# Best ETL Tools for Medium-Sized Businesses - Page 3

## 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 03, 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=10470&focus%5B%5D=23331&focus%5B%5D=6073&focus%5B%5D=23920&focus%5B%5D=1308796&focus%5B%5D=604&focus%5B%5D=2975&focus%5B%5D=8076)

Highlighted products: Databricks, Celigo, Google Cloud BigQuery, Fivetran, IBM watsonx.data, Domo, SnapLogic Intelligent Integration Platform (IIP), and FME Platform.

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

**Sponsored**

### Amazon Relational Database Service (RDS)

Amazon Relational Database Service (Amazon RDS) makes it easy to set up, operate, and scale a relational database in the cloud. It provides cost-efficient and resizable capacity while managing time-consuming database administration tasks such as hardware provisioning, database setup, patching and backups. It frees you up to focus on your apps so you can give them the better performance, availability, security, and compatibility they need. Amazon RDS is available on 6 familiar database instances: Amazon Aurora, MySQL, PostgreSQL, MariaDB, Oracle Database and SQL Server engines. This means that the code, applications, and tools you already use today with your existing databases can be used with Amazon RDS. Amazon RDS automatically patches the database software and backs up your database, storing the backups for a user-defined retention period and enabling point-in-time recovery. You benefit from the flexibility of being able to scale the compute resources or storage capacity associated with your relational database instance via a single API call. In addition, Amazon RDS makes it easy to use replication to enhance availability and reliability for production databases. Amazon RDS for MySQL also enables you to scale out beyond the capacity of a single database deployment for read-heavy database workloads. As with all Amazon Web Services, there are no up-front investments required, and you pay only for the resources you use.

[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=2026-08-04T11%3A58%3A41Z&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=585&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%2Fmid-market%3Fpage%3D3&secure%5Btoken%5D=1dd44ac90073825caa59cfff9d58c82b34d48b0f5eac74591d29df31dcb80e55&secure%5Burl%5D=https%3A%2F%2Faws.amazon.com%2Frds%2F%3Ftrk%3D25520a98-a4dc-4a0a-96d8-d9ffc4430c6e%26sc_channel%3Ddisplay%2Bads&secure%5Burl_type%5D=custom_url)

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

DataBlend is an integration software solution, classified as an Integration Platform as a Service (iPaaS), specifically designed to enhance the operations of finance and accounting teams. This innovative tool enables users to streamline data integrations without the need for extensive coding knowledge, making it accessible for professionals in the finance sector. By providing a no-code and low-code user interface, DataBlend empowers CFOs, controllers, and their teams to automate and optimize the flow of data across various systems, ensuring that financial operations are both efficient and secure. Targeted primarily at finance and accounting professionals, DataBlend serves over 1,000 companies, helping them manage complex data integration tasks with ease. Its user-friendly interface allows teams to connect disparate systems such as ERP/GL, CRM, POS, HR/payroll, and financial reporting tools, facilitating seamless data exchange. This capability is particularly beneficial for organizations that rely on multiple software solutions to manage their financial data, as it eliminates the manual processes that can lead to errors and inefficiencies. Key features of DataBlend include its robust automation capabilities, which allow users to set up data workflows that run on a schedule or in real-time. This ensures that financial data is always up-to-date and readily available for analysis and reporting. Additionally, the platform offers built-in security measures to protect sensitive financial information during data transfers, providing peace of mind for users concerned about data integrity and compliance. DataBlend stands out in the iPaaS category due to its focus on the unique needs of finance and accounting teams. Unlike many generic integration solutions, DataBlend is tailored to address the specific challenges faced by these professionals, such as the need for accurate financial reporting and compliance with regulatory standards. By automating data integration processes, DataBlend not only saves time but also enhances the accuracy of financial data, allowing teams to make informed decisions based on reliable information. Overall, DataBlend is a powerful tool for finance and accounting teams looking to streamline their operations and improve data management. Its no-code, low-code approach, combined with its focus on security and automation, makes it an invaluable asset for organizations seeking to enhance their financial processes and drive efficiency across their technology stack.

