# Best ETL Tools for Medium-Sized Businesses - Page 4

## 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 01, 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**

### ACI Learning [ITPro]

ACI Learning is a comprehensive IT and cybersecurity training solution designed to equip users with practical skills necessary for real-world applications. This platform focuses on outcome-driven learning, ensuring that teams can effectively build their expertise through hands-on labs, certification preparation, and engaging video content crafted by industry experts. By providing structured assignments and guided learning pathways, ACI Learning facilitates purposeful upskilling, allowing learners to remain focused and make consistent progress towards their professional goals. The target audience for ACI Learning includes IT professionals, cybersecurity specialists, and organizations seeking to enhance their workforce's capabilities in a rapidly evolving technological landscape. The platform is particularly beneficial for teams looking to stay ahead of industry trends, improve their skill sets, and achieve certification in various IT and cybersecurity domains. Specific use cases include preparing for certification exams, enhancing practical skills through lab exercises, and fostering a culture of continuous learning within organizations. Key features of ACI Learning include the myACI platform, which integrates video content, hands-on labs, and assessments into a cohesive learning experience. This all-in-one solution not only enhances engagement and retention but also provides built-in dashboards and analytics that enable teams to track their progress and measure the impact of their training initiatives. Organizations can align their training efforts with business outcomes, ensuring that the skills developed are directly applicable to their operational needs. Additionally, myACI offers Marketplace access to a wide range of top-tier content beyond IT and cybersecurity, allowing organizations to scale their training efforts effectively. This feature helps boost retention and demonstrates return on investment (ROI) at every stage of the training process. By providing a robust and flexible learning environment, ACI Learning stands out as a valuable resource for organizations aiming to enhance their workforce's technical capabilities and adapt to the demands of the digital age.

[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=2026-08-02T22%3A50%3A25Z&secure%5Bdisplayable_resource_id%5D=1551&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=25406&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=25406&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%3D4&secure%5Btoken%5D=48c03b06b631a0cc62afa1e2c7d2b5d75d80e90cafb502eb96b42cb3c12a8f6a&secure%5Burl%5D=https%3A%2F%2Ftry.acilearning.com%2Fit-support%2F%3Futm_source%3Dg2%26utm_medium%3Dreferral%26utm_campaign%3Dlead-aggregator&secure%5Burl_type%5D=custom_url)

### [Informatica Cloud Data Integration](https://www.g2.com/products/informatica-cloud-data-integration/reviews)

Cloud Data Integration (CDI) is a comprehensive, AI-powered ETL and ELT solution designed to easily move, transform, and synchronize data between various sources and target systems across any cloud, anywhere, at scale. Built on a modern technology stack, CDI offers easy, efficient and cost-effective data ingestion, transformation, synchronization, and replication for a multi-cloud and serverless world for everyone and everywhere. It covers diverse integration patterns, ensuring you have well-architected and seamlessly automated data pipelines for all your advanced analytics and AI needs.

**Average Rating:** 4.3/5.0

**Total Reviews:** 101

#### How Do G2 Users Rate Informatica Cloud Data Integration?

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 9.1/10)
- **Automation:** 9.1/10 (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 Informatica Cloud Data Integration?

- **Seller:** [Informatica](https://www.g2.com/sellers/informatica)
- **Company Website:** www.informatica.com
- **Year Founded:** 1993
- **HQ Location:** Redwood City, CA
- **Twitter:** @Informatica  
99,643 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=06f93f9659c25422bea5c34037117512928a659c5d640bb989ed85a85cdb1252&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3858%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,802 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 61% Large, 30% Medium

#### What Do G2 Reviewers Say About Informatica Cloud Data Integration?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Informatica Cloud Data Integration, thanks to its intuitive interface and drag-and-drop features.
- Users appreciate the **efficiency** of Informatica Cloud Data Integration, enabling seamless and dependable data transfers effortlessly.
- Users appreciate the **robust connectivity and ease of use** in Informatica Cloud Data Integration for efficient ETL processes.
- Users appreciate the **time-saving capability** of Informatica Cloud Data Integration, allowing efficient access without installations.
- Users appreciate the **automation capabilities** of Informatica Cloud Data Integration, streamlining their data workflows efficiently.

##### Cons

- Users find the **complexity of setup and configuration** challenging, especially for newcomers to the platform.
- Users find the **complex usability** of Informatica Cloud Data Integration challenging, especially for newcomers navigating the platform.
- Users find **debugging difficult** with Informatica Cloud Data Integration, as it often requires extra effort and complexity.
- Users find the **difficult setup** of Informatica Cloud Data Integration challenging, especially for newcomers unfamiliar with the platform.
- Users face **weird error messages** while working on mappings, and limited tutorials hinder troubleshooting efforts.

#### What Are Recent G2 Reviews of Informatica Cloud Data Integration?

**["Reliable Cloud ETL for Scalable Data Integration"](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12106993)**

**Rating:** 4.5/5.0 stars

_— Akshat G._

[Read full review](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12106993)

**["Simplifies Data Integration with Powerful Tools"](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12104745)**

**Rating:** 4.0/5.0 stars

_— Vallabh P._

[Read full review](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12104745)

#### What Are G2 Users Discussing About Informatica Cloud Data Integration?

- [What is your experience regarding pricing and costs for Informatica Cloud Data Integration, and how does it compare to other ETL tools?](https://www.g2.com/discussions/what-is-your-experience-regarding-pricing-and-costs-for-informatica-cloud-data-integration-and-how-does-it-compare-to-other-etl-tools)
- [What is the difference between Informatica and Informatica Cloud?](https://www.g2.com/discussions/informatica-cloud-data-integration-what-is-the-difference-between-informatica-and-informatica-cloud-7e364663-ec1e-4fca-9c65-4b962f135858)
- [What is the difference between Informatica and Informatica Cloud?](https://www.g2.com/discussions/informatica-cloud-data-integration-what-is-the-difference-between-informatica-and-informatica-cloud)
- [What is Informatica CDI?](https://www.g2.com/discussions/informatica-cloud-data-integration-what-is-informatica-cdi)
- [What is Informatica CDI?](https://www.g2.com/discussions/what-is-informatica-cdi)

