# Best ETL Tools for Small Business - Page 2

## How Many ETL Tools Products Does G2 Track?

**Total Products under this Category:** 254

### Category Stats (Jul 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: July 31, 2026_

## How Does G2 Rank ETL Tools Products?

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

- 30 Analysts and Data Experts
- 19,300+ 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=23331&focus%5B%5D=10470&focus%5B%5D=989&focus%5B%5D=6073&focus%5B%5D=4136&focus%5B%5D=8076&focus%5B%5D=41374&focus%5B%5D=1243833)

Highlighted products: Celigo, Databricks, Alteryx, Google Cloud BigQuery, Skyvia, FME Platform, Maia, and 5X.

Underlying data: [Grid® JSON](https://www.g2.com/categories/etl-tools/grids.json?focus%5B%5D=celigo&focus%5B%5D=databricks&focus%5B%5D=alteryx&focus%5B%5D=google-cloud-bigquery&focus%5B%5D=skyvia&focus%5B%5D=fme-platform&focus%5B%5D=matillion-maia&focus%5B%5D=5x&segment=small-business)

**Sponsored**

### Adeptia

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.

[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=2026-07-31T21%3A29%3A02Z&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=18664&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%2Fsmall-business%3Fpage%3D2&secure%5Btoken%5D=30560b28962761e69a7844f3920f352ac39fd33ce0ed8cd18c5299eb4e125952&secure%5Burl%5D=https%3A%2F%2Fwww.adeptia.com%2Flp%2Fetl-integration-platform-demo%3Futm_source%3Dg2%26utm_medium%3Dbanner%26utm_campaign%3DETL&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

### [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?

**["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)

**["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)

#### 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)

### [Boomi Data Integration](https://www.g2.com/products/boomi-data-integration/reviews)

Rivery's SaaS platform provides a unified solution for ELT pipelines, workflow orchestration, and data operations. Achieve more with less and create the most efficient, scalable data stack for your organization. Some of Rivery's features and capabilities: - Completely Automated SaaS Platform: Get setup and start connecting data in the Rivery platform in just a few minutes with little to no maintenance required. - Unified Data Ingestion, Transformation, & Orchestration: 100% data source capability, insight-ready data with both SQL and Python transformations, and complete workflow automation. - 200+ Native Connectors: Instantly connect to applications, databases, file storage options, and data warehouses with our fully-managed and always up-to-date connectors, including BigQuery, Redshift, Shopify, Snowflake, Amazon S3, Firebolt, Databricks, Salesforce, MySQL, PostgreSQL, and Rest API to name just a few. - Python Support: Have a data source that requires custom code? With Rivery’s native Python support, you can pull data from any system, no matter how complex the need. - Change Data Capture/Data Replication: Rivery’s best-in-class CDC support provides an easy, reliable and fast solution for replicating data from a database to your data warehouse. - 1-Click Data Apps: With Rivery Kits, deploy complete, production-level workflow templates in minutes with data models, pipelines, transformations, table schemas, and orchestration logic already defined for you based on best practices. - Data Development Lifecycle Support: Separate walled-off environments for each stage of your development, from dev and staging to production, making it easier to move fast without breaking things. Get version control, API, & CLI included. - Data Operations: With Rivery, you get centralized logging & reporting, monitoring & alerts, and data quality as part of a robust data operations layer for your data pipelines. - Solution-Led Support: Consistently rated the best support by G2, receive engineering-led assistance from Rivery to facilitate all your data needs. - Data Security: Industry-leading security and enterprise-grade privacy standards are built into Rivery’s network, product, and policies.

**Average Rating:** 4.7/5.0

**Total Reviews:** 120

#### How Do G2 Users Rate Boomi Data Integration?

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.1/10)
- **Automation:** 9.5/10 (Category avg: 9.0/10)
- **Scalability:** 9.3/10 (Category avg: 8.7/10)
- **Auditing:** 8.8/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Boomi Data Integration?

- **Seller:** [Boomi](https://www.g2.com/sellers/boomi)
- **Year Founded:** 2000
- **HQ Location:** Conshohocken, PA
- **Twitter:** @boomi  
101,014 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=48e58db8d91e1da54d6b476d5f5c5a2d98aab91fa1d98184cfcc08cb78bcfd9d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fboomi-inc%2F&secure%5Burl_type%5D=linkedin_company_website)  
3,024 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 42% Medium, 36% Small

#### What Do G2 Reviewers Say About Boomi Data Integration?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **user-friendly interface** of Boomi Data Integration, making it easy to learn and implement.
- Users commend the **excellent customer support** of Boomi Data Integration, enhancing their implementation and overall experience.
- Users value the **wide range of connectors** in Boomi Data Integration, simplifying data connection and reporting across platforms.
- Users value the **automation capabilities** of Boomi Data Integration, significantly enhancing their ETL processes and workflow efficiency.
- Users appreciate the **ease of implementation** with Boomi Data Integration, highlighting user-friendliness and excellent support during setup.