**Average Rating:** 4.7/5.0

**Total Reviews:** 87

#### How Do G2 Users Rate DataBlend?

- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 9.1/10)
- **Automation:** 9.7/10 (Category avg: 9.0/10)
- **Scalability:** 9.3/10 (Category avg: 8.7/10)
- **Auditing:** 8.2/10 (Category avg: 8.1/10)

#### Who Is the Company Behind DataBlend?

- **Seller:** [eOne Solutions](https://www.g2.com/sellers/eone-solutions)
- **Company Website:** www.eonesolutions.com
- **Year Founded:** 2001
- **HQ Location:** Fargo, ND
- **Twitter:** @eOneSolutions  
1,190 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d32d55a899012c910653f7587f7ac8194867a7ae5c88f71ba205c00735e6f95a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Feone-solutions&secure%5Burl_type%5D=linkedin_company_website)  
68 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Non-Profit Organization Management, Accounting
- **Company Size:** 66% Medium, 20% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **customer support incredibly responsive** , always ready to assist and ensure smooth implementation.
- Users love the **ease of use** of DataBlend, finding it intuitive and a significant time saver.
- Users commend the **implementation ease** of DataBlend, highlighting seamless integration and intuitive interfaces for quick setup.
- Users love the **automation capabilities** of DataBlend, significantly reducing manual tasks and enhancing financial data efficiency.
- Users find DataBlend to be a **significant time-saver** , automating tedious processes and streamlining financial data management.

##### Cons

- Users face a **steep learning curve** with DataBlend, particularly in complex integrations and mapping structures.
- Users express frustration over **poor customer support** , highlighting inconsistent communication and unmet delivery promises from DataBlend.
- Users face a **steep learning curve** with DataBlend, particularly for complex integrations and workflow configurations.
- Users find the **complexity** of DataBlend overwhelming initially, though guidance helps ease the learning curve.
- Users find the **error reporting confusing** , initially struggling to understand meanings before it improves with experience.

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

**["DataBlend Automates Invoicing Seamlessly and Saves Us Hours Every Week"](https://www.g2.com/survey_responses/datablend-review-13105073)**

**Rating:** 5.0/5.0 stars

_— Hailey M._

[Read full review](https://www.g2.com/survey_responses/datablend-review-13105073)

**["Flexible, Affordable Custom Workflows with DataBlend"](https://www.g2.com/survey_responses/datablend-review-13110902)**

**Rating:** 5.0/5.0 stars

_— Mikail S._

[Read full review](https://www.g2.com/survey_responses/datablend-review-13110902)

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

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

### [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)

### [AWS Database Migration Service](https://www.g2.com/products/aws-database-migration-service/reviews)

AWS Database Migration Service helps you migrate databases to AWS quickly and securely. The source database remains fully operational during the migration, minimizing downtime to applications that rely on the database.

**Average Rating:** 4.1/5.0

**Total Reviews:** 47

#### How Do G2 Users Rate AWS Database Migration Service?

- **Has the product been a good partner in doing business?:** 8.2/10 (Category avg: 9.1/10)
- **Automation:** 9.0/10 (Category avg: 9.0/10)
- **Scalability:** 8.5/10 (Category avg: 8.7/10)
- **Auditing:** 8.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind AWS Database Migration Service?

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

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 44% Large, 32% Medium

#### What Are Recent G2 Reviews of AWS Database Migration Service?

**["Intuitive, Feature-Rich, and Makes Migration Effortless"](https://www.g2.com/survey_responses/aws-database-migration-service-review-12723092)**

**Rating:** 4.5/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/aws-database-migration-service-review-12723092)

**["DMS - Migrating data with ease"](https://www.g2.com/survey_responses/aws-database-migration-service-review-9555595)**

**Rating:** 4.5/5.0 stars

_— Sonali A._

[Read full review](https://www.g2.com/survey_responses/aws-database-migration-service-review-9555595)

#### What Are G2 Users Discussing About AWS Database Migration Service?

- [What is AWS Database Migration Service used for?](https://www.g2.com/discussions/what-is-aws-database-migration-service-used-for)

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

Dataddo is the enterprise data integration platform built to eliminate the operational ownership risk of data movement. Acting as the connective backbone of your organization, we provide a fully managed connective layer that moves data from any SaaS, database, or file source to any destination - including AI agents. Our platform automatically handles API changes, schema drift, and sensitive data protection, providing full, granular visibility into every data flow across complex environments, including on-premise, hybrid, and cloud infrastructures. By treating data movement as mission-critical infrastructure rather than a project, Dataddo enables your engineering teams to deploy with total reliability, allowing them to focus on high-value AI outcomes instead of ongoing pipeline maintenance.

**Average Rating:** 4.7/5.0

**Total Reviews:** 182

#### How Do G2 Users Rate Dataddo?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 8.3/10 (Category avg: 9.0/10)
- **Scalability:** 8.6/10 (Category avg: 8.7/10)
- **Auditing:** 7.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Dataddo?