### [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)

### [COZYROC Solutions](https://www.g2.com/products/cozyroc-solutions/reviews)

COZYROC Solutions offers world-class On-Premises ETL and Cloud integration solutions with COZYROC.Cloud (iPaaS) COZYROC SSIS+ is a comprehensive suite of 270+ advanced components for developing ETL solutions with Microsoft SQL Server Integration Services. Our easy-to-use, coding-free library of tasks, components and reusable scripts can significantly cut your development time and also improve the execution speed of your SSIS packages. Support for SQL Server 2012-2022 \* Major highlights of the 2.2 release \* ​Derived Column transformation component, a powerful replacement of the standard Derived Column transformation with support for expressions in JavaScript. https://cozyroc.com/ssis/derived-column \* ​Database Source component for loading data from a database table, a view or a SQL command. The component can be configured for ADO.NET, OLE DB and ODBC connection managers. https://cozyroc.com/ssis/database-source \* ​ASN.1 Source component for retrieving data from ASN.1 file /BER, CER or DER encoded/ that supports multiple outputs via the composite records pattern. https://cozyroc.com/ssis/asn1-source ​Tableau Source, for consuming data from a Tableau .hyper file (i.e. the latest evolution of Tableau Data Extract). https://cozyroc.com/ssis/tableau-source \* The new version includes support for 37 additional applications https://cozyroc.com/blog/cozyroc-ssis-22-now-officially-released \* Major highlights of the 2.1 release \* XML Destination component: https://www.cozyroc.com/ssis/xml-destination \* OFTP connection manager - https://www.cozyroc.com/ssis/oftp-connection \* Database Destination component for fast loading and updating data. Insert, Update, Delete or Upsert in row-by-row or bulk-load mode for ADO.NET, OLE DB and ODBC. https://www.cozyroc.com/ssis/database-destination \* JSON Source component for retrieving data from JSON documents that supports multiple outputs via the composite records pattern. https://www.cozyroc.com/ssis/json-source \* JSON Destination component for generating JSON documents that supports multiple inputs via the composite records pattern. https://www.cozyroc.com/ssis/json-destination \* Easier connectivity to any REST service. \* Support of Dynamic data flows and composite records modelling \* Fast Sort Plus component for sorting of LARGE amounts of data. \* EDI components \* Additional REST services connectivity https://www.cozyroc.com/ssis/rest-connection COZYROC Solutions has been successfully used by thousands of businesses, in more than 142 countries around the world. \*\*\*\*\*\*\*\*\*\* COZYROC Cloud - The Simplest Way to SSIS in the Cloud: https://cozyroc.cloud COZYROC Cloud delivers seamless hybrid integrations, effortlessly connecting cloud and on-premises applications and databases, supporting cloud repatriation. \* Hosted and hybrid cloud integration solutions \* Managed & On-Premises Execution Environments \* Webhook Triggers -Automatically run packages by subscribing to external events (via inbound webhooks). \* Centralized Management \* Superior support for consuming web APIs \* Advanced ETL components: Database Destination, Table Difference, Lookup+ \* Free during development & testing. Pay only for production use \* Avoid cloud lock-in. Be able to transfer ETL processes on premises \* Better extensibility. Multiple component vendors. \* Lightweight JS-based components

**Average Rating:** 4.8/5.0

**Total Reviews:** 33

#### How Do G2 Users Rate COZYROC Solutions?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Automation:** 8.1/10 (Category avg: 9.0/10)
- **Scalability:** 8.1/10 (Category avg: 8.7/10)
- **Auditing:** 7.2/10 (Category avg: 8.1/10)

#### Who Is the Company Behind COZYROC Solutions?

- **Seller:** [COZYROC](https://www.g2.com/sellers/cozyroc)
- **Year Founded:** 2006
- **HQ Location:** Raleigh, NC
- **Twitter:** @CozyRoc  
628 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=29c12bd68e9a5cc090c9e51c19fe01f3bda99342d004eead4406470275a011a3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F741227%2F&secure%5Burl_type%5D=linkedin_company_website)  
12 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 41% Medium, 38% Large

#### What Do G2 Reviewers Say About COZYROC Solutions?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **easy integrations** of COZYROC Solutions, enhancing our workflows and connecting seamlessly with third-party sources.
- Users value the **seamless automation** provided by CozyRoc, enhancing efficiency and ensuring compliance in workflows.
- Users find **Cozyroc Solutions easy to use** , seamlessly integrating into workflows and simplifying ETL processes.
- Users value the **seamless integrations** of CozyRoc Solutions, enhancing their operational workflows and ETL processes significantly.
- Users benefit from **powerful automation features** , significantly enhancing their ETL processes and efficiency in handling files.

##### Cons

- Users find COZYROC Solutions to be **expensive** , which can complicate development and access to features.
- Users experience some **complexity in configuration** and finding old versions, requiring extra effort to navigate effectively.
- Users find the **difficult setup** process frustrating, requiring time and effort to navigate through documentation and bugs.
- Users express frustration over the **high licensing costs** and the need for annual re-licensing with CozyRoc.
- Users experience **lack of functionality** due to migration challenges and limited development environment configurations with COZYROC Solutions.

#### What Are Recent G2 Reviews of COZYROC Solutions?

**["Excellent Suite of SSIS Tools"](https://www.g2.com/survey_responses/cozyroc-solutions-review-11697474)**

**Rating:** 4.5/5.0 stars

_— Shameer G._

[Read full review](https://www.g2.com/survey_responses/cozyroc-solutions-review-11697474)

**["CozyRoc Integrates Seamlessly with SSIS and Salesforce"](https://www.g2.com/survey_responses/cozyroc-solutions-review-12381644)**

**Rating:** 5.0/5.0 stars

_— Dale T._

[Read full review](https://www.g2.com/survey_responses/cozyroc-solutions-review-12381644)

#### What Are G2 Users Discussing About COZYROC Solutions?

- [What is COZYROC SSIS+ Library used for?](https://www.g2.com/discussions/what-is-cozyroc-ssis-library-used-for) - 1 comment
- [Is SSIS part of SQL Server?](https://www.g2.com/discussions/is-ssis-part-of-sql-server)
- [What is cozy rock?](https://www.g2.com/discussions/what-is-cozy-rock)
- [What is Cozyroc used for?](https://www.g2.com/discussions/what-is-cozyroc-used-for) - 1 comment

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

Timextender is a metadata-driven data platform that helps organizations build AI-ready data infrastructure up to 10x faster. The Timextender Data Platform unifies four modules, Data Integration, Data Enrichment, Data Quality, and Orchestration, that together automate the ingestion, governance, and delivery of data across the storage platform of your choice. Timextender is designed to help businesses manage their data infrastructure without extensive manual coding, giving data teams direct control over accuracy, governance, and the pace at which they can put trusted data to work.

**Average Rating:** 4.3/5.0

**Total Reviews:** 147

#### How Do G2 Users Rate timextender?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 8.7/10 (Category avg: 9.0/10)
- **Scalability:** 8.0/10 (Category avg: 8.7/10)
- **Auditing:** 7.5/10 (Category avg: 8.1/10)

#### Who Is the Company Behind timextender?

- **Seller:** [timextender](https://www.g2.com/sellers/timextender)
- **Company Website:** www.timextender.com
- **Year Founded:** 2006
- **HQ Location:** Aarhus, DK
- **Twitter:** @timextender  
17,630 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=16c30aa4d66911a30dfd85e108465af6956e4ac744b52cd472c76add59e6ea6b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftimextender%2F&secure%5Burl_type%5D=linkedin_company_website)  
92 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Business Intelligence Consultant, Data Analyst
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 45% Medium, 34% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Timextender, especially the intuitive drag-and-drop interface for data management.
- Users value the **responsive customer support** of TimeXtender, enhancing their overall experience and implementation process.
- Users praise the **automation features** of TimeXtender for streamlining workflows and simplifying complex processes.
- Users appreciate the **user-friendly interface** of TimeXtender, making it easy to get started and design effectively.
- Users find TimeXtender's **time-saving capabilities** invaluable, streamlining data tasks and enhancing workflow efficiency significantly.