##### Cons

- Users face **data limitations** with Boomi Data Integration, often lacking necessary fields and documentation when connecting to sources.
- Users often face **information deficiency** due to missing documentation and unavailable fields, complicating their data integration efforts.
- Users experience **insufficient information** when connecting to data sources, leading to challenges in accessing necessary fields.
- Users find Boomi Data Integration **lacking features** , often facing missing documentation and unavailable report fields during data connections.
- Users find the **limited features** of Boomi Data Integration frustrating, as necessary fields in reports may be unavailable.

#### What Are Recent G2 Reviews of Boomi Data Integration?

**["Actual review of ELT Tool Rivery"](https://www.g2.com/survey_responses/boomi-data-integration-review-10179408)**

**Rating:** 5.0/5.0 stars

_— Amit K._

[Read full review](https://www.g2.com/survey_responses/boomi-data-integration-review-10179408)

**["Boomi Data Integration: Fast, Reliable Integrations at Scale"](https://www.g2.com/survey_responses/boomi-data-integration-review-12546768)**

**Rating:** 5.0/5.0 stars

_— Takkellapati S._

[Read full review](https://www.g2.com/survey_responses/boomi-data-integration-review-12546768)

#### What Are G2 Users Discussing About Boomi Data Integration?

- [What advice do you have for others considering Rivery for data integration and pipeline management?](https://www.g2.com/discussions/what-advice-do-you-have-for-others-considering-rivery-for-data-integration-and-pipeline-management)
- [What is the use of Rivery?](https://www.g2.com/discussions/what-is-the-use-of-rivery) - 2 comments
- [How much does Rivery cost?](https://www.g2.com/discussions/how-much-does-rivery-cost) - 1 comment
- [What does Rivery do?](https://www.g2.com/discussions/what-does-rivery-do) - 1 comment

### [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)

### [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:** 287

#### 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)  
233 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

### [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)

### [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:** 102

#### How Do G2 Users Rate KNIME?

- **Has the product been a good partner in doing business?:** 8.5/10 (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)  
244 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Higher Education
- **Company Size:** 42% Large, 33% 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?

**["KNIME’s Visual Workflows - One of the best tool for Auditing, Accounting & Finance Professionals"](https://www.g2.com/survey_responses/knime-review-12976842)**

**Rating:** 5.0/5.0 stars

_— Charm M._

[Read full review](https://www.g2.com/survey_responses/knime-review-12976842)

**["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)  
79 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)

### [Workato](https://www.g2.com/es/products/workato/reviews)

Workato es el iPaaS mejor valorado y el líder en MCP Empresarial: la plataforma en la que las empresas confían para unificar integración, automatización e IA en un entorno seguro y nativo en la nube. Con la confianza de más de 12,000 clientes, incluyendo la mitad de las empresas Fortune 500, Workato conecta cada sistema, proceso y fuente de datos con más de 14,000 conectores preconstruidos. Lo que distingue a Workato: MCP Empresarial convierte procesos empresariales probados en habilidades gobernadas y listas para agentes que cualquier agente de IA — Claude, ChatGPT, Cursor o personalizado — puede ejecutar de manera segura y predecible. No se requiere reemplazo total. Ya sea modernizando integraciones heredadas o implementando IA agentiva a gran escala, Workato ofrece la orquestación, gobernanza y confianza necesarias en la empresa.

**Average Rating:** 4.7/5.0

**Total Reviews:** 749

#### How Do G2 Users Rate Workato?

- **¿Ha sido the product un buen socio para hacer negocios?:** 9.4/10 (Category avg: 9.1/10)
- **Automatización:** 9.2/10 (Category avg: 9.0/10)
- **Escalabilidad:** 9.0/10 (Category avg: 8.7/10)
- **Auditoría:** 8.3/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Workato?

- **Vendedor:** [Workato](https://www.g2.com/es/sellers/workato)
- **Sitio web de la empresa:** www.workato.com
- **Año de fundación:** 2013
- **Ubicación de la sede:** Mountain View, California
- **Twitter:** @Workato  
3,641 seguidores en Twitter
- **Página de LinkedIn®:** [www.linkedin.com](https://www.g2.com/es/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=229b7e77382a8d2c3a0aeebe68dfc2316ea2caa6dd5d95ed0ee0d08884e6fc88&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3675685&secure%5Burl_type%5D=linkedin_company_website)  
1,401 empleados en LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Ingeniero de software, Ingeniero de Software Senior
- **Top Industries:** Software de Computadora, Tecnología de la información y servicios
- **Company Size:** 43% Medium, 33% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Los usuarios encuentran que Workato es **fácil de usar y eficiente** , permitiendo una automatización sencilla sin necesidad de conocimientos técnicos.
- A los usuarios les encantan las **integraciones fáciles** que ofrece Workato, haciendo que la automatización entre herramientas sea simple y eficiente.
- Los usuarios valoran la **facilidad de las integraciones** con Workato, apreciando su interfaz fácil de usar y sus extensos conectores preconstruidos.
- Los usuarios aprecian el **diseño fácil de usar y las capacidades de automatización** de Workato, mejorando la productividad y simplificando flujos de trabajo complejos.
- A los usuarios les encanta la **facilidad de automatización** en Workato, ahorrando horas al integrar sin esfuerzo varias herramientas y sistemas.