- **Seller:** [Dataddo](https://www.g2.com/sellers/dataddo)
- **Year Founded:** 2015
- **HQ Location:** Praha 7, CZ
- **Twitter:** @dataddo  
226 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2e1823236b0457d578dae6bed62239540bbd2d1f0ec0dd5bc70443b0b9c65fe2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdataddo%2F&secure%5Burl_type%5D=linkedin_company_website)  
30 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Marketing and Advertising, Computer Software
- **Company Size:** 52% Small, 40% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **seamless connectivity** of Dataddo, enabling efficient data management from diverse sources with ease.
- Users commend Dataddo's **exceptional customer support** , highlighting prompt responses and tailored solutions from the dedicated team.
- Users value the **customization options** in Dataddo, allowing tailored data management to meet diverse business needs.
- Users commend the **ease of use and flexibility** of Dataddo for managing data effortlessly across different sources.
- Users appreciate the **ease of use** of Dataddo, enabling seamless data management without extensive technical knowledge.

##### Cons

- Users find **advanced configurations less intuitive** , suggesting that better guidance could enhance the onboarding experience.
- Users find the **complex setup** of Dataddo to be unintuitive, wishing for clearer guidance during onboarding.
- Users find that the **learning curve can be steep** , with some configurations lacking intuitive guidance and documentation.
- Users find **learning difficulties** with Dataddo due to initial confusion with advanced configurations and inadequate guidance.
- Users find that **advanced configurations can be unintuitive** , lacking clear guidance which hampers the onboarding experience.

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

**["L2 support from DataDDO"](https://www.g2.com/survey_responses/dataddo-review-10742502)**

**Rating:** 5.0/5.0 stars

_— Alex E._

[Read full review](https://www.g2.com/survey_responses/dataddo-review-10742502)

**["Simple tool to stream data from AWS RDS to GCP BigQuery"](https://www.g2.com/survey_responses/dataddo-review-10512581)**

**Rating:** 5.0/5.0 stars

_— Dana B._

[Read full review](https://www.g2.com/survey_responses/dataddo-review-10512581)

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

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

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

Kleene.ai unifies your business data in one place to power real-time reporting, analytics, and AI-driven decisions. Go live in weeks, not months — without building a data team. Kleene.ai gives mid-market and enterprise businesses a single, intelligent platform to understand what drives growth. It connects to 200+ data sources — from CRMs and ERPs to marketing and finance tools — and automatically cleans, combines, and models your data for reporting, analytics, and forecasting. At the core of the platform is KAI: an AI-powered analytics layer that surfaces insights across your business, and a conversational AI assistant that lets teams query their data in plain language — no SQL, no analysts, no waiting. Whether you're investigating churn, margins, or customer lifetime value, KAI puts answers directly in the hands of the people who need them. Kleene.ai is built for organizations that want to make faster, data-driven decisions without the complexity of managing disparate tools or large engineering teams. Every implementation is tailored to your existing data environment — with transparent pricing and a clear path to value. Why Kleene: 1️⃣ Fast to implement — adapts to any data architecture and goes live in weeks, not months. 2️⃣ No engineering overhead — a fully managed platform that eliminates the need for a large data team, cutting infrastructure costs by up to 80%. 3️⃣ AI-powered from day one — KAI's analytics layer and LLM assistant turn complex data into clear, actionable answers across finance, marketing, and operations. 4️⃣ Tailored to your business — every setup aligns with your existing environment and goals, backed by transparent pricing and hands-on support. Kleene.ai replaces the fragmented, manual approach to data with a single platform that thinks alongside your team. The result: faster insights, sharper decisions, and measurable business impact.

**Average Rating:** 4.6/5.0

**Total Reviews:** 29

#### How Do G2 Users Rate Kleene?

- **Has the product been a good partner in doing business?:** 9.7/10 (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 Kleene?

- **Seller:** [kleene.ai](https://www.g2.com/sellers/kleene-ai)
- **Company Website:** kleene.ai
- **Year Founded:** 2017
- **HQ Location:** London, London
- **Twitter:** @Kleene\_ai  
32 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dabf6956019316e4169228c18a5db54e6413253ff28f093659b0aaa8cc7319de&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkleeneai%2F&secure%5Burl_type%5D=linkedin_company_website)  
35 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 52% Medium, 34% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users highlight the **ease of use** of Kleene, appreciating its intuitive interface and seamless onboarding process.
- Users praise the **automation capabilities** of Kleene, significantly reducing manual reporting and streamlining data management.
- Users value Kleene for its **efficient data handling and intuitive interface** , streamlining reporting and saving significant time.
- Users praise Kleene for its **cost-effectiveness** , significantly reducing time spent on manual reporting and ensuring transparency in pricing.
- Users commend Kleene's **exceptional customer support** , highlighting quick responses and knowledgeable assistance throughout their implementation process.