##### Cons

- Users face **functional limitations** with TimeXtender, including issues with offline compatibility and lack of version tracking.
- Users face a **steep learning curve** with RSD-files and limited coding assistance, complicating data management.
- Users experience **poor documentation** , making it difficult to navigate and utilize TimeXtender effectively.
- Users face a **steep learning curve** with TimeXtender, particularly with complex data transformations and project transfers.
- Users report **unpredictable behavior and inefficiencies** with error reporting, especially with large datasets and multiple users.

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

**["TimeXtender Classic is still a Classic!"](https://www.g2.com/survey_responses/timextender-review-11786389)**

**Rating:** 4.5/5.0 stars

_— Benjamin P._

[Read full review](https://www.g2.com/survey_responses/timextender-review-11786389)

**["Jet Analytics Data Integration (JADI)"](https://www.g2.com/survey_responses/timextender-review-8575138)**

**Rating:** 5.0/5.0 stars

_— Prabhu S._

[Read full review](https://www.g2.com/survey_responses/timextender-review-8575138)

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

- [How do you use Timextender?](https://www.g2.com/discussions/how-do-you-use-timextender)
- [Why use TimeXtender?](https://www.g2.com/discussions/why-use-timextender) - 1 comment
- [What is Odx server?](https://www.g2.com/discussions/what-is-odx-server) - 2 comments
- [What does TimeXtender do?](https://www.g2.com/discussions/what-does-timextender-do)

### [Stitch](https://www.g2.com/products/stitch-2026-01-09/reviews)

Stitch Data Loader is a simple, powerful ETL service for businesses of all sizes, up to and including the enterprise. More than 3,000 companies use Stitch to move billions of records every day from SaaS applications and databases into data warehouses and data lakes, where it can be analyzed with BI tools. Stitch, Inc. is a division of Talend.

**Average Rating:** 4.4/5.0

**Total Reviews:** 66

#### How Do G2 Users Rate Stitch?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)
- **Automation:** 8.9/10 (Category avg: 9.0/10)
- **Scalability:** 8.6/10 (Category avg: 8.7/10)
- **Auditing:** 0.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Stitch?

- **Seller:** [Qlik](https://www.g2.com/sellers/qlik)
- **Year Founded:** 1993
- **HQ Location:** Radnor, PA
- **Twitter:** @qlik  
64,130 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cd147c14c7daf80e08bf113d2cae24ca3693e49a87c147350c31e8b0961c7297&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10162%2F&secure%5Burl_type%5D=linkedin_company_website)  
4,551 employees on LinkedIn®
- **Phone:** 1 (888) 994-9854

#### Who Uses This Product?

- **Who Uses This:** Data Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 53% Small, 43% Medium

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

**["Very Easy Intuitive UI"](https://www.g2.com/survey_responses/stitch-review-7592907)**

**Rating:** 4.5/5.0 stars

_— Megan S._

[Read full review](https://www.g2.com/survey_responses/stitch-review-7592907)

**["Reliable Extractions & Loads with many different integrations"](https://www.g2.com/survey_responses/stitch-review-7514601)**

**Rating:** 4.5/5.0 stars

_— Kristiyan D._

[Read full review](https://www.g2.com/survey_responses/stitch-review-7514601)

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

- [Is stitch free?](https://www.g2.com/discussions/is-stitch-free)
- [What is stitch database?](https://www.g2.com/discussions/what-is-stitch-database)
- [What is stitch ETL?](https://www.g2.com/discussions/what-is-stitch-etl)
- [What is Stitch software?](https://www.g2.com/discussions/what-is-stitch-software)

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

Backed by award-winning data analyst support, Mozart Data is the fastest way to set up scalable, reliable data infrastructure that doesn’t need to be maintained by you. Mozart Data’s all-in-one modern data platform empowers anyone to easily centralize, organize, and analyze their data without engineering resources. Instead of piecing together multiple tools, companies get everything they need to spin up a data stack in an hour — ETL, a data warehouse, and a data transformation tool — and gain visibility into their data pipelines. Join other data-driven companies, like Zeplin, Rippling, Modern Treasury, and Tempo, that are already getting the most out of their data. Learn more at https://www.mozartdata.com

**Average Rating:** 4.6/5.0

**Total Reviews:** 68

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

- **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 9.1/10)
- **Automation:** 9.3/10 (Category avg: 9.0/10)
- **Scalability:** 9.3/10 (Category avg: 8.7/10)
- **Auditing:** 8.9/10 (Category avg: 8.1/10)

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

- **Seller:** [Mozart Data](https://www.g2.com/sellers/mozart-data)
- **Year Founded:** 2020
- **HQ Location:** San Francisco, US
- **Twitter:** @MozartData  
447 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=93a959b85a25dc7a4eb20cc10bfe8e470098bef694ee6a76cbe9e5d8c30b628d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmozartdata%2F&secure%5Burl_type%5D=linkedin_company_website)  
16 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Financial Services
- **Company Size:** 53% Small, 47% Medium

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

**["Easy to use one and done tool to streamline the data process."](https://www.g2.com/survey_responses/mozart-data-review-9144933)**

**Rating:** 5.0/5.0 stars

_— Craig C._

[Read full review](https://www.g2.com/survey_responses/mozart-data-review-9144933)

**["All in one data platform"](https://www.g2.com/survey_responses/mozart-data-review-9998715)**

**Rating:** 5.0/5.0 stars

_— Jim D._

[Read full review](https://www.g2.com/survey_responses/mozart-data-review-9998715)

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

- [What is Mozart Data used for?](https://www.g2.com/discussions/what-is-mozart-data-used-for)

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

Zap Data Hub is a data warehouse automation solution that streamlines the extraction, loading and transformation (ELT) of ERP and business data into a centralized, governed warehouse for reporting and analytics. Zap Data Hub is used by finance, operations and IT teams who need a faster, more structured way to integrate ERP data from platforms such as Microsoft Dynamics 365, SAP Business One, Sage and SYSPRO alongside other business sources like CRM, payroll and inventory systems. It automates the heavy lifting involved in data integration and preparation, allowing businesses to build a trusted data foundation without extensive coding or manual processes. By automatically mapping, transforming and loading data into a warehouse, Zap eliminates reliance on spreadsheets, manual extracts and disconnected reporting. It creates a governed semantic model that ensures consistent metrics across tools like the Power BI integration, Excel add-in and browser-based reporting. Zap can be deployed in the cloud or on-premises, with support for Microsoft Fabric. Key features and value points • End-to-end data warehouse automation that structures and governs data from ERP and other business systems • Pre-built ERP connectors and models that accelerate deployment and reduce implementation effort • Governed semantic model that ensures consistent, trusted reporting across business units and analytics tools • Reporting support through the Excel add-in, Power BI integration and browser-based options • Deployment flexibility offering cloud-based or on-premises options • Future-ready architecture that integrates with Microsoft Fabric and supports evolving analytics needs Zap Data Hub is suited to organizations that want to automate their reporting data foundations, improve governance and drive business insights without the complexity of manual data engineering.