##### Cons

- Los usuarios encuentran la **complejidad** de Workato abrumadora, especialmente en lo que respecta a la terminología y las estructuras de precios que confunden a los recién llegados.
- Los usuarios encuentran la **curva de aprendizaje empinada** , con flujos de trabajo complejos y una incorporación abrumadora que complica el uso inicial.
- Los usuarios expresan frustración por las **limitaciones de datos** en Workato, lo que dificulta el envío de correos electrónicos y la transferencia de archivos para tareas más grandes.
- Los usuarios encuentran la **biblioteca de aplicaciones limitada** de Workato restrictiva, requiriendo configuración manual para integraciones menos comunes.
- Los usuarios enfrentan una **curva de aprendizaje pronunciada** con Workato, encontrando la incorporación y la configuración inicial bastante abrumadoras y complejas.

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

**["Workato nos ayuda a construir integraciones complejas a una velocidad vertiginosa."](https://www.g2.com/es/survey_responses/workato-review-10305521)**

**Rating:** 5.0/5.0 stars

_— Sreenath B._

[Read full review](https://www.g2.com/es/survey_responses/workato-review-10305521)

**["La plataforma que creció con nosotros"](https://www.g2.com/es/survey_responses/workato-review-12941177)**

**Rating:** 5.0/5.0 stars

_— Anshu b._

[Read full review](https://www.g2.com/es/survey_responses/workato-review-12941177)

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

- [What does Workato do?](https://www.g2.com/es/discussions/what-does-workato-do)
- [¿Cuánto cuesta Workato?](https://www.g2.com/es/discussions/how-much-does-workato-cost) - 1 comment
- [¿Qué es una receta de Workato?](https://www.g2.com/es/discussions/what-is-a-workato-recipe) - 3 comments
- [What is Workato used for?](https://www.g2.com/es/discussions/what-is-workato-used-for)

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

hotglue is a developer-first embedded iPaaS founded by engineers to help B2B SaaS companies like Chargebee, Instructure, and SpotOn offer integrations in their product with other platforms. Based out of Washington DC, our team focuses on providing robust integration solutions that developers actually want to use. Our platform offers pre-built connectors to hundreds of SaaS applications (like Salesforce, NetSuite, Quickbooks, and more) while maintaining code-level control, custom transformations, and complete white-labeling capabilities. We handle the authentication, infrastructure, and connection UI while giving developers the flexibility they need. hotglue transforms integrations from engineering challenges into sales advantages for early-stage B2B SaaS companies. We enable teams to rapidly deploy customer-facing integrations that feel native to your product, helping close deals faster with significantly less engineering effort.

**Average Rating:** 4.9/5.0

**Total Reviews:** 41

#### How Do G2 Users Rate hotglue?

- **Has the product been a good partner in doing business?:** 9.9/10 (Category avg: 9.1/10)
- **Automation:** 9.9/10 (Category avg: 9.0/10)
- **Scalability:** 9.9/10 (Category avg: 8.7/10)
- **Auditing:** 8.5/10 (Category avg: 8.1/10)

#### Who Is the Company Behind hotglue?

- **Seller:** [hotglue](https://www.g2.com/sellers/hotglue)
- **Company Website:** hotglue.com
- **Year Founded:** 2019
- **HQ Location:** Washington , US
- **Twitter:** @hotgluexyz  
119 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c4c64cc9aae0722718425806d221330832c410890103a79106425e1cae667808&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhotglue%2F&secure%5Burl_type%5D=linkedin_company_website)  
20 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CTO
- **Top Industries:** Computer Software
- **Company Size:** 78% Small, 17% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **speed and ease of integration** with Hotglue, enhancing their operational efficiency and customer offerings.
- Users value the **customizable integrations** of Hotglue, enabling seamless connections and diverse customer engagement without delays.
- Users value the **responsive customer support** from Hotglue, enhancing overall satisfaction and troubleshooting efficiency.
- Users value the **easy integrations** of Hotglue, enabling efficient setups and diverse connections with various systems.
- Users find the **implementation ease** of Hotglue impressive, allowing quick setup with minimal technical knowledge required.

##### Cons

- Users find **difficult configuration** of Hotglue challenging, though support is available to help navigate complexities.
- Users find the **poor documentation** challenging, particularly with advanced configurations that require support assistance.
- Users find the **initial setup complex** , but appreciate the outstanding support for navigating the platform’s features.
- Users find that managing **complex workflows** in Hotglue can be overwhelming, suggesting the need for more guided options.
- Users find the **complex onboarding** process overwhelming, suggesting guided workflows to enhance the experience with Hotglue.

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

**["Hotglue: An Incredible Partner for Integrations"](https://www.g2.com/survey_responses/hotglue-review-13098993)**

**Rating:** 5.0/5.0 stars

_— Jordan S._

[Read full review](https://www.g2.com/survey_responses/hotglue-review-13098993)

**["Hotglue’s Responsive Team Delivered a Fast, Cost-Effective Mailchimp Integration"](https://www.g2.com/survey_responses/hotglue-review-13105183)**

**Rating:** 5.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/hotglue-review-13105183)

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

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

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

Airbyte is an open-source data integration and context layer platform for AI agents that allows companies to unite the data from hundreds of different applications, databases, and APIs. Airbyte can help companies move their data from one location to another automatically. Additionally, Airbyte agents can provide AI agents with the context that they require to complete specific tasks. It helps agents access, search, understand, and act on business data across hundred of tools.