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

**["Changed my life, love it!"](https://www.g2.com/survey_responses/kleene-review-7138871)**

**Rating:** 5.0/5.0 stars

_— Alisha S._

[Read full review](https://www.g2.com/survey_responses/kleene-review-7138871)

**["A partner who builds with you"](https://www.g2.com/survey_responses/kleene-review-12919267)**

**Rating:** 5.0/5.0 stars

_— Emil K._

[Read full review](https://www.g2.com/survey_responses/kleene-review-12919267)

### [Maia](https://www.g2.com/products/matillion-maia/reviews)

Maia is an AI Data Automation platform powered by autonomous AI agents that build, maintain, and evolve data products, thus eliminating manual data work. Maia empowers CDAOs and enterprise data teams to deliver data products at machine scale while maintaining governance. Its integrated platform combines specialized agents in Maia Team, grounded in the organizational data intelligence of the Maia Context Engine and executed through the governed data tools of Maia Foundation. Organizations like EDF, St. James’ Place, and Nature’s Touch use Maia to automate data work at scale, modernize platforms, and accelerate AI roadmaps without expanding headcount. See Maia for yourself.

**Average Rating:** 4.5/5.0

**Total Reviews:** 120

#### How Do G2 Users Rate Maia?

- **Has the product been a good partner in doing business?:** 8.4/10 (Category avg: 9.1/10)
- **Automation:** 9.1/10 (Category avg: 9.0/10)
- **Scalability:** 8.7/10 (Category avg: 8.7/10)
- **Auditing:** 7.8/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Maia?

- **Seller:** [Matillion](https://www.g2.com/sellers/matillion)
- **Company Website:** www.matillion.com
- **Year Founded:** 2011
- **HQ Location:** Salford, GB
- **Twitter:** @matillion  
7,362 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9b553fae1e51bb2b58491b1c1d561a15b7dd370d485b1ff7affe8e7cbd75e1cf&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2360297%2F&secure%5Burl_type%5D=linkedin_company_website)  
463 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 47% Medium, 31% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **ease of use** in Maia's interface invaluable for seamless ETL configuration and understanding.
- Users appreciate the **seamless automation** of Matillion, making ETL processes effortless and efficient across platforms.
- Users appreciate the **simple UI** of Matillion, which makes configuration easy and user-friendly for everyone.
- Users love Matillion's **intuitive and simple UI** , making it easy for beginners to configure and navigate.
- Users commend Maia for its **ETL efficiency** , making complex workflows user-friendly and scalable for all levels of analysts.

##### Cons

- Users experience **job performance issues** due to the limitations of the Jython interpreter and single-thread workflows.
- Users find the **pricing model expensive** , especially as data volume increases, impacting overall affordability.
- Users report **job performance issues** with the Jython interpreter and single-thread workflow limitations affecting efficiency.
- Users express concern over **cloud dependency** , feeling locked into the environment with limited customization options.
- Users find **API limitations** in Maia frustrating, as administrative features lack sufficient access and usability options.

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

**["Maia Makes Onboarding Fast with an Intuitive UI and Low-Code Pipelines"](https://www.g2.com/survey_responses/maia-review-12942268)**

**Rating:** 4.5/5.0 stars

_— Anthony S._

[Read full review](https://www.g2.com/survey_responses/maia-review-12942268)

**["Maia Scaled 800+ Pipeline Migrations Without Added Overhead"](https://www.g2.com/survey_responses/maia-review-12920298)**

**Rating:** 5.0/5.0 stars

_— Keith G._

[Read full review](https://www.g2.com/survey_responses/maia-review-12920298)

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

- [What is Matillion ETL used for?](https://www.g2.com/discussions/what-is-matillion-etl-used-for) - 1 comment
- [What is Matillion Data Loader used for?](https://www.g2.com/discussions/what-is-matillion-data-loader-used-for)
- [What are ETL tools used for?](https://www.g2.com/discussions/what-are-etl-tools-used-for)
- [Is Matillion open source?](https://www.g2.com/discussions/is-matillion-open-source)
- [What is ETL in software?](https://www.g2.com/discussions/what-is-etl-in-software)

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

Access 1000+ fully-managed connectors and lightning fast custom development. Stop searching for the connector you need. We'll build it for you in less than 24 hours. Hands on support. Flat rate pricing. 30 day free trial.

**Average Rating:** 4.9/5.0

**Total Reviews:** 29

#### How Do G2 Users Rate Portable?

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.1/10)
- **Automation:** 9.1/10 (Category avg: 9.0/10)
- **Scalability:** 9.1/10 (Category avg: 8.7/10)
- **Auditing:** 6.7/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Portable?