**Average Rating:** 4.3/5.0

**Total Reviews:** 44

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

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Automation:** 8.3/10 (Category avg: 9.0/10)
- **Scalability:** 6.1/10 (Category avg: 8.7/10)
- **Auditing:** 6.7/10 (Category avg: 8.1/10)

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

- **Seller:** [ZAP](https://www.g2.com/sellers/zap)
- **Year Founded:** 2001
- **HQ Location:** Brisbane, Australia
- **Twitter:** @ZAP\_Data  
1,552 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=40ff523c982ae465dc260372a2950b1cdc633097c3cd8fa18073b625378ca439&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F61528%2F&secure%5Burl_type%5D=linkedin_company_website)  
91 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Oil & Energy, Computer Software
- **Company Size:** 61% Medium, 28% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Zap Data Hub, enjoying its intuitive interface and seamless implementation.
- Users value the **easy integration of multiple data sources** , enhancing operational efficiency across teams.
- Users commend the **excellent customer support** from the Zap Team, ensuring timely and effective assistance when needed.
- Users value the **clean and seamless reporting functionality** of Zap Data Hub, enhancing efficiency and integration with ERP.
- Users commend the **intuitive analytics** of Zap Data Hub, streamlining reporting and decision-making for rapid business growth.

##### Cons

- Users find the **steep learning curve** challenging, requiring technical support for effective use of Zap Data Hub.
- Users face **complexity with connections and calculations** in Zap Data Hub, which can hinder efficiency and user experience.
- Users experience **import issues** with Excel sources, impacting connectivity and processing of large files in Zap Data Hub.
- Users face **connection issues with Excel data sources** , making integration and report exporting more challenging.
- Users note a **steep learning curve** with Zap Data Hub, making it challenging for occasional users to excel.

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

**["Powerful BI Reporting That Delivers Results"](https://www.g2.com/survey_responses/zap-data-hub-review-11960396)**

**Rating:** 4.0/5.0 stars

_— chris.hilton@agroliquid.com H._

[Read full review](https://www.g2.com/survey_responses/zap-data-hub-review-11960396)

**["Slick, Fast, and Intuitive BI Tool with Outstanding Support"](https://www.g2.com/survey_responses/zap-data-hub-review-11984060)**

**Rating:** 5.0/5.0 stars

_— Verified User in Gambling & Casinos_

[Read full review](https://www.g2.com/survey_responses/zap-data-hub-review-11984060)

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

Tray.ai offers a composable AI integration and automation platform that transforms AI into standout business performance. The Tray Universal Automation Cloud is an AI-ready platform that eliminates the need for disparate tools, enabling seamless integration and automation of complex business processes. Our platform supports all AI, integration, and automation initiatives from a single place. Developers benefit from a code-first, headless environment, freeing them from mundane tasks and allowing focus on business outcomes. The Tray Build IDE and AI Palette accelerate delivery for business technologists, providing easy access to 3rd party connectors and native AI capabilities. As enterprises strive for competitive advantage, our platform helps IT teams deploy AI effectively, connecting systems, automating processes, and integrating data to handle even the most demanding AI use cases. Built for high-change environments, Tray.ai excels in rapid prototyping, testing, and deployment. The fastest way to turn AI into business performance.™

**Average Rating:** 4.5/5.0

**Total Reviews:** 153

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

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 9.5/10 (Category avg: 9.0/10)
- **Scalability:** 8.6/10 (Category avg: 8.7/10)
- **Auditing:** 6.5/10 (Category avg: 8.1/10)

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

- **Seller:** [Tray.io](https://www.g2.com/sellers/tray-io)
- **Year Founded:** 2012
- **HQ Location:** San Francisco, CA
- **Twitter:** @tray  
3,059 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9aefc40ec358d1c0b78a6822182369674039532a0e32c9f868b4b4fdb5ada91c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2659008%2F&secure%5Burl_type%5D=linkedin_company_website)  
139 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 56% Medium, 34% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **easy integrations** of Tray.ai, enabling seamless connections and automation across various platforms.
- Users find Tray.ai to be **exceptionally easy to use** , streamlining setup and workflow automation effortlessly.
- Users value the **automation capabilities** of Tray.ai, enabling efficient processes and easy workflow management without extensive coding.
- Users value the **incredibly helpful support community** of Tray.ai, enhancing their integration and automation experience.
- Users value the **extensive integrations** of Tray.ai, allowing seamless connections with various platforms and APIs.

##### Cons

- Users find the lack of **missing features** in Tray.ai limits its functionality and desired capabilities significantly.
- Users find Tray.ai's **complex pricing** and evolving structure challenging for budgeting and planning effectively.
- Users find the **expensive pricing model** of Tray.ai complicated and difficult for budget planning over time.
- Users face a significant **learning curve** while trying to navigate the complexities of Tray.ai's functionalities.
- Users find the **complexity** of Tray.ai challenging for newcomers, especially with intricate lead routing rules.

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

**["Easy-to-Identify Logs and Audit Trails"](https://www.g2.com/survey_responses/tray-ai-review-12530158)**

**Rating:** 4.5/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/tray-ai-review-12530158)

**["An Integration tool"](https://www.g2.com/survey_responses/tray-ai-review-11278803)**

**Rating:** 5.0/5.0 stars

_— Omji P._

[Read full review](https://www.g2.com/survey_responses/tray-ai-review-11278803)

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

- [What is Tray.io used for?](https://www.g2.com/discussions/what-is-tray-io-used-for) - 1 comment
- [What does Tray.io do?](https://www.g2.com/discussions/what-does-tray-io-do)
- [Who owns tray io?](https://www.g2.com/discussions/who-owns-tray-io)
- [How much does tray IO cost?](https://www.g2.com/discussions/how-much-does-tray-io-cost)
- [What is Tray io?](https://www.g2.com/discussions/what-is-tray-io) - 1 comment

### [Funnel](https://www.g2.com/de/products/funnel/reviews)

Funnel ist die führende Marketing-Intelligence-Plattform, die Vermarktern hilft, Geschichten mit ihren Berichten zu erzählen, den perfekten Medienmix zu messen, das Targeting zu optimieren und ihre Organisationen mit umsetzbaren Marketingdaten zu stärken. Funnel basiert auf dem Fundament unseres Daten-Hubs, um Ihnen zu helfen, mehr aus Ihren Marketingdaten herauszuholen. Wir bewegen Sie über die Datensammlung hinaus in eine Symphonie von Erkenntnissen, die Ihnen helfen wird, Ihr wahres Potenzial zu erkennen. Sie erhalten Zugriff auf eine Suite leistungsstarker Tools, um die verborgenen Talente Ihrer Daten zu beleuchten. Funnel hilft mehr als 2000 Kunden, ihr Geschäft auszubauen – darunter digitale Marktführer wie Home Depot, Havas Media und Samsung.

**Average Rating:** 4.5/5.0

**Total Reviews:** 163

#### How Do G2 Users Rate Funnel?

- **War the product ein guter Geschäftspartner?:** 9.1/10 (Category avg: 9.1/10)
- **Automatisierung:** 8.8/10 (Category avg: 9.0/10)
- **Skalierbarkeit:** 8.6/10 (Category avg: 8.7/10)
- **Rechnungsprüfung:** 7.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Funnel?