**Average Rating:** 4.4/5.0

**Total Reviews:** 77

#### How Do G2 Users Rate Airbyte?

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 9.1/10)
- **Automation:** 8.7/10 (Category avg: 9.0/10)
- **Scalability:** 8.4/10 (Category avg: 8.7/10)
- **Auditing:** 7.7/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Airbyte?

- **Seller:** [Airbyte](https://www.g2.com/sellers/airbyte)
- **Year Founded:** 2020
- **HQ Location:** San Francisco, US
- **Twitter:** @airbytehq  
14,219 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a51e420b2c228baacda02205371cfd78f4366e972aa26e7d097a8d4dcd561738&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F64265083&secure%5Burl_type%5D=linkedin_company_website)  
120 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Financial Services
- **Company Size:** 56% Small, 35% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users highlight the **intuitive UI** of Airbyte, enabling quick deployment of data pipelines without coding.
- Users appreciate the **abundant connectors** in Airbyte, simplifying integration with various sources and destinations.
- Users praise the **user-friendly interface** of Airbyte, making ELT pipeline creation simple and accessible for all levels.
- Users find the **setup ease** of Airbyte impressive, enabling quick and straightforward configuration of data pipelines.
- Users love the **quick setup** of Airbyte, allowing for fast and easy deployment of data pipelines.

##### Cons

- Users often face **poor documentation** , leading to frustrations with debugging and navigating less common connectors.
- Users find the **difficult setup** of Airbyte requires extra help and time investment, impacting initial usage experience.
- Users experience **opaque error messages** that complicate troubleshooting and hinder the overall effectiveness of Airbyte.
- Users find Airbyte to be **expensive** , especially for small companies handling large datasets, impacting overall value.
- Users report **limited connectors** , which can hinder their experience and require workarounds for compatibility issues.

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

**["Powerful CDC, Scheduler with Seamless Integration"](https://www.g2.com/survey_responses/airbyte-review-12521450)**

**Rating:** 4.0/5.0 stars

_— Eugenio C._

[Read full review](https://www.g2.com/survey_responses/airbyte-review-12521450)

**["Secure and Versatile with Easy Setup"](https://www.g2.com/survey_responses/airbyte-review-13058334)**

**Rating:** 4.0/5.0 stars

_— Muhammad A._

[Read full review](https://www.g2.com/survey_responses/airbyte-review-13058334)

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

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

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

Polytomic is a unified data movement platform that makes it easy for teams to keep all their systems in sync—data warehouses, operational databases, and SaaS applications. It supports ETL, Reverse ETL, and bi-directional sync, helping teams ensure that tools like Snowflake, Postgres, MongoDB, Salesforce, HubSpot, NetSuite, and internal apps are always aligned in real time. With Polytomic, you can: Sync from Warehouse → SaaS: Push modeled analytics into CRMs and marketing platforms. Sync from SaaS → Warehouse: Bring back usage data, leads, tickets, and revenue for analytics. Enable true two-way sync: Keep both sides current when systems need to stay fully aligned. Data teams get SQL support, logging, monitoring, and Infrastructure-as-Code. RevOps, Marketing, and Customer Success teams can configure syncs with a no-code UI—no engineering tickets required. Polytomic is built to scale with large datasets, supports Change Data Capture (CDC) for high-volume databases, and can run self-hosted for organizations with strict compliance needs. Why teams switch to Polytomic: Combines ETL, Reverse ETL, and CDC in a single platform—no multi-tool pipelines. Real bi-directional sync keeps critical systems aligned. CDC reduces load, making updates fast and cost-efficient. Self-hosted option for full data control. Fast connector velocity and responsive engineering support. Polytomic gives organizations a single, reliable way to move, sync, and manage data—so teams can trust their systems, act on insights faster, and focus on growth rather than manual pipelines.

**Average Rating:** 4.8/5.0

**Total Reviews:** 48

#### How Do G2 Users Rate Polytomic?

- **Has the product been a good partner in doing business?:** 9.9/10 (Category avg: 9.1/10)
- **Automation:** 9.5/10 (Category avg: 9.0/10)
- **Scalability:** 9.2/10 (Category avg: 8.7/10)
- **Auditing:** 8.8/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Polytomic?

- **Seller:** [Polytomic](https://www.g2.com/sellers/polytomic)
- **Company Website:** www.polytomic.com
- **Year Founded:** 2019
- **HQ Location:** San Francisco, California
- **Twitter:** @polytomic  
87 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cde0f69d4af92d53b0ed6219683e52149f1ff7706362774d8d1f25058aeec7f1&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpolytomic%2F&secure%5Burl_type%5D=linkedin_company_website)  
11 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Financial Services
- **Company Size:** 54% Medium, 44% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users highly value the **fantastic customer support** of Polytomic, noting responsiveness and proactive assistance as key benefits.
- Users value the **easy integrations** of Polytomic, appreciating its responsive team and seamless setup process.
- Users commend Polytomic for its **efficient data synchronization** , streamlined operations, and exceptional customer support experience.
- Users highlight the **exceptional automation capabilities** of Polytomic, enhancing their data synchronization and operational efficiency.
- Users value the **effective data synchronization** capabilities of Polytomic, greatly enhancing their integration processes across platforms.

