# Top Free ETL Tools - Page 2

## How Many ETL Tools Products Does G2 Track?

**Total Products under this Category:** 254

### Category Stats (Aug 2026)

- **Average Rating:** 4.54/5 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 05, 2026_

## How Does G2 Rank ETL Tools Products?

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

- 30 Analysts and Data Experts
- 19,400+ Authentic Reviews
- 254+ 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 ETL Tools
 ![G2 Grid® for ETL Tools plotting products by satisfaction and market presence](https://www.g2.com/categories/etl-tools/grids.png?focus%5B%5D=10470&focus%5B%5D=23331&focus%5B%5D=989&focus%5B%5D=6073&focus%5B%5D=8076&focus%5B%5D=604&focus%5B%5D=23920&focus%5B%5D=1308796)

Highlighted products: Databricks, Celigo, Alteryx, Google Cloud BigQuery, FME Platform, Domo, Fivetran, and IBM watsonx.data.

Underlying data: [Grid® JSON](https://www.g2.com/categories/etl-tools/grids.json?focus%5B%5D=databricks&focus%5B%5D=celigo&focus%5B%5D=alteryx&focus%5B%5D=google-cloud-bigquery&focus%5B%5D=fme-platform&focus%5B%5D=domo&focus%5B%5D=fivetran&focus%5B%5D=ibm-watsonx-data)

**Sponsored**

### Omatic Software

Omatic Cloud is the nonprofit integration and data platform, built for everyday nonprofit users by nonprofit professionals who understand your workflows. Nonprofits juggle more systems than ever, creating data inconsistencies across systems. By supporting workflows across fundraising, program management, and financial reporting, Omatic Cloud helps you unlock the power of data to inform decisions, engage supporters, and scale your mission. Omatic Cloud provides: - App connectors for nonprofit tools - Bulk data imports (flat files) into CRM & accounting tools - Data transformation - Data mapping & routing - Data validation & deduplication - And much more! Omatic is backed by a world-class support team, providing hands-on implementation & training to help you get integrations live. Founded in 2002 and headquartered in Charleston, SC, we serve more than 3k social impact customers across Healthcare, Cause & Cure, Higher Ed, K-12, Family & Human Services, Arts & Cultural, and Faith-Based Orgs.

[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=1181&secure%5Bchosen_at%5D=2026-08-12T21%3A03%3A55Z&secure%5Bdisplayable_resource_id%5D=1181&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1181&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=42995&secure%5Bresource_id%5D=1181&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fetl-tools%2Ffree%3Fcategory_id%3Detl-tools%26locale%3Dit%26page%3D2&secure%5Btoken%5D=6b956497c8b3f1814d334db9079744a34f39f1394b65217e6fd8b3345d3b2c71&secure%5Burl%5D=https%3A%2F%2Fomaticsoftware.com%2F%3Futm_source%3Dreview-site%26utm_medium%3Dg2%26utm_campaign%3Dpaid&secure%5Burl_type%5D=custom_url)

### [AWS Glue](https://www.g2.com/products/aws-glue/reviews)

AWS Glue is a serverless data integration service that makes it easier for analytics users to discover, prepare, move, and integrate data from multiple sources for analytics, machine learning, and application develop-ment. You can discover and connect to 70+ diverse data sources, manage your data in a centralized data catalog, and visually create, run, and monitor ETL pipelines to load data into your data lakes. You can im-mediately search and query catalogued data using Amazon Athena, Amazon EMR, and Amazon Redshift Spectrum.

**Average Rating:** 4.3/5.0

**Total Reviews:** 194

#### How Do G2 Users Rate AWS Glue?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Automation:** 8.8/10 (Category avg: 9.0/10)
- **Scalability:** 8.9/10 (Category avg: 8.7/10)
- **Auditing:** 8.7/10 (Category avg: 8.1/10)

#### Who Is the Company Behind AWS Glue?

- **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?

- **Who Uses This:** Data Engineer, Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 49% Large, 29% Medium

#### What Do G2 Reviewers Say About AWS Glue?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of AWS Glue, finding it simple and effective for ETL operations.
- Users appreciate the **seamless integration capabilities** of AWS Glue, enhancing data movement and analytics efficiency.
- Users appreciate the **fully managed ETL service** of AWS Glue, enjoying seamless integration and ease of use.
- Users love AWS Glue for its **simplified data preparation and rich features** , enhancing analytics and machine learning processes.
- Users appreciate the **ease of implementation** in AWS Glue, enhancing their experience in building data integration frameworks.

##### Cons

- Users experience **slow performance** with AWS Glue, noting long start-up times and complex debugging challenges.
- Users find **debugging difficult** due to unclear error messages and a steep learning curve with AWS Glue.
- Users face **difficult debugging** issues with AWS Glue due to unclear error messages and complex processes during job execution.
- Users experience **performance issues** with AWS Glue, noting slow startup times and challenging debugging processes.
- Users face **time-consuming startup and debugging processes** with AWS Glue, impacting efficiency and user experience.

#### What Are Recent G2 Reviews of AWS Glue?

**["AWS Glue Makes ETL Simple with Serverless Scalability and Deep AWS Integration"](https://www.g2.com/survey_responses/aws-glue-review-12380790)**

**Rating:** 4.5/5.0 stars

_— Pradip G._

[Read full review](https://www.g2.com/survey_responses/aws-glue-review-12380790)

**["Serverless ETL Made Easy with AWS Glue"](https://www.g2.com/survey_responses/aws-glue-review-12864874)**

**Rating:** 5.0/5.0 stars

_— mani s._

[Read full review](https://www.g2.com/survey_responses/aws-glue-review-12864874)

#### What Are G2 Users Discussing About AWS Glue?

- [What is AWS Glue and how it works?](https://www.g2.com/discussions/what-is-aws-glue-and-how-it-works) - 1 comment
- [What does AWS Glue do?](https://www.g2.com/discussions/what-does-aws-glue-do) - 2 comments
- [What are the main components of AWS Glue?](https://www.g2.com/discussions/what-are-the-main-components-of-aws-glue) - 2 comments
- [What are the features of glue?](https://www.g2.com/discussions/what-are-the-features-of-glue) - 1 comment

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

Adverity is the marketing data intelligence company seen as the foundation that makes enterprise marketing AI work. Adverity Connect is an enterprise-grade marketing ETL. It pulls data from 600+ sources, harmonizes it so metrics are comparable across platforms, monitors it continuously for quality, and delivers it into the customer's warehouse. The data foundation for marketing. Adverity Atlas is a marketing knowledge layer. It sits on top of any data warehouse and gives AI the knowledge and context to work accurately on marketing data. Use it through the UI and it works as an autonomous marketing analyst. Connect it to your own AI program and it becomes the knowledge layer your agents run on. Connect builds the data foundation. Atlas is the knowledge layer that makes marketing AI work. Built from a decade of enterprise brand and agency deployments representing over $80 billion in managed ad spend.

**Average Rating:** 4.4/5.0

**Total Reviews:** 316

#### How Do G2 Users Rate Adverity?

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Automation:** 9.1/10 (Category avg: 9.0/10)
- **Scalability:** 8.3/10 (Category avg: 8.7/10)
- **Auditing:** 7.9/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Adverity?