- **Verkäufer:** [Funnel](https://www.g2.com/de/sellers/funnel)
- **Unternehmenswebsite:** funnel.io
- **Gründungsjahr:** 2014
- **Hauptsitz:** Stockholm, Sweden
- **Twitter:** @funnel\_io  
21 Twitter-Follower
- **LinkedIn®-Seite:** [www.linkedin.com](https://www.g2.com/de/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=be633bb1add3e327634f921425b407b96b3be2be7a706ae13341fc8a201d9667&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F9397630%2F&secure%5Burl_type%5D=linkedin_company_website)  
402 Mitarbeiter\*innen auf LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Marketing und Werbung, Informationstechnologie und Dienstleistungen
- **Company Size:** 50% Small, 44% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Benutzer schätzen die **Benutzerfreundlichkeit** von Funnel, genießen nahtlose Integration und unkomplizierte Berichterstattung über Plattformen hinweg.
- Benutzer schätzen die **umfangreichen Integrationen** von Funnel, die Datenverbindungen über verschiedene Plattformen hinweg mühelos vereinfachen.
- Benutzer schätzen die **nahtlose Datenintegration** von Funnel, die ihre Fähigkeit verbessert, Leistungskennzahlen effizient zu zentralisieren und zu visualisieren.
- Benutzer lieben das **benutzerfreundliche Datenmanagement** von Funnel, das mühelos Daten über Plattformen hinweg zentralisiert und organisiert.
- Benutzer schätzen die **zahlreichen Anschlussmöglichkeiten** , die in Funnel verfügbar sind, was die Integrationsfähigkeiten über Plattformen hinweg verbessert.

##### Cons

- Benutzer bemerken anfangs eine **steile Lernkurve** , insbesondere beim Konfigurieren von Datenquellen und beim Verstehen der Benutzeroberfläche.
- Benutzer finden Investitionen in Funnel **teuer** , insbesondere mit zusätzlichen Gebühren für wesentliche Integrationen und Funktionen.
- Benutzer finden, dass **begrenzte Verbindungen** in Funnel die Skalierbarkeit und Flexibilität behindern und den Integrationsprozess mit verschiedenen Plattformen komplizieren.
- Benutzer erleben **fehlende Funktionen** , wie begrenzte Skalierbarkeit und nicht verfügbare Plattformdimensionen, die die Gesamtfunktionalität beeinträchtigen.
- Benutzer erleben **langsame Leistung** mit Funnel, insbesondere während der Datenverarbeitung und bei Connector-Operationen, was die Effizienz beeinträchtigt.

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

**["Exzellente Integrationen über alle wichtigen kostenpflichtigen und sozialen Medienplattformen für Datenanalyse"](https://www.g2.com/de/survey_responses/funnel-review-11977140)**

**Rating:** 5.0/5.0 stars

_— Munavvar M._

[Read full review](https://www.g2.com/de/survey_responses/funnel-review-11977140)

**["Ideal zum Verbinden von Datenquellen und Visualisieren mit konsistenten Feldern"](https://www.g2.com/de/survey_responses/funnel-review-11973065)**

**Rating:** 4.5/5.0 stars

_— Muhammad Abdullah S._

[Read full review](https://www.g2.com/de/survey_responses/funnel-review-11973065)

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

- [What do you like most about Funnel for data collection, and what improvements could be made?](https://www.g2.com/de/discussions/what-do-you-like-most-about-funnel-for-data-collection-and-what-improvements-could-be-made) - 1 comment, 1 upvote
- [Wofür wird ein Trichter verwendet?](https://www.g2.com/de/discussions/what-is-funnel-used-for)
- [What is the best funnel builder?](https://www.g2.com/de/discussions/what-is-the-best-funnel-builder)
- [Was ist ein Trichterbauer?](https://www.g2.com/de/discussions/what-is-a-funnel-builder) - 1 comment
- [What is the best sales funnel software?](https://www.g2.com/de/discussions/what-is-the-best-sales-funnel-software)

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

Start working from one place without jumping between systems. ExtendInsights connects your business data across NetSuite, Salesforce, HubSpot, Google Analytics, Stripe, Chargebee, and more directly into Excel. There, you can analyze, update, and report on live data without time-consuming exports, CSV processes, or manual rework. Instead of exporting from each system and stitching data together manually, ExtendInsights lets you access everything in one place—live, connected, and ready to go. Writeback is also available for NetSuite, Salesforce, and HubSpot. Whether you’re building live financial reports, updating records in bulk, analyzing saved searches or queries, combining multiple data sources, or creating executive dashboards, ExtendInsights eliminates manual steps and accelerates every part of your workflow. ExtendInsights brings analytics, data management, and financial reporting together in a single Excel-based experience. Create, edit, and update records in NetSuite, Salesforce, and HubSpot while simultaneously analyzing live data, all without switching tools or relying on CSVs. The result is faster workflows, fewer errors, and more time spent on insights instead of data preparation. Your team already works in Excel. Now they can do everything there. Key features: Visualize data using dynamic pivot tables and charts Build fast, accurate, and auditable financial reports Leverage data source security to keep data secure CloudExtend empowers users to make faster, more insightful decisions by creating innovative, user-friendly applications that integrate workplace productivity tools with platforms they use every day to automatically add emails, events, and files to NetSuite from Gmail and Outlook, or use Excel and Power BI to improve reporting and analysis capabilities for popular data sources. Our integration apps eliminate hundreds of hours of manual work, significantly reduce data import times, and provide a 360-degree view of customer activity.

**Average Rating:** 4.5/5.0

**Total Reviews:** 47

#### How Do G2 Users Rate ExtendInsights?

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)
- **Automation:** 10.0/10 (Category avg: 9.0/10)
- **Scalability:** 5.0/10 (Category avg: 8.7/10)
- **Auditing:** 8.3/10 (Category avg: 8.1/10)

#### Who Is the Company Behind ExtendInsights?

- **Seller:** [CloudExtend by Celigo](https://www.g2.com/sellers/cloudextend-by-celigo)
- **Company Website:** www.cloudextend.io
- **Year Founded:** 2007
- **HQ Location:** Redwood City, US
- **Twitter:** @cloudextendIO  
253 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e5672f539d462d13e8e612e2000bfda8cb3ea69de634a97aaf2be3f47d1449c4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcloudextend%2F&secure%5Burl_type%5D=linkedin_company_website)  
17 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Accounting, Retail
- **Company Size:** 54% Medium, 42% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find ExtendInsights to have **exceptional ease of use** , making data management and updates significantly simpler.
- Users appreciate the **easy integrations** of ExtendInsights, enabling quick connections to Excel, NetSuite, and more.
- Users value the **effortless data management** of ExtendInsights, simplifying tasks and enhancing overall productivity.
- Users praise the **accuracy of information** in ExtendInsights, enhancing data-driven decisions and streamlining management processes.
- Users value the **efficient data analysis** capabilities of ExtendInsights, significantly speeding up reporting processes.

##### Cons

- Users experience **slow data loading** and limitations in accessing certain data types within ExtendInsights' Data Management.
- Users experience **slow data loading** as it processes only 25 lines at a time, disrupting efficiency in data retrieval.
- Users experience **slow loading** times when accessing data in ExtendInsights, affecting efficiency and usability.
- Users find the **slow processing** of ExtendInsights frustrating, especially with data not loading efficiently.
- Users find it challenging to determine the **best fields for creating templates** , impacting their overall experience with ExtendInsights.