##### Cons

- Users have faced **bug issues** , but the team responds quickly and effectively to resolve them.
- Users desire **more customizable error alerting** in Polytomic, despite good overall support for issues encountered.
- Users find the **limited connectors** of Polytomic restricts functionality, forcing reliance on additional tools for integration.
- Users note occasional **software bugs** that can complicate implementation, but the support team promptly addresses these issues.
- Users note the **data limitations** of Polytomic, particularly in syncing with larger Airtable bases effectively.

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

**["Robust, straightforward, and backed by a solid team"](https://www.g2.com/survey_responses/polytomic-review-11696179)**

**Rating:** 5.0/5.0 stars

_— Arash T._

[Read full review](https://www.g2.com/survey_responses/polytomic-review-11696179)

**["Polytomic’s Everywhere-to-Everywhere Syncing Keeps Our Data Stack Simple and Lean"](https://www.g2.com/survey_responses/polytomic-review-13038783)**

**Rating:** 5.0/5.0 stars

_— Verified User in Commercial Real Estate_

[Read full review](https://www.g2.com/survey_responses/polytomic-review-13038783)

### [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:** 561

#### 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

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

dbt is a transformation workflow that lets data teams quickly and collaboratively deploy analytics code following software engineering best practices like modularity, portability, CI/CD, and documentation. Now anyone who knows SQL can build production-grade data pipelines.

**Average Rating:** 4.7/5.0

**Total Reviews:** 208

#### How Do G2 Users Rate dbt?

- **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 9.1/10)
- **Automation:** 9.4/10 (Category avg: 9.0/10)
- **Scalability:** 9.2/10 (Category avg: 8.7/10)
- **Auditing:** 8.3/10 (Category avg: 8.1/10)

#### Who Is the Company Behind dbt?

- **Seller:** [dbt Labs](https://www.g2.com/sellers/dbt-labs)
- **Year Founded:** 2016
- **HQ Location:** Philadelphia, US
- **Twitter:** @getdbt  
14,792 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2528ac46bc91e3acc7ad9e4f602bdecf43b7a29cef8c7a88fcb0b299043e4e1a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdbtlabs%2F&secure%5Burl_type%5D=linkedin_company_website)  
874 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Engineer, Analytics Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 56% Medium, 27% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **ease of use** of dbt, thanks to its clear structure, intuitive documentation, and seamless integration.
- Users value dbt for its **integration of software engineering best practices** , enhancing maintainability and collaboration in SQL transformations.
- Users value the **automation** features of dbt, significantly enhancing SQL code maintainability and transforming data workflows.
- Users value the **transformative power** of dbt, efficiently organizing and modeling data for actionable insights.
- Users value dbt for its **high data quality** , ensuring integrity and enhancing analytics workflows through modularization and documentation.

##### Cons

- Users face challenges with **limited functionality** in dbt due to rigid models and debugging difficulties, affecting project progress.
- Users often face **dependency issues** with dbt, leading to time-consuming troubleshooting and disruption in workflows.
- Users find the **steep learning curve** of mastering concepts like Jinja and Git to be quite challenging.
- Users struggle with **unhelpful error messages** in dbt, making troubleshooting difficult and frustrating.
- Users face **confusing error reporting** that complicates troubleshooting and hinders quick identification of issues.

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

**["Simple SQL-Driven Materializations with Powerful Lineage"](https://www.g2.com/survey_responses/dbt-review-12985641)**

**Rating:** 5.0/5.0 stars

_— Anish G._

[Read full review](https://www.g2.com/survey_responses/dbt-review-12985641)

**["dbt Streamlines Data Pipelines with Powerful Incremental and SCD2 Features"](https://www.g2.com/survey_responses/dbt-review-12712114)**

**Rating:** 5.0/5.0 stars

_— Hithesh P._

[Read full review](https://www.g2.com/survey_responses/dbt-review-12712114)

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

- [What is DBT data Modelling?](https://www.g2.com/discussions/what-is-dbt-data-modelling) - 2 comments
- [What is DBT technology?](https://www.g2.com/discussions/what-is-dbt-technology) - 2 comments
- [What is DBT database tool?](https://www.g2.com/discussions/what-is-dbt-database-tool) - 1 comment
- [What is DBT tool used for?](https://www.g2.com/discussions/what-is-dbt-tool-used-for) - 2 comments

### [Improvado](https://www.g2.com/products/improvado-improvado/reviews)

Improvado is an AI-powered marketing intelligence platform that enables marketing and analytics teams to unlock the full potential of their data for impactful business decisions. Designed for medium to large enterprises and agencies, Improvado seamlessly integrates, simplifies, governs, and attributes complex data from various sources, delivering a unified view of marketing ROI and performance. If you're looking to quickly transform your diverse marketing data into clear, actionable insights, Improvado has you covered.