- **Seller:** [Adverity GmbH](https://www.g2.com/sellers/adverity-gmbh)
- **Company Website:** www.adverity.com
- **Year Founded:** 2015
- **HQ Location:** Vienna, Austria
- **Twitter:** @myadverity  
1,757 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=83ea42bc82e1d6c5c8fea3613da1b8fc4201add0ab4d78cc1e73440d2786a17d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5340622%2F&secure%5Burl_type%5D=linkedin_company_website)  
312 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Analyst, Data Engineer
- **Top Industries:** Marketing and Advertising, Information Technology and Services
- **Company Size:** 44% Medium, 38% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **intuitive interface** of Adverity, appreciating its clarity and ease of use for daily operations.
- Users highlight the **seamless integrations** of Adverity with various marketing platforms, enhancing data management efficiency.
- Users value the **ease of integration and data management** in Adverity, streamlining workflows and connecting various sources effortlessly.
- Users value the **easy integrations** of Adverity, enabling seamless connectivity with various marketing platforms and data sources.
- Users praise the **clear and intuitive user interface** of Adverity, enhancing their overall experience in data management.

##### Cons

- Users report that Adverity can be quite **time-consuming** , especially with slow data pipeline processing and job creation delays.
- Users experience a **complex setup** requiring technical knowledge, leading to challenges with integrations and custom reporting.
- Users find **data management challenging** due to a complicated interface and limitations in API setups and visualizations.
- Users find the **difficult learning** curve in Adverity frustrating, especially with setup and advanced feature integrations.
- Users note the **limited customization** in Adverity, requiring exports to other tools for deeper analysis and tailored reporting.

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

**["Adverity’s Flexible Dashboards and Powerful Multi-Source Analytics"](https://www.g2.com/survey_responses/adverity-review-12834123)**

**Rating:** 4.5/5.0 stars

_— Franziska K._

[Read full review](https://www.g2.com/survey_responses/adverity-review-12834123)

**["Simplifies Data Integration with Robust Source Options"](https://www.g2.com/survey_responses/adverity-review-13089580)**

**Rating:** 4.0/5.0 stars

_— Ramin T._

[Read full review](https://www.g2.com/survey_responses/adverity-review-13089580)

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

- [What is Adverity used for?](https://www.g2.com/discussions/what-is-adverity-used-for) - 1 comment

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

Coefficient is a new way to work with your company data better, faster, and more accurately without ever leaving your spreadsheet, integrating with the tools you already use. Install the Coefficient Excel or Google Sheets extension and use it in a new or existing sheet in seconds. Once installed, Coefficient lives as a sidebar companion so your company data is only a couple of clicks away at any time. Any data source that you work with is available directly in your Coefficient sidebar – such as Salesforce, HubSpot, Snowflake, NetSuite, QuickBooks, MySQL, and Looker – with the ability to consolidate your data from multiple systems into one spreadsheet. Use Coefficient filters to easily customize your imports to only work with the data you need, keeping your spreadsheets performant. Quickly go back anytime to add more data in the same report. Never rebuild the same analysis twice by keeping your data up to date with scheduled updates. And, use Coefficient alerts to trigger Slack or email messages anytime your spreadsheet updates. Now, you can turn your spreadsheet into the most flexible, powerful monitoring system across all of your company data. Say “goodbye” to manual data workflows and “hello” to connected spreadsheets.

**Average Rating:** 4.7/5.0

**Total Reviews:** 195

#### How Do G2 Users Rate Coefficient?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 9.3/10 (Category avg: 9.0/10)
- **Scalability:** 9.3/10 (Category avg: 8.7/10)
- **Auditing:** 8.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Coefficient?

- **Seller:** [Coefficient](https://www.g2.com/sellers/coefficient)
- **Company Website:** coefficient.io
- **Year Founded:** 2020
- **HQ Location:** Palo Alto, CA
- **Twitter:** @coefficient\_io  
346 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1a36ef868415520ac840f5699de01e684ba3b9e328d0a3215043fadd7d1bd7ad&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcoefficientworks%2F&secure%5Burl_type%5D=linkedin_company_website)  
71 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 46% Medium, 34% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** with Coefficient, enjoying seamless data extraction and hassle-free connectivity.
- Users love the **automation capabilities** of Coefficient, which simplify data integration and save significant time.
- Users appreciate the **seamless integrations** of Coefficient, effortlessly syncing data between Salesforce, QuickBooks, and Google Sheets.
- Users love the **easy integrations** of Coefficient, drastically improving workflow and enabling hassle-free data syncing.
- Users enjoy the **time-saving automation** of Coefficient, regaining hours each week with effortless data management.

##### Cons

- Users find the **feature limitations** of Coefficient frustrating, especially with filtering and data formatting issues.
- Users face **limited features** with Coefficient, particularly regarding filter and import restrictions compared to Google Sheets.
- Users are dissatisfied with the **missing features** in Coefficient, such as limited filter options and inadequate chart integration.
- Users face **filter limitations** in Coefficient, impacting their ability to manage data efficiently across imports.
- Users face **integration issues** with Coefficient, particularly lacking essential features and facing frustrating import formats.

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

**["Seamless Database Queries in Google Sheets with Responsive Support"](https://www.g2.com/survey_responses/coefficient-review-13098229)**

**Rating:** 4.5/5.0 stars

_— Verified User in Marketing and Advertising_

[Read full review](https://www.g2.com/survey_responses/coefficient-review-13098229)

**["Efficient, User-Friendly Tool for Integrating Salesforce with Google Sheets"](https://www.g2.com/survey_responses/coefficient-review-12701723)**

**Rating:** 5.0/5.0 stars

_— Ellen Dericks C._

[Read full review](https://www.g2.com/survey_responses/coefficient-review-12701723)

### [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)
- **Automation:** 8.9/10 (Category avg: 9.0/10)
- **Scalability:** 9.2/10 (Category avg: 8.7/10)
- **Auditing:** 7.9/10 (Category avg: 8.1/10)

#### 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)

### [Hevo Data](https://www.g2.com/products/hevo-data/reviews)

Hevo is a no-code ELT platform built on three principles: simplicity, reliability, and transparency. Connect your sources to leading data warehouses in 5 minutes with no engineering effort required. With automated scaling, fault-tolerant architecture, transparent pricing, and end-to-end visibility, Hevo keeps your data accurate and your pipelines running smoothly. Trusted by over 2,000 data teams across 45+ countries, Hevo brings all your data together through an intuitive experience that gets pipelines up and running in just a few clicks, so you can spend less time maintaining infrastructure and more time using your data.

**Average Rating:** 4.4/5.0

**Total Reviews:** 288

#### How Do G2 Users Rate Hevo Data?

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Automation:** 8.9/10 (Category avg: 9.0/10)
- **Scalability:** 8.6/10 (Category avg: 8.7/10)
- **Auditing:** 8.1/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Hevo Data?