- **Seller:** [Portable](https://www.g2.com/sellers/portable)
- **Year Founded:** 2020
- **HQ Location:** New York, NY
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=aeb1d2064672e5943c5faab49b0222dc681f28d08bf4b82267a709042384bff2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fportable-io%2F&secure%5Burl_type%5D=linkedin_company_website)  
23 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 62% Medium, 28% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **responsive and helpful customer support** from Portable, enhancing their overall experience significantly.
- Users highlight the **ease of use** of Portable, appreciating its straightforward setup and flexibility for seamless integration.
- Users commend the **quick response times** of Portable, appreciating their efficiency and dedicated support throughout the process.
- Users find the **setup ease** of Portable.io exceptional, allowing quick and seamless integration without complications.
- Users commend the **extensive range of connectors** available with Portable, enhancing seamless data integration and support.

##### Cons

- Users experience a lack of **effective error reporting** , relying on manual checks instead of automated alerts for sync failures.
- Users find the **pricing model restrictive** , as it requires purchasing tiered connectors rather than individual addons.
- Users find the **lack of real-time data** frustrating, as it leads to uncertainty about sync failures and delays.
- Users find the **limited connectors** in Portable restrictive, as they dislike the tiered pricing model for addons.
- Users have experienced **performance issues** initially, but improvements have mitigated these concerns over time.

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

**["Portable: Out-of-the-Box Connectors and a Super Responsive Team"](https://www.g2.com/survey_responses/portable-review-12334141)**

**Rating:** 5.0/5.0 stars

_— Dylan S._

[Read full review](https://www.g2.com/survey_responses/portable-review-12334141)

**["True Data Partner with Second to None Support"](https://www.g2.com/survey_responses/portable-review-12309634)**

**Rating:** 4.5/5.0 stars

_— Brendan F._

[Read full review](https://www.g2.com/survey_responses/portable-review-12309634)

### [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?

**["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)

**["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)

#### 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

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

What is Klamp Embed? Klamp Embed is an embedded Integration Platform as a Service (iPaaS) designed specifically for SaaS companies who need to deliver customer-facing integrations without using engineering resources. Unlike traditional iPaaS solutions that require development expertise, Klamp Embed enables product and sales teams to independently deploy, manage, and customize integrations through a zero-code interface. Key Features: - Rapid Implementation: Launch your complete integration module in under 3 days with a simple embedding process via iFrame or Custom URL - Zero Engineering Resources: Designed specifically for non-technical product and sales teams to manage the entire integration lifecycle - Native User Experience: Fully customizable UI that matches your brand identity and feels like a native part of your product - 4-Hour Connector Delivery: Request new connectors and have them delivered within 4 hours, compared to months with traditional development - Extensive Integration Library: Instant access to 150+ pre-built SaaS connectors that cover most customer requirements - Complete Analytics: Monitor integration usage, performance metrics, API health, and user-level consumption Problems Solved: Klamp Embed addresses critical business challenges by: - Eliminating integration-related customer churn - Removing integrations from your engineering roadmap - Shortening sales cycles by removing integration blockers - Enabling sales teams to confidently promise any integration - Helping customer success teams meet integration SLAs Who Benefits from Klamp Embed? Product Teams: Remove integration requests from roadmap to focus on core product development Sales Teams: Close more deals by promising and delivering any integration within days Engineering Teams: Eliminate integration development and maintenance burden Customer Success Teams: Resolve integration queries quickly and keep customers satisfied SaaS Executives: Transform integration capabilities from a liability into a competitive advantage Klamp Embed costs $400 monthly subscription that includes 150,000 tasks per month. Additional connectors and task capacity are available as needed.

**Average Rating:** 5.0/5.0

**Total Reviews:** 25

#### How Do G2 Users Rate klamp?

- **Has the product been a good partner in doing business?:** 9.9/10 (Category avg: 9.1/10)

#### Who Is the Company Behind klamp?

- **Seller:** [Klamp Inc](https://www.g2.com/sellers/klamp-inc)
- **Year Founded:** 2022
- **HQ Location:** Wellmington, Delaware
- **Twitter:** @getklamped  
27 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=534dfa16f54ea6c6536aa0d2cb49a3883334f79785b403e32919b3f59ba52e75&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fklampio&secure%5Burl_type%5D=linkedin_company_website)  
18 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 48% Small, 40% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of klamp, enabling effortless workflow creation with its intuitive no-code interface.
- Users value the **easy integrations** of klamp, allowing quick workflow creation and excellent support for seamless management.
- Users value the **quick integrations** from Klamp, enabling rapid workflow creation and effective user education.
- Users praise the **excellent and responsive customer support** of klamp, quickly resolving integration queries and issues.
- Users value the **quick and efficient integration capabilities** of klamp, enhancing their experience and operational efficiency.

