine ideale Möglichkeit, die Funktionen und Merkmale des Produkts zu verstehen. Sowohl der Käufer als auch der Anbieter können das Maß der Übereinstimmung zwischen den Erwartungen an die Produktleistung und der Realität messen. Es muss ein IT-Fachmann beteiligt sein, um die Installation oder Konfiguration der Software zu verstehen. Hier kann die Organisation auch Produktangebote vom Anbieter erhalten.

#### Auswahl von Datenplattformen

**Wählen Sie ein Auswahlteam**

Ein Team, das mit Anbietern spricht, kann einen Marketingmanager umfassen, der der Geschäftsnutzer der Datenlösungen sein wird, zusammen mit einem IT-Fachmann, der Diskussionen über Installation und Support führt. Ein technischer Fachmann wie ein Produktmanager, der die Software besser verstehen und die Benutzererfahrung einschätzen kann, sollte ebenfalls Teil des Teams sein.

**Verhandlung**

Die Verhandlung kann je nach dem vom Anbieter angegebenen Preis erfolgen. Der Käufer kann basierend auf dem Budget der Organisation und den erforderlichen Funktionen verhandeln.

**Endgültige Entscheidung**

Die endgültige Entscheidung kann auf den gesammelten Informationen und den vereinbarten Bedingungen zwischen dem Anbieter und dem Käufer basieren.