- **Seller:** [Hevo Data](https://www.g2.com/sellers/hevo-data)
- **Company Website:** hevodata.com
- **Year Founded:** 2017
- **HQ Location:** San Francisco, California
- **Twitter:** @HevoData  
830 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dfcc9c7aedbff9f9f9a43565428e81b3f220ae6429e31c33a423194949fd55fb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F13296733%2F&secure%5Burl_type%5D=linkedin_company_website)  
242 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Engineer, Data Analyst
- **Top Industries:** Computer Software, Financial Services
- **Company Size:** 49% Medium, 39% Small

#### What Do G2 Reviewers Say About Hevo Data?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Hevo Data, appreciating its intuitive interface and seamless integration capabilities.
- Users value the **24/7 customer support** of Hevo Data, ensuring assistance whenever needed for seamless operations.
- Users appreciate the **easy integrations** with multiple data sources in Hevo Data, streamlining their ETL processes effectively.
- Users love the **easy setup** of Hevo Data, with no coding required for a smooth ETL pipeline implementation.
- Users love Hevo Data for its **no-coding interface** , making ETL pipeline creation simple and efficient.

##### Cons

- Users find Hevo Data to be **expensive** , which can be a drawback despite its integration benefits and features.
- Users find the **pricing model a bit high** for the features provided, affecting overall satisfaction.
- Users find **limited customization** challenging, especially for complex transformations and understanding the UI effectively.
- Users note the **limited customization and transformation capabilities** of Hevo Data, impacting their overall experience and flexibility.
- Users find the **complex setup** of Hevo Data challenging, especially regarding SQL queries and initial configurations.

#### What Are Recent G2 Reviews of Hevo Data?

**["Easy Pipeline Setup, Great Performance, and Outstanding Hevo Support"](https://www.g2.com/survey_responses/hevo-data-review-13076579)**

**Rating:** 4.5/5.0 stars

_— Verified User in Marketing and Advertising_

[Read full review](https://www.g2.com/survey_responses/hevo-data-review-13076579)

**["Empowered Our Data Pipeline with Outstanding Support"](https://www.g2.com/survey_responses/hevo-data-review-13190322)**

**Rating:** 4.5/5.0 stars

_— Swathi S._

[Read full review](https://www.g2.com/survey_responses/hevo-data-review-13190322)

#### What Are G2 Users Discussing About Hevo Data?

- [How do you use HEVO data?](https://www.g2.com/discussions/how-do-you-use-hevo-data)
- [Is HEVO ETL tool?](https://www.g2.com/discussions/is-hevo-etl-tool) - 1 comment
- [Why use Hevo?](https://www.g2.com/discussions/why-use-hevo)
- [What does Hevo data do?](https://www.g2.com/discussions/what-does-hevo-data-do) - 1 comment

### [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews)

KNIME helps everybody make sense of data. Its free and open source KNIME Analytics Platform enables anyone — whether they come from a business, technical or data background — to intuitively work with data, every day. KNIME Business Hub is the commercial complement to KNIME Analytics Platform and enables users to collaborate on data science and share insights across the organization. Together, the products support the complete data science lifecycle, allowing teams at all levels of analytics readiness to support the operationalization of data and to build a scalable data science practice.

**Average Rating:** 4.5/5.0

**Total Reviews:** 105

#### How Do G2 Users Rate KNIME?

- **Has the product been a good partner in doing business?:** 8.4/10 (Category avg: 9.1/10)
- **Automation:** 10.0/10 (Category avg: 9.0/10)
- **Scalability:** 10.0/10 (Category avg: 8.7/10)
- **Auditing:** 10.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind KNIME?

- **Seller:** [KNIME](https://www.g2.com/sellers/knime)
- **Company Website:** knime.com
- **Year Founded:** 2008
- **HQ Location:** Zurich, Switzerland
- **Twitter:** @knime  
7,998 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f7a516bbe2dc4d0e292ed78e5e957b79bbec1dfe489fa8be92a344d651ca0810&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F692207%3Ftrk%3Dtyah%26trkInfo%3DclickedVertical%253Acompany%252CclickedEntityId%253A692207%252Cidx%253A2-1-4%252CtarId%253A1454002156993%252Ctas%253Aknime&secure%5Burl_type%5D=linkedin_company_website)  
245 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Higher Education
- **Company Size:** 40% Large, 34% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find KNIME's **ease of use** exceptional, enabling non-technical individuals to create workflows effortlessly.
- Users value the **coding ease** of KNIME, allowing even non-coders to build complex workflows effortlessly.
- Users find KNIME's **ease of learning** beneficial, allowing beginners to start delivering results quickly.
- Users find KNIME to be a **powerful and easy-to-learn platform** , enabling effective data analysis and AI solution development.
- Users highlight the **effortless data visualization** capabilities of KNIME, making complex data accessible and easy to understand.

##### Cons

- Users find the **initial learning curve challenging** , especially for those new to data science and visual programming.
- Users experience significant **memory usage issues** with KNIME, leading to slow performance, especially with large files.
- Users report **storage limitations** with KNIME, facing memory availability issues that hinder performance with large files.
- Users note that **data management issues** persist in KNIME, particularly with file handling and database compatibility.
- Users feel the **lack of learning resources** hinders their ability to fully utilize KNIME's capabilities.

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

**["Powerful, Free Data ETL with an Intuitive Drag-and-Drop Interface"](https://www.g2.com/survey_responses/knime-review-13241518)**

**Rating:** 4.5/5.0 stars

_— Jared W._

[Read full review](https://www.g2.com/survey_responses/knime-review-13241518)

**["KNIME’s Free No-Code Drag-and-Drop Analytics, from Descriptive to Agentic AI"](https://www.g2.com/survey_responses/knime-review-12992618)**

**Rating:** 5.0/5.0 stars

_— Guylaine B._

[Read full review](https://www.g2.com/survey_responses/knime-review-12992618)

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

- [What is KNIME Analytics Platform used for?](https://www.g2.com/discussions/what-is-knime-analytics-platform-used-for)
- [Is Knime easy to use?](https://www.g2.com/discussions/is-knime-easy-to-use) - 1 comment
- [How do I use Knime Analytics?](https://www.g2.com/discussions/how-do-i-use-knime-analytics)
- [Is Knime any good?](https://www.g2.com/discussions/is-knime-any-good)
- [What is Knime analytics platform?](https://www.g2.com/discussions/what-is-knime-analytics-platform)

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

Parabola is the AI agent platform for ops and finance teams. You describe your messy, recurring processes (the work that lives in macros, Python scripts, and tribal knowledge today) like reconciliations, carrier billing audits, accruals, inventory checks, and PO matching. Parabola builds the agents that run them on schedule, handle the unstructured inputs (PDFs, screenshots, multi-tab spreadsheets) a human analyst would handle, and show their work at every step. Unlike black-box agents, every decision is inspectable, governable, and audit-ready, so the agent becomes the SOP your team can review, hand off, and update without re-prompting from scratch. Every Parabola engagement includes access to a team of automation engineers, who take learnings from thousands of prior engagements to help design, scope, and deploy agents ready for production scale, not as a demo. Ops and finance teams at On Running, WHOOP, Flexport, Fabletics, Kendo Brands, KIND Bar, Spindrift, and Uber Freight use Parabola to operationalize AI for the high-stakes recurring work generic chatbots and autonomous agents can't safely run.