##### Cons

- Users note a **lack of integrations** , though Klamp's rapid custom API setup helps mitigate this issue.
- Users note the **limited availability of connectors** but appreciate the quick setup for new application APIs.
- Users wish for **limited integrations** with more pre-built connectors to enhance compatibility with various tools.
- Users feel the **limited apps** available hinder integration choices, despite fast connector delivery being appreciated.
- Users note the **limited features** of klamp, hoping for enhancements as the product develops in the future.

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

**["Hassle free integrations"](https://www.g2.com/survey_responses/klamp-review-11433499)**

**Rating:** 5.0/5.0 stars

_— Shilpa T._

[Read full review](https://www.g2.com/survey_responses/klamp-review-11433499)

**["Easy to integrate but very useful"](https://www.g2.com/survey_responses/klamp-review-11428622)**

**Rating:** 5.0/5.0 stars

_— Hiren P._

[Read full review](https://www.g2.com/survey_responses/klamp-review-11428622)

### [Lobster Data Platform](https://www.g2.com/products/lobster-data-platform/reviews)

Lobster is a Supply Chain Integration Platform headquartered in Germany. We help organisations connect any partner, system, and data format in a single platform, so they can move beyond simply transporting data and actually make it operational. For more than 20 years, we have been building integration solutions for logistics, retail, and manufacturing. Our platform covers three core areas: Integration (EDI, APIs, cloud apps, legacy systems), Orchestration (automated workflows and processes), and Collaboration (self-service portals for partners and suppliers). With over 90 pre-built connectors, customers can onboard partners in any format or protocol without replacing what already works. What sets Lobster apart is ownership. Our customers stay in full control of their data flows. Their teams configure changes, onboard new partners, and adjust formats themselves, without waiting weeks for consultants or vendor tickets. Built-in AI supports configuration, error analysis, and documentation, so even complex setups remain manageable. Most customers go live within four weeks. Over 1,500 companies worldwide, including HARIBO, HP, Hermes, Tchibo, Schaeffler, DHL, and Lufthansa Cargo, rely on Lobster to keep their supply chains running reliably, securely (ISO certified), and at scale.

**Average Rating:** 4.6/5.0

**Total Reviews:** 106

#### How Do G2 Users Rate Lobster Data Platform?

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Automation:** 9.5/10 (Category avg: 9.0/10)
- **Scalability:** 8.9/10 (Category avg: 8.7/10)
- **Auditing:** 7.7/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Lobster Data Platform?

- **Seller:** [Lobster Data GmbH](https://www.g2.com/sellers/lobster-data-gmbh)
- **Company Website:** www.lobster-world.com
- **Year Founded:** 2002
- **HQ Location:** Tutzing, Germany
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=24f51cd9f62df2e558d0a3dfc63f574ec4db81a618f78d3ae90e18105c976331&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flobster-data-gmbh%2F&secure%5Burl_type%5D=linkedin_company_website)  
324 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Logistics and Supply Chain, Transportation/Trucking/Railroad
- **Company Size:** 61% Medium, 26% Large

#### What Do G2 Reviewers Say About Lobster Data Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Lobster Data Platform, ensuring quick setups and reliable performance.
- Users praise the **excellent customer support** of Lobster Data Platform, appreciating their quick and reliable assistance on requests.
- Users appreciate the **seamless integration capabilities** of Lobster Data Platform, effectively connecting internal and external systems.
- Users value the **seamless integrations** of Lobster Data Platform, effectively connecting internal and external systems.
- Users commend the **intuitive user interface** of Lobster Data Platform, enabling quick project realization and effective support.

##### Cons

- Users find the platform to be **overly complex** , especially with numerous functions and complicated process steps.
- Users criticize the **inconsistent documentation and user interface changes** that hinder their experience and create confusion.
- Users find Lobster Data Platform's **complex usability** overwhelming due to its numerous functions and intricate process steps.
- Users find the **pricing expensive** and complicated, making it a challenging choice for on-premise customers.
- Users note the **missing features** in Lobster Data Platform, leading to difficulties with integration and documentation.