**Average Rating:** 4.4/5.0

**Total Reviews:** 78

#### How Do G2 Users Rate Improvado?

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.1/10)
- **Automation:** 7.5/10 (Category avg: 9.0/10)
- **Scalability:** 7.6/10 (Category avg: 8.7/10)
- **Auditing:** 7.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Improvado?

- **Seller:** [Improvado](https://www.g2.com/sellers/improvado-10b489f4-4eea-449a-884a-b3ff7a619ad0)
- **Year Founded:** 2015
- **HQ Location:** San Diego, US
- **Twitter:** @improvadoio  
729 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ff1e7bbd92e54e615b6023092501d970531184edb632a46256a8fcf41c87c8fd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F11037222%2F&secure%5Burl_type%5D=linkedin_company_website)  
97 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Marketing and Advertising, Hospital & Health Care
- **Company Size:** 49% Medium, 36% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **timely and effective customer support** from Improvado, making onboarding and issue resolution easy.
- Users value the **powerful support** from the Improvado team, ensuring easy setup and timely assistance.
- Users value the **responsive support** from Improvado, praising the timely assistance and effective ticket system.
- Users find the **ease of implementation** with Improvado exceptional, enabling quick setups and efficient onboarding.
- Users appreciate the **easy setup** of Improvado, facilitating quick onboarding and effortless data connection monitoring.

##### Cons

- Users find the **steep learning curve** challenging, often requiring technical expertise to utilize Improvado effectively.
- Users express concerns about **API limitations** , highlighting inconsistent data delivery and lack of reporting for extractions.
- Users find the **heavy technology lift** required for Improvado complicates setup and usability, impacting data quality and reports.
- Users experience a **complex setup** , often struggling with data quality and technology requirements to utilize Improvado effectively.
- Users find **aligning data and adjusting widgets** to be somewhat challenging, impacting their overall usability experience.

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

**["Improvado has been a game-changer for our Marketing team!"](https://www.g2.com/survey_responses/improvado-review-10028587)**

**Rating:** 5.0/5.0 stars

_— Sid G._

[Read full review](https://www.g2.com/survey_responses/improvado-review-10028587)

**["Fine experience and would recommend"](https://www.g2.com/survey_responses/improvado-review-11028625)**

**Rating:** 5.0/5.0 stars

_— Verified User in Marketing and Advertising_

[Read full review](https://www.g2.com/survey_responses/improvado-review-11028625)

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

- [How much does marketing analytics cost?](https://www.g2.com/discussions/how-much-does-marketing-analytics-cost)
- [What are market analysis tools?](https://www.g2.com/discussions/what-are-market-analysis-tools)
- [What are digital marketing analytics tools?](https://www.g2.com/discussions/what-are-digital-marketing-analytics-tools)
- [What is marketing analytics software used for?](https://www.g2.com/discussions/what-is-marketing-analytics-software-used-for)

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Similar Categories

- [Big Data Integration Platforms](/categories/big-data-integration-platforms)
- [Cloud Migration](/categories/cloud-migration)
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- [Enterprise Service Bus (ESB)](/categories/enterprise-service-bus-esb)
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- [Reverse ETL](/categories/reverse-etl)

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[Browse ETL Tools Themes](/categories/etl-tools/themes)

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

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

Updated 

Products classified in the overall ETL Tools category are similar in many regards and help companies of all sizes solve their business problems. However, small business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Small Business ETL Tools to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Small Business ETL Tools category.

In addition to qualifying for inclusion in the ETL Tools category, to qualify for inclusion in the Small Business ETL Tools category, a product must have at least 10 reviews left by a reviewer from a small business.

Show More

* * *

## How Do You Choose the Right ETL Tools?

### What You Should Know About ETL Tools

### ETL software buying insights at a glance

Organizations today manage data across multiple applications, databases, and cloud environments. [ETL tools](https://www.g2.com/categories/etl-tools) help teams extract, transform, and load that data into centralized systems where it can be analyzed and used for reporting or operational decision-making. As companies adopt [cloud data warehouses](https://www.g2.com/categories/data-warehouse) and modern analytics stacks, these solutions play an important role in keeping data pipelines reliable and consistent. 

The best ETL tools help organizations reduce manual scripting, maintain consistent data pipelines, and support large volumes of data across multiple integrations. As data environments grow more complex, ETL providers increasingly focus on simplifying integrations and enabling faster access to analytics-ready data.

Common use cases focus on simplifying how data moves and gets prepared across systems. Teams use these tools to automate pipelines between SaaS apps, databases, and warehouses, consolidate data for unified reporting, and transform raw inputs into analytics-ready datasets for [BI tools](https://www.g2.com/categories/business-intelligence). They also help maintain consistent, reliable data flows across distributed environments, supporting cloud data warehouses and modern analytics platforms.

Pricing varies across the category depending on the number of integrations, pipeline volume, and transformation complexity. Many vendors use usage-based pricing models tied to data volume or connectors. Entry-level plans often support smaller teams or limited pipelines, while enterprise deployments add advanced monitoring, governance, and scalability capabilities.

### Top 5 FAQs from software buyers

- How do ETL tools support modern data stacks and cloud-based data architectures?
- How well do ETL platforms integrate with cloud data warehouses like BigQuery, Snowflake, or Redshift?
- Which ETL tools simplify pipeline management and reduce maintenance overhead for data teams?
- What level of scalability and performance do ETL solutions provide for large-scale data pipelines?
- Which ETL providers offer the broadest integration support across SaaS applications, databases, and APIs?