**Average Rating:** 4.9/5.0

**Total Reviews:** 53

#### How Do G2 Users Rate Parabola?

- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 9.1/10)
- **Automation:** 9.6/10 (Category avg: 9.0/10)
- **Scalability:** 9.3/10 (Category avg: 8.7/10)
- **Auditing:** 8.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Parabola?

- **Seller:** [Parabola](https://www.g2.com/sellers/parabola)
- **Year Founded:** 2017
- **HQ Location:** San Francisco, CA
- **Twitter:** @parabolahq
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c3ae154be20712b49e00f5ba565e877a2f6c8cbd9331677fe1c218bc0dfec65b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F7590028%2F&secure%5Burl_type%5D=linkedin_company_website)  
85 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Consumer Goods, Computer Software
- **Company Size:** 47% Medium, 45% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users love Parabola for its **effortless automation** , significantly saving time on repetitive tasks with easy setup.
- Users find Parabola's **ease of use** exceptional, enabling quick automation setup without coding expertise.
- Users highlight Parabola's **intuitive interface** , making automation accessible for both technical and non-technical users.
- Users experience tremendous **time savings** with Parabola, easily automating tasks and enhancing workflow efficiency.
- Users value the **tremendous time savings** Parabola provides by automating repetitive tasks and simplifying workflow management.

##### Cons

- Users find the **limited flexibility** in data manipulation steps makes building flows cumbersome and time-consuming.
- Users face a **learning curve** that can be challenging initially, but improvements may ease the transition.
- Users find **time consumption** challenging with Parabola due to multiple steps needed for data manipulation, impacting efficiency.
- Users experience **data inaccuracy** with Parabola, often needing to verify results and manage report settings carefully.
- Users are frustrated by the **limited export options** , especially regarding large data sets exceeding Gmail's 25MB limit.

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

**["Parabola Makes Automation Easy and Independently Driven"](https://www.g2.com/survey_responses/parabola-review-12880670)**

**Rating:** 5.0/5.0 stars

_— Krystal C._

[Read full review](https://www.g2.com/survey_responses/parabola-review-12880670)

**["Parabola Saves Hours with Accurate Automation and Responsive Support"](https://www.g2.com/survey_responses/parabola-review-12893265)**

**Rating:** 4.5/5.0 stars

_— Michelle I._

[Read full review](https://www.g2.com/survey_responses/parabola-review-12893265)

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

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

### [Elastic Security](https://www.g2.com/products/elastic-elastic-security/reviews)

Modernize your SOC with AI Security is a data problem. Your team needs to detect, investigate, and respond to threats quickly. Elastic Security unifies next-gen SIEM and XDR with native automation, with AI built into every step. Built on Elasticsearch, the open-source search platform trusted by millions, Elastic provides complete visibility across your environment. Our data mesh architecture streamlines analysis to raise team productivity and reduce attacker dwell time. Bolster your defenses - Detect threats faster by analyzing data from across your attack surface - Stop attacks with the industry's best-rated XDR protection - Close the loop faster with Elastic Workflows, blending scripted automation with agentic AI reasoning - Get more accurate AI assistance, grounded in your data using Elasticsearch's leading relevance capabilities With Elastic Security, your SOC team can use generative AI to distill alerts, automate repetitive tasks, and get tailored guidance, all with your choice of LLM and full transparency into reasoning and sources. SOC leaders choose Elastic Security when they need a unified, open platform ready to run on any cloud, on-prem, or air-gapped.

**Average Rating:** 4.5/5.0

**Total Reviews:** 23

#### How Do G2 Users Rate Elastic Security?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 10.0/10 (Category avg: 9.0/10)
- **Scalability:** 7.5/10 (Category avg: 8.7/10)
- **Auditing:** 10.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Elastic Security?

- **Seller:** [Elastic](https://www.g2.com/sellers/elastic)
- **Company Website:** www.elastic.co
- **Year Founded:** 2012
- **HQ Location:** San Francisco, CA
- **Twitter:** @elastic  
65,200 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bc8e533876f16af617380aaa3922cb6a39a1d6233f0b32a0fa987a5fdffd799e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F814025%2F&secure%5Burl_type%5D=linkedin_company_website)  
5,079 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 61% Medium, 52% Small

#### What Do G2 Reviewers Say About Elastic Security?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **seamless integrations** of Elastic Security, enhancing data visualization and incident management efficiency.
- Users value the **ease of use** of Elastic Security, appreciating its straightforward setup and seamless integrations.
- Users admire the **flexibility and pre-built security use-cases** of Elastic Security for seamless integration and adaptability.
- Users appreciate the **easy integrations** of Elastic Security, facilitating seamless workflows and efficient investigations across tools.
- Users value the **efficiency improvement** in investigations, enabling quick, actionable insights with Elastic Security's robust features.

##### Cons

- Users face challenges with **steep learning curves and operational overhead** , impacting efficiency and resource management in Elastic Security.
- Users find the **complex implementation** of Elastic Security challenging, especially due to the steep learning curve and maintenance overhead.
- Users find the **complexity** of maintaining Elastic Security's infrastructure and learning new query languages challenging and burdensome.
- Users point out the **complex setup** of Elastic Security, citing a steep learning curve and significant administrative overhead.
- Users frequently experience **integration issues** with Elastic Security, complicating log correlation and overall functionality.

#### What Are Recent G2 Reviews of Elastic Security?

**["Powerful, Customisable Security Platform for Complex Environments"](https://www.g2.com/survey_responses/elastic-security-review-12341245)**

**Rating:** 4.5/5.0 stars

_— Jennifer S._

[Read full review](https://www.g2.com/survey_responses/elastic-security-review-12341245)

**["Seamless SIEM Solution with AI and Outstanding Support"](https://www.g2.com/survey_responses/elastic-security-review-12438374)**

**Rating:** 5.0/5.0 stars

_— Jordan J._

[Read full review](https://www.g2.com/survey_responses/elastic-security-review-12438374)

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

Peliqan.io is an all-in-one AI-first data integration and automation platform designed for business teams, scale-ups and consultants. Unlike traditional data tools that demand heavy engineering effort, Peliqan enables both business users and technical teams to connect, manage, and activate their data in one collaborative environment - without requiring a dedicated data engineer. With 300+ built-in connectors, Peliqan connects to databases, SaaS business applications (ERP, CRM, Accounting, HRM/ATS etc.), cloud storage, files and APIs as well as on-prem data sources. New connectors are available on demand within 5 business days. Peliqan offers one-click ELT pipelines to the built-in data warehouse, or you can bring your own data warehouse. Peliqan supports all major data warehouses. Thanks to Peliqan’s Excel add-in, business users and consultants can work with real-time data in Excel. Analysts and power users can use Peliqan’s advanced SQL editor with the support of an AI assistant to transform data and prepare business-ready data sets, which can be used in any BI tool such as Microsoft Power BI, Metabase, Tableau, Qlik, Looker etc. Users can also set up Reverse ETL flows. Developers can go even further with Peliqan’s low-code environment, with a built-in virtual AI Data Engineer, where they can: - Build & Publish interactive data apps - Automate writebacks into source systems - Publish API endpoints for data sharing - Implement custom pipelines - Build out internal AI Agents By empowering business users, analysts, consultants and developers, Peliqan dramatically reduces reliance on IT support and speeds up decision-making. Peliqan is not just an ELT data pipeline tool, it’s a complete solution for data orchestration, automation, and activation. Peliqan also acts as the data foundation for Agentic AI, ensuring that AI agents work with trusted, up-to-date 360° views of customers, products, orders, and more - at the speed of a cloud data warehouse. Peliqan’s data warehouse provides an AI-ready data layer out-of-the-box including: - Automatic vectorizing of structured and non-structured data for RAG (Retrieval-Augmented Generation) - Text-to-SQL - MCP Gateway In today’s landscape, a data warehouse is no longer just for BI - it’s the foundation for both BI and AI. With Peliqan.io, organizations can integrate, analyze, and activate their data seamlessly, empowering both humans and AI agents to make smarter, faster decisions.