#### What Are Recent G2 Reviews of Lobster Data Platform?

**["A Middleware solutions that really works"](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950)**

**Rating:** 4.5/5.0 stars

_— Robert v._

[Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950)

**["Intuitive Platform, very easy to use, Needs Faster Bug Fixes"](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671)**

**Rating:** 4.5/5.0 stars

_— Felix B._

[Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671)

### [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:** 103

#### 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:** 41% 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?

**["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)

### [AWS Import/Export Snowball](https://www.g2.com/products/aws-import-export-snowball/reviews)

AWS Import/Export Snowball is a petabyte-scale data transport solution that uses secure appliances to transfer large amounts of data into and out of the AWS cloud and addresses common challenges with large-scale data transfers including high network costs, long transfer times, and security concerns.

**Average Rating:** 4.1/5.0

**Total Reviews:** 26

#### How Do G2 Users Rate AWS Import/Export Snowball?

- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.1/10)

#### Who Is the Company Behind AWS Import/Export Snowball?

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

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 48% Medium, 28% Large

#### What Are Recent G2 Reviews of AWS Import/Export Snowball?

**["one of the best service provided by AWS ."](https://www.g2.com/survey_responses/aws-import-export-snowball-review-840790)**

**Rating:** 4.5/5.0 stars

_— kalpesh d._

[Read full review](https://www.g2.com/survey_responses/aws-import-export-snowball-review-840790)

**["Transport sloution"](https://www.g2.com/survey_responses/aws-import-export-snowball-review-4323737)**

**Rating:** 5.0/5.0 stars

_— Verified User in Computer & Network Security_

[Read full review](https://www.g2.com/survey_responses/aws-import-export-snowball-review-4323737)

#### What Are G2 Users Discussing About AWS Import/Export Snowball?

- [What is AWS Import/Export Snowball used for?](https://www.g2.com/discussions/what-is-aws-import-export-snowball-used-for)

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

Panoply makes it easy to sync, store, and access your data from any data source. Panoply’s easy-to-use, low-maintenance solution unlocks sophisticated analytics without complex data engineering and coding: Key features of the Panoply platform include: -Code-free data integrations for seamless syncing -Automated data warehouse configuration -A powerful workbench for SQL-based data exploration and visualization - In-platform dashboards and reporting -Connections to all major BI and analytical tools -Industry-leading onboarding and support Learn more at https://www.panoply.io

**Average Rating:** 4.5/5.0

**Total Reviews:** 80

#### How Do G2 Users Rate Panoply?

- **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 9.1/10)
- **Automation:** 8.8/10 (Category avg: 9.0/10)
- **Scalability:** 8.8/10 (Category avg: 8.7/10)
- **Auditing:** 7.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Panoply?

- **Seller:** [Panoply](https://www.g2.com/sellers/panoply)
- **Year Founded:** 2015
- **HQ Location:** San Francisco, CA
- **Twitter:** @panoplyio  
5,485 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6cea8802fbefac1dfd30cef8eb99c53a9d6da26851e6ab9249d00b91b6eb8514&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F9548934%2F&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 47% Small, 43% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **customer support at Panoply** to be extremely helpful and responsive in troubleshooting issues.
- Users appreciate the **ease of use** of Panoply, thanks to the responsive support for non-developers.
- Users praise the **helpful integrations support** from Panoply, making setup and troubleshooting accessible for non-developers.

##### Cons

- Users desire additional **code review features** in Panoply's workbench to match those available in BigQuery.

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

**["Non-Developer User: Happy with the experience"](https://www.g2.com/survey_responses/panoply-review-9036045)**

**Rating:** 4.5/5.0 stars

_— Verified User in Veterinary_

[Read full review](https://www.g2.com/survey_responses/panoply-review-9036045)

**["Effortless Data Integration, Swift Support"](https://www.g2.com/survey_responses/panoply-review-12482020)**

**Rating:** 4.5/5.0 stars

_— Verified User in Apparel & Fashion_

[Read full review](https://www.g2.com/survey_responses/panoply-review-12482020)

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

- [What is Panoply used for?](https://www.g2.com/discussions/what-is-panoply-used-for)
- [What does Panoply do?](https://www.g2.com/discussions/what-does-panoply-do) - 1 comment
- [How much does panoply cost?](https://www.g2.com/discussions/how-much-does-panoply-cost) - 1 comment
- [How do I use panoply software?](https://www.g2.com/discussions/how-do-i-use-panoply-software) - 1 comment
- [What is panoply software?](https://www.g2.com/discussions/what-is-panoply-software) - 1 comment