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

**["The Only Tool That Makes Connecting Excel to NetSuite Easy"](https://www.g2.com/survey_responses/extendinsights-review-13119964)**

**Rating:** 5.0/5.0 stars

_— Verified User in Apparel & Fashion_

[Read full review](https://www.g2.com/survey_responses/extendinsights-review-13119964)

**["A Huge Time-Saver for Bulk NetSuite Record Updates"](https://www.g2.com/survey_responses/extendinsights-review-13061561)**

**Rating:** 4.5/5.0 stars

_— Sarah M._

[Read full review](https://www.g2.com/survey_responses/extendinsights-review-13061561)

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

- [What is CloudExtend Excel For NetSuite used for?](https://www.g2.com/discussions/what-is-cloudextend-excel-for-netsuite-used-for)
- [What is CloudExtend Excel for Salesforce used for?](https://www.g2.com/discussions/what-is-cloudextend-excel-for-salesforce-used-for)

### [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews)

IBM® InfoSphere® DataStage® is a leading ETL platform that integrates data across multiple enterprise systems. It leverages a high performance parallel framework, available on-premises or in the cloud. The scalable platform provides extended metadata management and enterprise connectivity. It integrates heterogeneous data, including big data at rest (Hadoop-based) or big data in motion (stream-based), on both distributed and mainframe platforms. It supports IBM Db2® Z and Db2 for z/OS®, applies workload and business rules, and integrates real-time data in an easy to deploy, scalable platform. Learn More: https://ibm.co/2NpHEtZ

**Average Rating:** 4.0/5.0

**Total Reviews:** 62

#### How Do G2 Users Rate IBM DataStage?

- **Has the product been a good partner in doing business?:** 7.7/10 (Category avg: 9.1/10)
- **Automation:** 7.6/10 (Category avg: 9.0/10)
- **Scalability:** 7.9/10 (Category avg: 8.7/10)
- **Auditing:** 7.7/10 (Category avg: 8.1/10)

#### Who Is the Company Behind IBM DataStage?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 employees on LinkedIn®
- **Ownership:** SWX:IBM

#### Who Uses This Product?

- **Top Industries:** Banking, Information Technology and Services
- **Company Size:** 77% Large, 15% Medium

#### What Do G2 Reviewers Say About IBM DataStage?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **high degree of customization** in DataStage, enabling tailored solutions for diverse data processing needs.
- Users praise the **high-performance pipelining** of DataStage for efficiently processing massive data volumes with ease.
- Users value the **high-performance parallel processing engine** of DataStage, enabling efficient handling of massive data volumes.
- Users appreciate the **ease of use** in IBM DataStage, thanks to its intuitive drag-and-drop interface for complex ETL tasks.
- Users value the **efficiency improvement** of IBM DataStage for processing massive data volumes swiftly and reliably.

##### Cons

- Users highlight the **complex processes** in IBM DataStage, often finding it cumbersome and difficult to manage effectively.
- Users often face **dependency issues** due to complicated licensing and the challenges of vendor lock-in with IBM DataStage.
- Users highlight the **expensive cost** of IBM DataStage, making it challenging for small-to-medium businesses to adopt.
- Users criticize the **lack of real-time data** capabilities in IBM DataStage, hindering agile data operations and streaming processes.
- Users report a **steep learning curve** with IBM DataStage, making it challenging for new hires to adapt quickly.

#### What Are Recent G2 Reviews of IBM DataStage?

**["Blazingly Fast, Full-Featured ETL tool with Flexible Data Connections"](https://www.g2.com/survey_responses/ibm-datastage-review-10327160)**

**Rating:** 4.0/5.0 stars

_— Steve L._

[Read full review](https://www.g2.com/survey_responses/ibm-datastage-review-10327160)

**["Unmatched Performance and Reliability for Enterprise Data Workloads"](https://www.g2.com/survey_responses/ibm-datastage-review-12124677)**

**Rating:** 5.0/5.0 stars

_— Poojasree M._

[Read full review](https://www.g2.com/survey_responses/ibm-datastage-review-12124677)

#### What Are G2 Users Discussing About IBM DataStage?

- [What is IBM InfoSphere DataStage used for?](https://www.g2.com/discussions/what-is-ibm-infosphere-datastage-used-for)
- [How can I download IBM InfoSphere DataStage?](https://www.g2.com/discussions/how-can-i-download-ibm-infosphere-datastage)
- [What is InfoSphere Information Server?](https://www.g2.com/discussions/what-is-infosphere-information-server)
- [What is DataStage tool?](https://www.g2.com/discussions/what-is-datastage-tool)

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

CloverDX is the data integration platform that combines engineering-led pipelines, an AI Assistant, and self-service tools for business users. There's no managed SaaS here: you self-host CloverDX on your own terms, on-prem, in your own cloud, or hybrid, so your data and infrastructure stay under your control. CloverDX streamlines the entire ETL lifecycle, from ingestion and processing to delivery and consumption, enhancing productivity and fostering trust in data. The platform is used by organizations of all sizes, helping companies optimize and orchestrate their data workflows, reduce manual work and errors, and ensure compliance with data governance standards. Data engineers and technical users build and automate pipelines in a visual + code interface, backed by an AI Assistant that plans, builds, tests, and documents pipelines from a spec, sample data, or a natural-language prompt. Every step it generates stays visible and editable, so engineers stay in control while spending less time on boilerplate and more time on architecture and review. Business users get their own Wrangler Assistant, describing what they need in plain language and getting back transparent, editable transformation steps, so they can take on data quality, data prep, and master data management tasks without needing IT intervention. This frees up technical resources across the board. CloverDX supports a wide range of data sources and formats, enabling users to ingest data from various systems. Robust transformation capabilities allow users to clean, enrich, and manipulate data to meet specific business requirements, including using AI directly within pipelines to classify, extract, anonymize, or summarize data. Every AI capability runs on a bring your own key (BYOK) or bring your own model (BYOM) basis: connect your own account with Anthropic, OpenAI, Azure OpenAI, or Google, or run models entirely on your own infrastructure for data that never leaves your environment. There's no CloverDX-run AI service in the middle, so you stay in control of the provider, the cost, and what data gets shared. CloverDX also offers advanced automation features, including AI-assisted monitoring and diagnostics that flag issues before they become problems, minimizing manual intervention and reducing the risk of errors. CloverDX helps maintain data integrity and accountability throughout the data lifecycle, with full version control and audit trails. Users can track changes and access historical data versions, ensuring they can rely on the accuracy of data at all times. Governance always comes first: admins can set organization-wide guardrails on what data reaches an AI provider, or disable external AI sharing entirely for regulated environments. CloverDX is a versatile, flexible data integration solution that addresses the needs of both technical and non-technical users. By combining self-hosted deployment freedom, AI-powered productivity, robust processing capabilities, and a user-friendly interface, it empowers organizations to manage their data more effectively, ultimately leading to better insights, enhanced collaboration and alignment, and improved business outcomes.