**Average Rating:** 4.8/5.0

**Total Reviews:** 82

#### How Do G2 Users Rate Peliqan?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 9.2/10 (Category avg: 9.0/10)
- **Scalability:** 9.2/10 (Category avg: 8.7/10)
- **Auditing:** 8.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Peliqan?

- **Seller:** [Peliqan](https://www.g2.com/sellers/peliqan)
- **Company Website:** peliqan.io
- **Year Founded:** 2022
- **HQ Location:** Gent
- **Twitter:** @Peliqan\_io  
9 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ac685f03389350962bf33f4ac2f76b8cf7ed9b7db0a578cb8af2dae9592d04e1&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpeliqan-data&secure%5Burl_type%5D=linkedin_company_website)  
29 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 45% Small, 43% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users highly value the **ease of use** of Peliqan, enabling effortless integration and smooth data management processes.
- Users value the **effortless integration** capabilities of Peliqan, enhancing automation and real-time data access without complexity.
- Users appreciate the **easy integrations** of Peliqan, which streamline workflows and enhance overall productivity.
- Users benefit from **200+ pre-built connectors** , streamlining client onboarding and creating efficient data transformations across platforms.
- Users value the **easy data replication and integration** features of Peliqan, enhancing their overall data management experience.

##### Cons

- Users find the **learning difficulty** of Peliqan challenging, especially requiring technical skills for effective use.
- Users find Peliqan to be **non-tech friendly** , requiring technical skills for data transformations and report distribution.
- Users face **feature limitations** in Peliqan, needing custom connectors and additional tools for comprehensive BI capabilities.
- Users find that the **learning curve** for Peliqan is steep, requiring expertise for effective setup and usage.
- Users find a **steep learning curve** , especially for non-tech individuals needing assistance to get started.

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

**["Repetable agent setup per client."](https://www.g2.com/survey_responses/peliqan-review-13112554)**

**Rating:** 5.0/5.0 stars

_— Priya Ranjan K._

[Read full review](https://www.g2.com/survey_responses/peliqan-review-13112554)

**["Python data apps replaced our scripts"](https://www.g2.com/survey_responses/peliqan-review-13077269)**

**Rating:** 5.0/5.0 stars

_— Shailesh Kumar Y._

[Read full review](https://www.g2.com/survey_responses/peliqan-review-13077269)

### [Dataslayer.ai](https://www.g2.com/products/dataslayer-ai/reviews)

Dataslayer.ai is a super easy-to-use marketing data automation tool that takes the hassle out of managing your data. It connects with all the major platforms like Google Analytics, Google Ads, Meta, LinkedIn, and more, so you can automate data extraction, reporting, and visualization without the headache. With Dataslayer.ai, you can pull data from multiple sources straight into Google Sheets, Looker Studio, BigQuery or your favorite BI tools. This saves you loads of time and cuts down on manual errors, helping you make better decisions, run stronger campaigns, and get valuable insights faster. Some standout features include automated reports, real-time data syncing, customizable dashboards, and powerful data filters. Whether you're a marketer, agency, or business, Dataslayer.ai helps you stay on top of your marketing analytics, boost efficiency, and get the results you're after. If you're ready to ditch the manual work and take your marketing data game to the next level, Dataslayer.ai has got you covered!

**Average Rating:** 4.8/5.0

**Total Reviews:** 308

#### How Do G2 Users Rate Dataslayer.ai?

- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.1/10)
- **Automation:** 9.3/10 (Category avg: 9.0/10)
- **Scalability:** 8.9/10 (Category avg: 8.7/10)
- **Auditing:** 8.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Dataslayer.ai?

- **Seller:** [Softpoint Consultores](https://www.g2.com/sellers/softpoint-consultores)
- **Company Website:** www.dataslayer.ai
- **Year Founded:** 2007
- **HQ Location:** Madrid, ES
- **Twitter:** @Dataslayers  
233 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=479851a594f721c1ad88f7464d0a99bd51fd8974989519fcd60b04262d361bf3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsoftpoint%2F&secure%5Burl_type%5D=linkedin_company_website)  
15 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CEO, Marketing Manager
- **Top Industries:** Marketing and Advertising, Retail
- **Company Size:** 63% Small, 30% Medium

#### What Do G2 Reviewers Say About Dataslayer.ai?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Dataslayer.ai **very easy to use** , greatly appreciating its efficiency and beginner-friendly design.
- Users value the **wide range of stable connectors** offered by Dataslayer.ai, simplifying data integration across platforms.
- Users praise the **friendly and supportive customer support** from Dataslayer.ai, enhancing their overall experience and onboarding.
- Users value the **seamless integration** of Dataslayer.ai with multiple platforms, enhancing efficiency and reducing manual workload.
- Users love the **time-saving efficiency** of Dataslayer.ai, transforming hours of work into just minutes.

##### Cons

- Users find the **limited API calls** on the free plan hinders automation for larger accounts.
- Users find the **difficult learning curve** of Dataslayer.ai challenging, especially with its overwhelming amount of information.
- Users find Dataslayer.ai **expensive** , wishing for more affordable options and trials for additional platforms.
- Users find the **limited features** of Dataslayer.ai's free plan restrict effective automation and data blending capabilities.
- Users find the **missing features** problematic, particularly lacking data blending options during the free trial.