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

Keboola is a finance data and AI platform for companies that need trusted financial reporting, planning, analysis, and close processes across complex systems. Built for CFOs, FP&A teams, Controllers, finance operations, and data teams, Keboola helps organizations turn fragmented data from ERPs, accounting systems, spreadsheets, CRM, warehouses, and operational tools into one governed foundation for financial intelligence. Many finance teams rely on disconnected systems, inconsistent charts of accounts, manual reconciliations, and spreadsheet-based reporting. This makes it difficult to close quickly, produce reliable forecasts, answer board questions, support acquisitions, or use AI safely with financial data. Keboola solves this upstream data problem by connecting, standardizing, transforming, and governing financial data before it reaches FP&A, CPM, BI, reporting, or AI tools. Keboola is especially valuable for multi-entity companies, private-equity-backed businesses, holding groups, financial services firms, franchises, and organizations growing through M&A. These companies often operate across multiple ERPs, entities, countries, currencies, and reporting definitions. Keboola helps standardize chart-of-accounts logic, automate financial data pipelines, reconcile data across systems, and create trusted business definitions that teams can use consistently. Unlike traditional FP&A, CPM, EPM, budgeting, forecasting, or financial reporting tools that assume clean data already exists, Keboola focuses on the governed data foundation underneath. The platform gives teams transparent, auditable logic for financial transformations, source-to-output lineage, reusable business rules, and a semantic layer that helps ensure reports, dashboards, forecasts, and AI outputs are based on trusted company data. Keboola works alongside existing tools such as Snowflake, BigQuery, Databricks, Microsoft Fabric, Power BI, Tableau, Looker, Anaplan, Pigment, DataRails, Workiva, and other finance and analytics platforms. Rather than forcing a rip-and-replace project, Keboola strengthens the data layer beneath these systems so finance teams can plan, report, reconcile, and analyze with greater confidence. For AI adoption, Keboola provides the governed data environment that makes AI practical for business-critical financial workflows. Teams can connect AI agents and assistants to approved metrics, trusted pipelines, financial definitions, and auditable data products, reducing the risk of confident but untraceable answers. With Keboola, organizations can improve financial analysis, accelerate reporting, support financial close, automate reconciliation workflows, enable more reliable FP&A, and create a trusted foundation for AI-powered finance.

**Average Rating:** 4.6/5.0

**Total Reviews:** 138

#### How Do G2 Users Rate Keboola?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 9.1/10 (Category avg: 9.0/10)
- **Scalability:** 8.5/10 (Category avg: 8.7/10)
- **Auditing:** 7.1/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Keboola?

- **Seller:** [Keboola](https://www.g2.com/sellers/keboola)
- **Year Founded:** 2008
- **HQ Location:** Prague
- **Twitter:** @keboola  
2,004 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ef5c258c3c12e985009d017bdcea8d30cdde56e2d89dcd2f873f739b37335044&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkeboola%2F&secure%5Burl_type%5D=linkedin_company_website)  
97 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Analyst, Data Engineer
- **Top Industries:** Information Technology and Services, Marketing and Advertising
- **Company Size:** 63% Medium, 22% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find Keboola's platform to be **simple and easy to use** , making data management accessible for everyone.
- Users value the **user-friendly data management** capabilities of Keboola, enhancing accessibility for non-technical individuals.
- Users praise the **intuitive setup for data flows** in Keboola, enhancing productivity with seamless data handling.
- Users value the **extensive integrations** of Keboola, enabling seamless data management across various platforms and tools.
- Users praise Keboola for its **incredible customer support** , providing fast and helpful assistance to enhance their experience.

##### Cons

- Users find the **learning curve steep** , often requiring developer assistance and causing confusion with component navigation.
- Users struggle with the **complexity** of Keboola, facing steep learning curves and inconsistent documentation that hinders usability.
- Users face a **steep learning curve** with Keboola, often needing external help to navigate its complexities effectively.
- Users find the **interface difficult to navigate** , making data management more complex and error-prone than expected.
- Users find the **user interface overwhelming** and not intuitive, resulting in a challenging learning experience for newcomers.

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

**["Usefull tool with good people behind it"](https://www.g2.com/survey_responses/keboola-review-13121874)**

**Rating:** 4.5/5.0 stars

_— Verified User in Wholesale_

[Read full review](https://www.g2.com/survey_responses/keboola-review-13121874)

**["Keboola’s Intuitive UI Makes Big-Data Pipelines and Transformations Effortless"](https://www.g2.com/survey_responses/keboola-review-13168406)**

**Rating:** 4.5/5.0 stars

_— Verified User in Logistics and Supply Chain_

[Read full review](https://www.g2.com/survey_responses/keboola-review-13168406)

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

- [What are the benefits and challenges of using Keboola for data integration, and what do you recommend for new users?](https://www.g2.com/discussions/what-are-the-benefits-and-challenges-of-using-keboola-for-data-integration-and-what-do-you-recommend-for-new-users)

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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, medium-sized business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Medium-Sized 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 Medium-Sized Business ETL Tools category.

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

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