G2’s top-rated ETL tools, based on verified reviews, include [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews), [Databricks](https://www.g2.com/products/databricks/reviews), [Domo](https://www.g2.com/products/domo/reviews), [Workato](https://www.g2.com/products/workato/reviews), and [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews).

### What are the top-reviewed ETL Tools on G2?

[**Google Cloud BigQuery**](https://www.g2.com/products/google-cloud-bigquery/reviews)

- Number of Reviews: 324
- Satisfaction: 98
- Market Score: 99
- G2 Score: 98

[**Databricks**](https://www.g2.com/products/databricks/reviews)

- Number of Reviews: 279
- Satisfaction: 100
- Market Score: 81
- G2 Score: 90

[**Domo**](https://www.g2.com/products/domo/reviews)

- Number of Reviews: 380
- Satisfaction: 88
- Market Score: 73
- G2 Score: 80

[**Workato**](https://www.g2.com/products/workato/reviews)

- Number of Reviews: 224
- Satisfaction: 94
- Market Score: 62
- G2 Score: 78

[**SnapLogic Intelligent Integration Platform (IIP)**](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews)

- Number of Reviews: 172
- Satisfaction: 94
- Market Score: 60
- G2 Score: 77

**Satisfaction** reflects user-reported ratings, including ease of use, support, and feature fit. ([Source 2](https://www.g2.com/reports))

**Market Presence** scores combine review and external signals that indicate market momentum and footprint. ([Source 2](https://www.g2.com/reports))

**G2 Score** is a weighted composite of Satisfaction and Market Presence. ([Source 2](https://www.g2.com/reports))

Learn how G2 scores products. ([Source 1](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5vlk6s*_gcl_au*MTAwMzU5MzUxLjE3NjM0MTg0NzYuNjY0NTIxMTY0LjE3NjQ2MTc0NzcuMTc2NDYxNzQ3Nw..*_ga*NzY1MDU0NjE3LjE3NjM0NzQ3ODM.*_ga_MFZ5NDXZ5F*czE3NjYwODk1MTMkbzY3JGcxJHQxNzY2MDkyMjQyJGo1NyRsMCRoMA..))

### What I Often See in ETL Tools

#### Feedback Pros: What Users Consistently Appreciate

• **Visual pipeline builders simplify complex multi-source data integrations**

_“I love how the SnapLogic Intelligent Integration Platform (IIP) makes building integrations so easy with its AI-powered and low-code interface, which significantly streamlines design and maintenance for both technical and non-technical users. This platform guides the pipeline design and reduces the manual effort, aligning with its AI-driven workflow approach, and it has been instrumental in helping me automate workflows, improve data flow efficiency, and reduce the integration effort significantly. The initial setup was very easy because it's a cloud-based, self-service platform that minimizes installation effort and helps teams get started quickly. I highly recommend SnapLogic IIP for organizations looking to modernize and accelerate their integration strategy, and I would rate it a 9 for its ease of use.”_

- [Sanket N.](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews/snaplogic-intelligent-integration-platform-iip-review-12380685), SnapLogic Intelligent Integration Platform (IIP) review

• **Extensive connectors enable fast integration across SaaS and databases**

_“We use this every day as a vital part of an integration between our website and database. Easy to use with a number of different integrations available at your fingertips. Assistance was always an email away.”_

- [Nick E.](https://www.g2.com/products/skyvia/reviews/skyvia-review-12443772), Skyvia review

• **Automation capabilities reduce manual pipeline maintenance and data preparation**

_“Workato is an excellent tool for automating tasks and improving processes. What I find truly impressive is that we no longer have to rely on our ERP vendor for new features or automations; instead, we can handle everything ourselves using Workato. Personally, I have implemented numerous enhancements that have greatly benefited the Finance team, resulting in an estimated annual savings of around 1,000 hours. Also tool is so easy to use that you do not need to have any technical knowledge.”_

- [Manvitha K.](https://www.g2.com/products/workato/reviews/workato-review-12106615), Workato review

#### Cons: Where Many Platforms Fall Short

• **Advanced transformations require deeper technical knowledge and configuration**

_“Some advanced use cases require a deeper technical understanding, especially when building custom flows, handling edge cases, or working with complex APIs. The UI can feel overwhelming for new users, and debugging large integrations could be improved with more developer-style tooling. Pricing can also be a consideration for smaller organizations compared to lightweight automation tools.”_

- [Nuri Vladimir E.](https://www.g2.com/products/celigo/reviews/celigo-review-12356472), Celigo review

• **Limited debugging visibility when pipelines fail during complex workloads**

_“Debugging and troubleshooting pipelines can sometimes be difficult. Error messages are not always very detailed, which can slow down the process of identifying issues. The UI is helpful, but complex pipelines can become harder to manage and visualize as they grow. Additionally, monitoring and cost tracking for large workloads requires careful attention, as pipeline executions and data movement activities can accumulate costs quickly.”_