#### What Are Recent G2 Reviews of Dataslayer.ai?

**["Intuitive Integration with Exceptional Support"](https://www.g2.com/survey_responses/dataslayer-ai-review-12793151)**

**Rating:** 4.5/5.0 stars

_— Paul V._

[Read full review](https://www.g2.com/survey_responses/dataslayer-ai-review-12793151)

**["Intuitive Automation with Exceptional Support"](https://www.g2.com/survey_responses/dataslayer-ai-review-12967975)**

**Rating:** 4.5/5.0 stars

_— Origen P._

[Read full review](https://www.g2.com/survey_responses/dataslayer-ai-review-12967975)

#### What Are G2 Users Discussing About Dataslayer.ai?

- [What is Dataslayer.ai used for?](https://www.g2.com/discussions/what-is-dataslayer-ai-used-for)

### [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews)

Data Hub connects, cleanses, and automates customer data across the HubSpot CRM, providing operations teams with tools to maintain data quality, ensure system integration, and streamline business processes. Core Value Proposition: Data Hub addresses critical operational challenges: disconnected data across applications, manual data entry consuming team time, data quality issues undermining business decisions, and complex automation requirements existing tools cannot handle. The platform offers native integrations with other applications to create a more efficient, aligned, and agile business. Key Capabilities: Data Integration: Data Hub connects contacts, leads, and company data between HubSpot and external applications bidirectionally and in real-time. This creates a unified customer data foundation rather than requiring manual data transfer. Data Quality Management: The platform includes tools that maintain a clean database, allowing operations teams to save hours of manual data validation and correction work. Process Automation: Data Hub enables complex business process automation across systems, connecting trigger events in one application to automated actions in another. This streamlines internal workflows and reduces manual coordination. Unified Customer View: By connecting all customer data sources to the HubSpot CRM platform, Data Hub creates a single source of truth that sales, marketing, and service teams can reference for customer interactions. Data Hub vs. Alternatives: Unlike standalone integration platforms (iPaaS) requiring technical expertise to configure and maintain, Data Hub provides native HubSpot integration with a visual interface designed for operations professionals rather than developers. This reduces implementation time and ongoing maintenance requirements. Data Hub eliminates manual data entry and data validation by automating these workflows. The platform guarantees up-to-date data and maintains a clean database without constant manual intervention. Who Should Use Data Hub: Data Hub serves operations teams managing data across multiple systems, organizations experiencing data quality issues affecting business decisions, and companies needing to automate complex cross-system workflows without extensive technical resources. The platform enables business agility as organizations grow. Outcome: Data Hub supercharges your HubSpot CRM with a complete toolkit to connect, clean, and automate customer data, uniting all customer data into one connected platform that results in a friction-free customer experience.

**Average Rating:** 4.5/5.0

**Total Reviews:** 562

#### How Do G2 Users Rate HubSpot Data Hub?

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)
- **Automation:** 8.3/10 (Category avg: 9.0/10)
- **Scalability:** 10.0/10 (Category avg: 8.7/10)
- **Auditing:** 8.9/10 (Category avg: 8.1/10)

#### Who Is the Company Behind HubSpot Data Hub?

- **Seller:** [HubSpot](https://www.g2.com/sellers/hubspot)
- **Company Website:** hubspot.com
- **Year Founded:** 2006
- **HQ Location:** Cambridge, Massachusetts, United States
- **Twitter:** @HubSpot  
784,270 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e7728cdccf3cd40d382e6159b493e5f6534eb2bfad47dc424c39639ed9e0ebf3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F68529%2F&secure%5Burl_type%5D=linkedin_company_website)  
12,158 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CEO, Owner
- **Top Industries:** Information Technology and Services, Marketing and Advertising
- **Company Size:** 67% Small, 30% Medium

#### What Do G2 Reviewers Say About HubSpot Data Hub?

_AI-generated summary from verified user reviews_

##### Pros

- Users find HubSpot Data Hub exceptionally **easy to use** , with seamless integrations and intuitive reporting features enhancing workflow efficiency.
- Users value the **two-way data synchronization** of HubSpot Data Hub, enhancing efficiency and collaboration across teams.
- Users appreciate the **automation capabilities** of HubSpot Data Hub, significantly simplifying workflows and enhancing operational efficiency.
- Users appreciate the **seamless data integration** of HubSpot Data Hub, which enhances data management and operational efficiency.
- Users appreciate the **efficiency** of HubSpot Data Hub, significantly saving time and enhancing marketing effectiveness through automation.

##### Cons

- Users find HubSpot Data Hub occasionally **slow and complex** , particularly with scattered tools and complicated sharing settings.
- Users find the **limited features** of HubSpot Data Hub frustrating, especially as some are now behind paywalls.
- Users find the **learning curve complex** , often needing expert assistance to navigate advanced features effectively.
- Users find the **pricing to be expensive** , making it challenging to justify for some business cases.
- Users find the **complexity** of HubSpot Data Hub challenging, often needing expert assistance for advanced features.

#### What Are Recent G2 Reviews of HubSpot Data Hub?

**["A Powerful Platform for Centralizing and Managing Customer Data"](https://www.g2.com/survey_responses/hubspot-data-hub-review-10686855)**

**Rating:** 5.0/5.0 stars

_— Nancy K._

[Read full review](https://www.g2.com/survey_responses/hubspot-data-hub-review-10686855)

**["HubSpot Data Hub Keeps Customer Data Clean and Centralized"](https://www.g2.com/survey_responses/hubspot-data-hub-review-12562615)**

**Rating:** 4.0/5.0 stars

_— Sagar K._

[Read full review](https://www.g2.com/survey_responses/hubspot-data-hub-review-12562615)

#### What Are G2 Users Discussing About HubSpot Data Hub?

- [What is HubSpot Operations Hub used for?](https://www.g2.com/discussions/what-is-hubspot-operations-hub-used-for) - 1 comment

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

Singular is the only end-to-end marketing attribution and analytics platform that uncovers true ROI across all marketing channels. We transform complex marketing data into actionable insights by unifying campaign data from thousands of channels with cross-device attribution data. Leading brands like LinkedIn, Nike, WB Games, and Rovio rely on Singular to maximize every marketing dollar, eliminate wasted spend, and drive higher user retention. With superior ROI reporting, advanced fraud prevention, user engagement capabilities, and unmatched data accessibility, marketers can finally drive faster growth with smarter insights.

**Average Rating:** 4.6/5.0

**Total Reviews:** 519

#### How Do G2 Users Rate Singular?

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.1/10)
- **Automation:** 8.9/10 (Category avg: 9.0/10)
- **Scalability:** 8.9/10 (Category avg: 8.7/10)
- **Auditing:** 8.3/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Singular?

- **Seller:** [Singular](https://www.g2.com/sellers/singular)
- **Company Website:** www.singular.net
- **Year Founded:** 2014
- **HQ Location:** Palo Alto, California
- **Twitter:** @TweetSingular  
1,316 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0847141c79afc034c2203bfbfdb76877ac8c9bb6d16fbb1283fca2a504f4262b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3739623%2F&secure%5Burl_type%5D=linkedin_company_website)  
361 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** User Acquisition Manager, Marketing Manager
- **Top Industries:** Computer Games, Financial Services
- **Company Size:** 52% Medium, 26% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users highlight the **exceptional customer support** of Singular, noting quick responses and effective problem-solving.
- Users find Singular to be **easy to implement and user-friendly** , enhancing their campaign management experience significantly.
- Users find Singular's **support and customer service invaluable** , providing timely assistance and tailored solutions effectively.
- Users appreciate the **flexibility and customization** of Singular, enhancing their data analysis and decision-making processes.
- Users value the **clear and user-friendly reporting** capabilities of Singular, enhancing campaign management and support.

##### Cons

- Users note the **poor interface design** of Singular, finding some workflows and UI elements unintuitive and cumbersome.
- Users find the **UI lacking** , as it requires additional support and flexibility for a smoother experience.
- Users note the **limited sharing options** and struggle with accuracy in conversions, impacting trust in performance data.
- Users note **data limitations** like incomplete conversions and delayed reporting, impacting campaign optimization and trust in results.
- Users experience **limited attribution capabilities** with Singular, resulting in gaps and inaccuracies in performance analysis for campaigns.