**Average Rating:** 4.3/5.0

**Total Reviews:** 72

#### How Do G2 Users Rate CloverDX?

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

#### Who Is the Company Behind CloverDX?

- **Seller:** [CloverDX](https://www.g2.com/sellers/cloverdx)
- **Company Website:** www.cloverdx.com
- **Year Founded:** 2002
- **HQ Location:** Prague
- **Twitter:** @CloverDX  
1,237 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7e8668ecdfafd2834c5f3aa56297f959a82431fab1690c7395a4b2b040f807fc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcloverdx%2F&secure%5Burl_type%5D=linkedin_company_website)  
55 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Financial Services, Information Technology and Services
- **Company Size:** 40% Medium, 36% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of CloverDX, finding it intuitive and visually appealing for data transformations.
- Users find **automation capabilities** in CloverDX invaluable, streamlining processes and minimizing errors effectively.
- Users appreciate the **simple and user-friendly interface** of CloverDX, making it easy to build ETL workflows efficiently.
- Users value the **easy integrations** with diverse data sources, enhancing workflow efficiency and ensuring smooth operations.
- Users commend CloverDX for its **user-friendly interface** that simplifies data transformation and integration processes.

##### Cons

- Users feel the **poor documentation** hinders code generation efficiency, calling for more examples and detailed guides.
- Users face **connection issues** with CloverDX, affecting data transfer and limited connectivity options.
- Users find the **steep learning curve** of CloverDX challenging, wishing for improved documentation and easier onboarding.
- Users find the **unclear documentation** challenging, wishing for better examples and detailed guidance for effective usage.
- Users note that CloverDX has **complex usability** , making navigation difficult and hindering overall user experience.

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

**["Multiple projects using CloverDX."](https://www.g2.com/survey_responses/cloverdx-review-8387245)**

**Rating:** 5.0/5.0 stars

_— Verified User in Consulting_

[Read full review](https://www.g2.com/survey_responses/cloverdx-review-8387245)

**["Customizable Pipelines, Easy Setup with CloverDX"](https://www.g2.com/survey_responses/cloverdx-review-10657839)**

**Rating:** 4.5/5.0 stars

_— Pavlo T._

[Read full review](https://www.g2.com/survey_responses/cloverdx-review-10657839)

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

- [How much does CloverDX cost?](https://www.g2.com/discussions/how-much-does-cloverdx-cost) - 1 comment
- [Is CloverDX open source?](https://www.g2.com/discussions/is-cloverdx-open-source) - 1 comment
- [How do you use CloverDX?](https://www.g2.com/discussions/how-do-you-use-cloverdx)

### [Informatica PowerCenter](https://www.g2.com/de/products/informatica-powercenter/reviews)

Informatica PowerCenter® hilft Ihnen, den Wert Ihrer Daten freizusetzen. Es bietet eine einzigartige End-to-End-Datenintegrationsplattform mit einem breiten Spektrum an Funktionen, um rohe, fragmentierte Daten aus unterschiedlichen Quellen zu integrieren und in vollständige, hochwertige, geschäftsbereite Informationen zu transformieren. Während Ihre Umgebung wächst und reift, skaliert PowerCenter, um Ihren wachsenden Geschäftsanforderungen, Datenvolumen und der Komplexität gerecht zu werden und gleichzeitig Einblicke für die IT und das Geschäft bereitzustellen.

**Average Rating:** 4.3/5.0

**Total Reviews:** 82

#### How Do G2 Users Rate Informatica PowerCenter?

- **War the product ein guter Geschäftspartner?:** 8.1/10 (Category avg: 9.1/10)
- **Automatisierung:** 8.6/10 (Category avg: 9.0/10)
- **Skalierbarkeit:** 8.8/10 (Category avg: 8.7/10)
- **Rechnungsprüfung:** 8.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Informatica PowerCenter?

- **Verkäufer:** [Informatica](https://www.g2.com/de/sellers/informatica)
- **Gründungsjahr:** 1993
- **Hauptsitz:** Redwood City, CA
- **Twitter:** @Informatica  
99,643 Twitter-Follower
- **LinkedIn®-Seite:** [www.linkedin.com](https://www.g2.com/de/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=06f93f9659c25422bea5c34037117512928a659c5d640bb989ed85a85cdb1252&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3858%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,802 Mitarbeiter\*innen auf LinkedIn®
- **Eigentum:** NYSE: INFA

#### Who Uses This Product?

- **Who Uses This:** Software-Ingenieur
- **Top Industries:** Informationstechnologie und Dienstleistungen, Versicherung
- **Company Size:** 79% Large, 16% Medium

#### What Do G2 Reviewers Say About Informatica PowerCenter?

_AI-generated summary from verified user reviews_

##### Pros

- Benutzer schätzen die **Automatisierungs** fähigkeiten von Informatica PowerCenter, die ETL-Prozesse vereinfachen und den manuellen Programmieraufwand minimieren.
- Benutzer schätzen die **Möglichkeit, Daten aus mehreren Quellen zu integrieren** mit Informatica PowerCenter, was ihre Datenverwaltungseffizienz verbessert.
- Benutzer schätzen die **benutzerfreundliche Oberfläche** von Informatica PowerCenter, die ETL-Prozesse ohne umfangreiche Programmieranforderungen vereinfacht.
- Benutzer schätzen die **benutzerfreundliche Oberfläche** von Informatica PowerCenter, die ETL-Prozesse einfach und effizient macht.
- Benutzer schätzen das **Drag-and-Drop-Feature** von Informatica PowerCenter, das ETL-Prozesse intuitiv und benutzerfreundlich macht.

##### Cons

- Benutzer finden Informatica PowerCenter **teuer** , belastet durch hohe Lizenz- und Wartungskosten sowie komplexe Infrastrukturanforderungen.
- Benutzer erleben **Integrationsprobleme** mit Spark und Python, was die Einrichtung erschwert und die Funktionalität in Cloud-Umgebungen einschränkt.
- Benutzer stehen vor Herausforderungen aufgrund der **Cloud-Abhängigkeit** , was die Integration und Skalierbarkeit in modernen Umgebungen behindert.
- Benutzer finden die **Komplexität des Zugriffs auf Workflow-Parameter** umständlich, was ihre Gesamterfahrung mit PowerCenter beeinträchtigt.
- Benutzer finden **komplexes Management** aufgrund hoher Kosten, Ressourcenanforderungen und fehlender Unterstützung für Cloud-Integration belastend.

#### What Are Recent G2 Reviews of Informatica PowerCenter?

**["Nahtlose Datenintegration mit intuitivem Drag-and-Drop"](https://www.g2.com/de/survey_responses/informatica-powercenter-review-12178255)**

**Rating:** 4.5/5.0 stars

_— Vallabh P._

[Read full review](https://www.g2.com/de/survey_responses/informatica-powercenter-review-12178255)

**["Robuste Datenintegration mit steiler Einrichtung"](https://www.g2.com/de/survey_responses/informatica-powercenter-review-12824137)**

**Rating:** 4.0/5.0 stars

_— Nihal R._

[Read full review](https://www.g2.com/de/survey_responses/informatica-powercenter-review-12824137)

#### What Are G2 Users Discussing About Informatica PowerCenter?

- [Wofür wird Informatica PowerCenter verwendet?](https://www.g2.com/de/discussions/informatica-powercenter-what-is-informatica-powercenter-used-for) - 1 comment
- [What are objects in Informatica?](https://www.g2.com/de/discussions/what-are-objects-in-informatica)
- [What is Informatica platform?](https://www.g2.com/de/discussions/what-is-informatica-platform)
- [What are the different components of Informatica PowerCenter?](https://www.g2.com/de/discussions/what-are-the-different-components-of-informatica-powercenter)
- [What is Informatica PowerCenter used for?](https://www.g2.com/de/discussions/what-is-informatica-powercenter-used-for)