- [Alan R.](https://www.g2.com/products/azure-data-factory/reviews/azure-data-factory-review-12454264), Azure Data Factory

• **Scaling integrations or data volume increases operational management complexity**

_“The pricing model can become expensive for large-scale queries without proper optimization and cost monitoring. The learning curve for advanced features and query optimization techniques requires time investment. Limited support for certain data types and occasional complexity in debugging nested queries could be improved for a better developer experience.”_

- [Alok K.](https://www.g2.com/products/google-cloud-bigquery/reviews/google-cloud-bigquery-review-12237841), Google Cloud BigQuery review

### My Expert Takeaway on ETL Tools in 2026

Looking across the review data, ETL solutions receive consistently strong sentiment, with an average rating of **4.61/5 stars and a 9.22/10 likelihood to recommend**. That tells me most teams see clear value once their pipelines are operational. ETL tools have quietly become core infrastructure for modern data environments, especially as organizations connect more SaaS applications, warehouses, and analytics systems.

What I notice most in the reviews is that teams rarely evaluate ETL platforms only on integrations. Instead, reliability and automation come up repeatedly. Users want pipelines that run consistently without constant monitoring or manual fixes. When pipelines break or debugging becomes difficult, it quickly impacts reporting workflows and downstream analytics.

Another pattern I see is that successful teams treat ETL software as shared infrastructure rather than an isolated engineering tool. Data engineers may design pipelines, but analysts and operations teams often rely on them daily. Platforms that simplify pipeline visibility, monitoring, and maintenance tend to make collaboration easier across teams.

Industry usage patterns also suggest that organizations with growing data environments benefit the most from mature ETL workflows. For buyers evaluating the best ETL tools, the biggest differentiator often comes down to how well a platform keeps pipelines stable and manageable as data complexity grows.

### ETL Tools FAQs

#### What are the best free ETL tools for developers?

Many platforms offer open-source components, limited free tiers, or trial versions that developers use to build and test pipelines.

Common options include:

- [dbt](https://www.g2.com/products/dbt/reviews) **:** An open-source framework used by data teams to transform and model data directly inside data warehouses.
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews): Offers a limited free usage tier that allows developers to run queries and build data pipelines at small scale.
- [AWS Glue](https://www.g2.com/products/aws-glue/reviews): A serverless data integration service commonly used for large-scale pipelines, typically accessed through free trial credits or limited testing environments.

Developers often use these tools to prototype data pipelines before scaling to production workloads.

#### What are the best no-code or low-code ETL tools?

No-code and low-code ETL tools simplify pipeline creation through visual workflows and prebuilt integrations.

Examples include:

- [Workato](https://www.g2.com/products/workato/reviews): Known for its automation platform and extensive connector ecosystem that simplifies integration workflows.
- [SnapLogic](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews): Uses a visual interface and prebuilt connectors to help teams design data pipelines without heavy coding.
- [Alteryx](https://www.g2.com/products/alteryx/reviews): Offers a drag-and-drop workflow builder designed for analysts working with data preparation and transformation.

These platforms allow data teams to manage pipelines without relying heavily on engineering resources.

#### Which ETL services offer strong security features?

Organizations handling sensitive data often prioritize ETL tools that offer strong governance, access controls, and compliance capabilities.

Platforms commonly used in secure environments include:

- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews): Integrates with Microsoft’s identity and security framework for controlled data pipelines.
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews): Supports secure data processing with built-in encryption and governance capabilities.
- [AWS Glue](https://www.g2.com/products/aws-glue/reviews): Provides role-based access controls and integration with AWS security services.

These platforms help organizations maintain secure data movement across complex environments.

#### What’s the leading ETL app for big data analysis?

For large-scale analytics workloads, organizations often use ETL tools that integrate directly with modern data platforms.

Common choices include:

- [Databricks](https://www.g2.com/products/databricks/reviews): Designed for large-scale data engineering, analytics, and machine learning pipelines.
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews): Enables large-scale data processing and analytics within a cloud data warehouse environment.
- [Fivetran](https://www.g2.com/products/fivetran/reviews): Automates high-volume data ingestion into cloud warehouses for analytics and reporting.

These platforms support large datasets and complex transformation workflows.

#### What are the different types of ETL tools?

ETL tools generally fall into four categories:

- **Open-source ETL tools** : Flexible frameworks for custom pipeline development.
- **Cloud-based ETL platforms** : Managed services that automate data pipelines.
- **No-code or low-code ETL tools** : Visual workflow tools for non-engineering teams.
- **Enterprise ETL solutions** : Platforms built for governance, monitoring, and large-scale data environments.

Each category supports different technical needs and levels of pipeline complexity.

#### Sources

- [G2 Scoring Methodologies](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5ky9es*_gcl_au*MTY2NDg2MDY3Ny4xNzU1MDQxMDU4*_ga*MTMwMTMzNzE1MS4xNzQ5MjMyMzg1*_ga_MFZ5NDXZ5F*czE3NTUwOTkzMjgkbzQkZzEkdDE3NTUwOTk3NzYkajU3JGwwJGgw)
- [G2 Winter 2026 Reports](https://company.g2.com/news/g2-winter-2026-reports)

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

Last updated on March 16, 2026