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

**["Great Platform Backed by an Outstanding Team"](https://www.g2.com/survey_responses/singular-review-13176647)**

**Rating:** 5.0/5.0 stars

_— Santiago D._

[Read full review](https://www.g2.com/survey_responses/singular-review-13176647)

**["Singular Makes Cross-Channel Reporting and ROAS Tracking Fast and Easy"](https://www.g2.com/survey_responses/singular-review-12624145)**

**Rating:** 5.0/5.0 stars

_— Marko D._

[Read full review](https://www.g2.com/survey_responses/singular-review-12624145)

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

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

### [ILUM](https://www.g2.com/products/ilum-ilum/reviews)

Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineers, data engineers, data scientists, and analysts. It belongs to the Data Platform, Data Lakehouse, and Data Engineering software categories and supports flexible deployment across cloud, on-premise, and hybrid environments. Ilum enables technical teams to build, operate, and scale modern data infrastructure using open standards. It integrates tools for batch processing, stream processing, notebook-based exploration, workflow orchestration, and business intelligence, All In a Single Platform. Ilum supports modern open table formats like Delta Lake, Apache Iceberg, Apache Hudi, and Apache Paimon. It also offers native integration with Apache Spark and Trino for compute, with Apache Flink support currently in development. Key features include: - SQL Editor: Query Delta, Iceberg, Hudi, or Spark SQL with autocomplete, result previews, and metadata inspection. - Data Lineage & Catalog: Visualize data flow using OpenLineage and explore datasets through a searchable Data Catalog. - Notebook Integration: Use built-in Jupyter notebooks pre-wired to Spark, metadata, and your data environment for exploration or modeling. - Spark Job Management: Submit, monitor, and debug Spark jobs with integrated logs, metrics, scheduling, and a built-in Spark History Server. - Trino Support: Run federated queries across multiple data sources using Trino directly from within Ilum. - Declarative Pipelines: Define repeatable ETL and analytics pipelines, with dependency tracking and recovery logic. - Automatic ERD Diagrams: Instantly generate ER diagrams from schemas to aid in data understanding and onboarding. - ML Experimentation & Tracking: Includes MLflow for managing experiments, tracking parameters, metrics, and artifacts, fully integrated with notebooks and data pipelines to streamline model development workflows. - AI Integration & Deployment: Supports both classical ML and modern AI use cases, including GenAI workflows, vector search, and embedding-based applications. Models can be registered, versioned, and deployed for inference within declarative pipelines. - Built-in AI Agent Interface: Ilum integrates, providing a GPT-style interface to interact with your data, trigger pipelines, generate SQL, or explore metadata using natural language, bringing GenAI capabilities directly into your data platform. - BI Dashboards: Native support for Apache Superset, with JDBC integration for Tableau, Power BI, and other BI tools. Additional highlights: - Multi-Cluster Management: Connect multiple Spark or Kubernetes clusters to scale and isolate workloads. - Fine-Grained Access Control: LDAP, OAuth2, and Hydra integration for secure, role-based access. - Hybrid Ready: Designed to replace Databricks or Cloudera in environments where cloud adoption is partial, regulated, or not possible.

**Average Rating:** 4.9/5.0

**Total Reviews:** 23

#### How Do G2 Users Rate ILUM?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.1/10)
- **Automation:** 10.0/10 (Category avg: 9.0/10)
- **Scalability:** 10.0/10 (Category avg: 8.7/10)
- **Auditing:** 10.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind ILUM?

- **Seller:** [Ilum](https://www.g2.com/sellers/ilum)
- **Company Website:** ilum.cloud
- **Year Founded:** 2019
- **HQ Location:** Santa Fe, US
- **Twitter:** @IlumCloud  
19 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1fbd1d37d0b9f349ede11be8e26481a08073e5b7f53b306080db734d9789f8fb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Filum-cloud%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Telecommunications
- **Company Size:** 52% Large, 35% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of ILUM, enjoying seamless integration and a smooth workflow for managing data.
- Users value the **seamless integration** of ILUM with existing systems, enhancing efficiency in data management and analytics.
- Users appreciate the **seamless integrations** of ILUM, enhancing data management and analytics with a unified, efficient platform.
- Users value the **quick and seamless setup** of ILUM, appreciating its ease of integration and efficiency.
- Users appreciate the **easy integrations** of ILUM, smoothly fitting into existing systems without major rewrites.

##### Cons

- Users find the **complex setup** for advanced configurations of ILUM can be challenging for newcomers to navigate.
- Users find the **difficult setup** process of ILUM challenging, requiring significant effort and experimentation to optimize configurations.
- Users find the **learning curve steep** for advanced features in ILUM, requiring time to adapt and configure settings.
- Users note that **UI improvements** are needed for easier access to advanced settings and configurations in ILUM.
- Users find some aspects of ILUM's setup **complex and unintuitive** , requiring considerable effort to configure effectively.

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

**["From Hadoop to K8s with lower TCO"](https://www.g2.com/survey_responses/ilum-review-11862422)**

**Rating:** 5.0/5.0 stars

_— Mark D._

[Read full review](https://www.g2.com/survey_responses/ilum-review-11862422)

**["Seamless Integration and Unified Features for Advanced Users"](https://www.g2.com/survey_responses/ilum-review-11904273)**

**Rating:** 5.0/5.0 stars

_— Jan L._

[Read full review](https://www.g2.com/survey_responses/ilum-review-11904273)

### [Integrate.io](https://www.g2.com/products/integrate-io/reviews)

Integrate.io is a low-code data pipeline platform specializing in Operational ETL so companies can automate business processes and manual data preparation. Its four core use cases focus on: 1) File data preparation and B2B data sharing 2) Preparing and loading data to CRMs and ERPs such as Salesforce, NetSuite, and HubSpot 3) Powering data products with real-time database replication 4) Transforming and centralizing data to data warehouse for analytics

**Average Rating:** 4.3/5.0

**Total Reviews:** 211

#### How Do G2 Users Rate Integrate.io?

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.1/10)
- **Automation:** 9.1/10 (Category avg: 9.0/10)
- **Scalability:** 8.3/10 (Category avg: 8.7/10)
- **Auditing:** 7.8/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Integrate.io?

- **Seller:** [Integrate.io](https://www.g2.com/sellers/integrate-io)
- **Year Founded:** 2012
- **HQ Location:** San Francisco, CA
- **Twitter:** @Integrateio  
4,285 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8369032372bed5cba91755525547d3f9a4467f0fee9defec350caaa1108d9bee&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2709076%2F&secure%5Burl_type%5D=linkedin_company_website)  
28 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Engineer, Data Analyst
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 51% Medium, 32% Small

#### What Do G2 Reviewers Say About Integrate.io?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** and flexibility of Integrate.io, making it simple to manage diverse data workflows.
- Users value the **responsive and knowledgeable customer support** from Integrate.io, enhancing their overall experience with the platform.
- Users commend the **easy integrations** of Integrate.io, appreciating its seamless connection with diverse data sources.
- Users value the **automation features** of Integrate.io for its user-friendly design and seamless workflow scheduling.
- Users find the **easy setup** of Integrate.io intuitive, allowing quick onboarding and efficient data management for teams.