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

StarfishETL for Integration: StarfishETL is an iPaaS (Integration-Platform-as-a-Service) that provides seamless data integration from one database to another - whether hosted, on-premises, or in the Cloud. Connect to more than 400 applications using drag-and-drop low code functionality; AI-enabled mapping, scripting, and SQL query writing; and secure connectivity through on-premises firewalls. StarfishETL for Migration: StarfishETL is loaded with pre-built capabilities, but it's not limited by them. You have the power to set up your project any way you desire to get the data results that fit your business. Add custom fields in our Cloud Cartographer, or use the on-premises tool for more advanced personalization. StarfishETL as an iPaaS: StarfishETL is a Cloud iPaaS solution, which gives it the unique ability to connect virtually any kind of solution to any other kind of solution, as long as both of those applications have an API. This gives StarfishETL customers ultimate control over their data projects, with the ability to build more unique and scalable data connections.

**Average Rating:** 4.7/5.0

**Total Reviews:** 75

#### How Do G2 Users Rate StarfishETL?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.1/10)
- **Automation:** 9.3/10 (Category avg: 9.0/10)
- **Scalability:** 9.6/10 (Category avg: 8.7/10)
- **Auditing:** 9.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind StarfishETL?

- **Seller:** [Technology Advisors](https://www.g2.com/sellers/technology-advisors)
- **Year Founded:** 1991
- **HQ Location:** Chicago, IL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6853aee43812c985183a96bf51f766de6bb7e92760189053098c6f4d46b80a03&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstarfishetl%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®
- **Phone:** 847-655-3400

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 36% Large, 36% Medium

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

**["Upfront, Honest and Friendly"](https://www.g2.com/survey_responses/starfishetl-review-9856115)**

**Rating:** 5.0/5.0 stars

_— Kelly P._

[Read full review](https://www.g2.com/survey_responses/starfishetl-review-9856115)

**["StarfishETL was the one software capable of doing this"](https://www.g2.com/survey_responses/starfishetl-review-7892321)**

**Rating:** 4.0/5.0 stars

_— Charles C._

[Read full review](https://www.g2.com/survey_responses/starfishetl-review-7892321)

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

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

### [Saras Daton](https://www.g2.com/products/saras-daton/reviews)

Saras Daton is a data integration and pipeline automation platform built specifically for eCommerce businesses. It helps brands centralize data from advertising platforms, marketplaces, storefronts, subscription tools, and customer engagement systems into a single analytics-ready destination. With 200+ pre-built connectors and AI-assisted setup, Daton eliminates the complexity of managing APIs, building custom integrations, and maintaining data pipelines. Teams can automate data ingestion, ensure reliable reporting, and create a trusted foundation for business intelligence, analytics, and decision-making. Key Features 200+ Pre-Built eCommerce Connectors Connect data from leading platforms including Shopify, Amazon Seller Central, Amazon Vendor Central, TikTok Shop, Meta Ads, Google Ads, Amazon Ads, Klaviyo, Recharge, Gorgias, Yotpo, and more. AI-Powered Connector Setup Configure data sources faster with guided setup workflows that help validate settings, reduce errors, and simplify onboarding for non-technical users. Natural Language Query Builder Generate complex queries using plain English. Daton's AI-powered query builder helps teams access advanced data sources without requiring deep SQL expertise. Custom Connector Development Extend Daton's capabilities with a Connector Development Kit (CDK), developer tools, and a marketplace that enables partners and teams to build, publish, and manage custom integrations. Automated Data Syncing Keep data fresh with configurable sync schedules, incremental loading, full refresh options, automatic retries, and ingestion monitoring. Data Reliability & Governance Monitor pipeline health, detect schema changes, and maintain data consistency across all connected sources. Benefits \* Centralize data from multiple eCommerce and marketing platforms \* Reduce engineering effort spent on building and maintaining integrations \* Accelerate reporting and analytics initiatives \* Enable self-service data access for business users \* Improve data accuracy and consistency across teams \* Scale data operations without increasing technical overhead Who Uses Saras Daton? Saras Daton is trusted by eCommerce operators, analytics teams, data engineers, growth marketers, and digital commerce brands looking to streamline data integration and build a reliable analytics foundation. What Makes Saras Daton Different? Unlike generic ETL solutions, Saras Daton is purpose-built for eCommerce. Its extensive connector library, AI-powered setup experience, and seamless integration with the Saras Analytics ecosystem help brands move from fragmented data to actionable insights faster.

**Average Rating:** 4.7/5.0

**Total Reviews:** 37

#### How Do G2 Users Rate Saras Daton?

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

#### Who Is the Company Behind Saras Daton?

- **Seller:** [Saras Analytics](https://www.g2.com/sellers/saras-analytics)
- **Year Founded:** 2016
- **HQ Location:** Westborough, MA
- **Twitter:** @SarasAnalytics  
22 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1238e281f3abdff0cc8192dc47328fa511da24f86fd3607dcc07e3bc611563b5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsarasanalytics%2F&secure%5Burl_type%5D=linkedin_company_website)  
214 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Retail, Consumer Goods
- **Company Size:** 49% Medium, 43% Small

#### What Do G2 Reviewers Say About Saras Daton?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **exceptional customer support** of Daton, providing prompt and knowledgeable assistance that enhances their experience.
- Users find **Saras Daton easy to use** , with a hassle-free setup and streamlined workflows enhancing their experience.
- Users value the **seamless API integration** of Daton, enhancing data management and onboarding with ease and efficiency.
- Users value the **variety of connectors** in Saras Daton, enhancing integration and overall reporting capabilities.
- Users commend the **seamless data integration** of Saras Daton, enhancing efficiency and actionable insights for better decision-making.

##### Cons

- Users note that the **excessive number of dashboards** complicates the experience and detracts from usability.
- Users face **integration issues** due to limited features connecting essential tools, complicating data workflows and efficiency.
- Users experience **data inaccuracy** with Saras Daton, impacting their overall experience and trust in the product.
- Users experience **data inaccuracies** with Saras Daton, impacting the reliability of their analysis and decisions.
- Users face occasional **data inaccuracy** issues with Saras Daton, impacting reliability as they use the data.

#### What Are Recent G2 Reviews of Saras Daton?

**["Essential Tool for Seamless Amazon Data Management"](https://www.g2.com/survey_responses/saras-daton-review-11771290)**

**Rating:** 4.0/5.0 stars

_— Mark S._

[Read full review](https://www.g2.com/survey_responses/saras-daton-review-11771290)

**["Smart, Simple, and Reliable Analytics"](https://www.g2.com/survey_responses/saras-daton-review-11741014)**

**Rating:** 4.5/5.0 stars

_— Emma I._

[Read full review](https://www.g2.com/survey_responses/saras-daton-review-11741014)

#### What Are G2 Users Discussing About Saras Daton?

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

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- [Big Data Integration Platforms](/categories/big-data-integration-platforms)
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- [Enterprise Service Bus (ESB)](/categories/enterprise-service-bus-esb)
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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.

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