##### Cons

- Users note a **learning difficulty** with advanced transformations, requiring time and effort to fully leverage the tool.
- Users find the **limited integrations** with sources and features hinder flexibility and ease of use in complex setups.
- Users find **poor documentation** frustrating, particularly regarding API integration and complex transformation setups.
- Users highlight the need for **better API documentation** to enhance integration and overall usability of Integrate.io.
- Users need more **detailed API documentation** to improve integration and usage of Integrate.io's features effectively.

#### What Are Recent G2 Reviews of Integrate.io?

**["Finally stopped worrying about our data pipelines, and that's saying a lot"](https://www.g2.com/survey_responses/integrate-io-review-12398331)**

**Rating:** 5.0/5.0 stars

_— Abe D._

[Read full review](https://www.g2.com/survey_responses/integrate-io-review-12398331)

**["Effortless Setup, Intuitive Use, and Reliable Performance"](https://www.g2.com/survey_responses/integrate-io-review-12841374)**

**Rating:** 5.0/5.0 stars

_— Craig P._

[Read full review](https://www.g2.com/survey_responses/integrate-io-review-12841374)

#### What Are G2 Users Discussing About Integrate.io?

- [What is Integrate.io used for?](https://www.g2.com/discussions/what-is-integrate-io-used-for)

### [Coalesce](https://www.g2.com/products/coalesce-coalesce/reviews)

What is Coalesce? Coalesce is the only data transformation platform built for scale, governance, and the AI-driven future. The platform provides data teams with an intuitive yet powerful interface to build, document, and manage data transformations 10x faster, all while maintaining standards and governance. With the addition of Coalesce Catalog, customers can now unify data transformation and metadata in a single solution—enabling better discovery, trust, and collaboration across the business. Coalesce simplifies data transformations with a visual, code-driven developer experience that helps data experts build manageable data pipelines at scale. By boosting data team productivity by 10x+, Coalesce helps SQL users of all experience levels deliver data projects as efficiently as possible, turn raw data into meaningful insights and avoid creating tech debt. How does Coalesce work? Coalesce automates in-database transformations, giving developers the flexibility to code as they like using an easy-to-learn graphical user interface (GUI) and codify repetitive work as needed. Coalesce enables data teams to extend and scale their projects using customizable templates for frequently-used transformations and by automatically generating standardized, best-practice SQL. Why Coalesce? Transform your data into discoverable, well-documented assets that everyone can use and understand. Coalesce speeds up development in a standardized way, making it simpler and faster to build complex pipelines of any size. Deliver ready-to-use data from day one: Coalesce brings speed, structure, and control to the transformation layer. With built-in structure and repeatable logic, Coalesce lets teams spend less time on low-level tasks and more time making data accessible and trustworthy. Build pipelines with precision: Coalesce delivers a powerful low-code experience that generates clean, performant SQL behind the scenes. With visual workflows, reusable logic, and version tracking, teams can transform data consistently and at scale without getting bogged down in manual work. AI-ready from the start: Coalesce Copilot uses AI to streamline documentation and boost data quality. With auto-generated lineage and smart metadata built in, your data is always prepared for analytics, machine learning, and beyond. Govern as you go: Don’t let governance be an afterthought. Coalesce tightly integrates data cataloging and transformation, giving every pipeline the context, documentation, and oversight it needs. That means consistent, compliant data across any data platform you’re using. What Data Platforms does Coalesce support? Coalesce supports Snowflake, Databricks, Microsoft Fabric, and Google BigQuery. How much does Coalesce cost? Coalesce customizes licensing to fit your data team's development needs, ensuring you only pay for what you need. For more information, request a custom quote or contact our sales team. How do I know if Coalesce is the right data transformation solution for my company? Coalesce is designed to be easy to learn and empower a wide spectrum of skill sets, ranging from data engineers and architects to data scientists and analysts. By pairing an intuitive GUI with code-driven capabilities, Coalesce helps data teams get ramped up quickly and enables seasoned data professionals to get up to speed on projects in half the time, and maximize their impact by working more productively How secure is Coalesce? Coalesce never stores your data at rest, and data in motion is always encrypted. After pipelines are deployed to production, all data refreshes are performed entirely within your data platform, meaning data never leaves the data warehouse. What data warehousing methodologies does Coalesce support? Coalesce supports all data warehousing methodologies, including Data Vault 2.0. How do I get Started with Coalesce? You can start using Coalesce today by creating a free 14-day trial, or by launching Coalesce from within your Snowflake account with Snowflake Partner Connect.

**Average Rating:** 4.7/5.0

**Total Reviews:** 55

#### How Do G2 Users Rate Coalesce?

- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 9.1/10)
- **Automation:** 8.5/10 (Category avg: 9.0/10)
- **Scalability:** 8.6/10 (Category avg: 8.7/10)
- **Auditing:** 8.2/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Coalesce?

- **Seller:** [Coalesce](https://www.g2.com/sellers/coalesce)
- **Company Website:** coalesce.io
- **Year Founded:** 2020
- **HQ Location:** San Francisco, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8cad3d021ee68b3fe6029419b441f3415268c9bec4a8ae062757ce5b35d316cd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcoalesceio%2F&secure%5Burl_type%5D=linkedin_company_website)  
118 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 95% Medium, 26% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find Coalesce's **ease of use** exceptional, enabling quick adoption and effective utilization across various experience levels.
- Users appreciate the **automation features** of Coalesce, which greatly enhance efficiency in data transformations and scheduling.
- Users commend the **excellent customer support** from Coalesce, noting their attentiveness and responsiveness to user needs.
- Users find Coalesce to be **intuitive and user-friendly** , making it accessible for both technical and non-technical users.
- Users praise Coalesce for its **ease of use and seamless integration** with Snowflake, enhancing productivity and efficiency.

##### Cons

- Users struggle with **UI design issues** like navigation, sorting capabilities, and missing features that hinder usability.
- Users report **integration issues** with Coalesce.io, struggling especially with limitations in connecting to other tools.
- Users note a **steep learning curve** with Coalesce due to limited online resources for specific features.
- Users find the **limitations in ease of SQL transformation** and credential management cumbersome and time-consuming in Coalesce.
- Users feel the **poor documentation** hinders their ability to effectively utilize Coalesce features and best practices.

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

**["Coalesce Supercharges Data Warehousing with No‑Code Speed and Best Practices"](https://www.g2.com/survey_responses/coalesce-review-12256572)**

**Rating:** 5.0/5.0 stars

_— Nicholas M._

[Read full review](https://www.g2.com/survey_responses/coalesce-review-12256572)

**["Streamlined Data Warehousing"](https://www.g2.com/survey_responses/coalesce-review-12264947)**

**Rating:** 5.0/5.0 stars

_— Anthony P._

[Read full review](https://www.g2.com/survey_responses/coalesce-review-12264947)

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