Top Free ETL Tools - Page 5

How Many ETL Tools Products Does G2 Track?

Total Products under this Category: 281

Category Stats (Oct 2026)

  • Average Rating: 4.55/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Adeptia (+1.1%) - Among all products in this category, Adeptia recorded the largest rating increase compared to last month

Last updated: October 07, 2026

How Does G2 Rank ETL Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 20,000+ Authentic Reviews
  • 281+ 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

Highlighted products: Databricks, Alteryx, Celigo, Google Cloud BigQuery, Domo, Informatica Data Integration and Engineering, FME Platform, and Fivetran.

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

Tray.ai

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: 8.2/10)

Who Is the Company Behind Tray.ai?

  • Seller: Tray.io
  • Year Founded: 2012
  • HQ Location: San Francisco, CA
  • Twitter: @tray
    3,059 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    134 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 appreciate the easy integrations of Tray.ai, enabling seamless connections between various systems like Shopify and LMS.
  • Users find Tray.ai's ease of use exceptional, thanks to its intuitive UI and flexible workflow integrations.
  • Users love the versatile integrations of Tray.ai, enabling seamless connections between various systems and APIs.
  • Users value the custom automation capabilities of Tray.ai, appreciating its flexibility and ease of setup for workflows.
  • Users value the extensive connectors of Tray.ai, enabling seamless integration across various platforms and APIs.
Cons
  • Users find the missing features in Tray.ai, including lack of version control and descriptive documents, frustrating.
  • Users find complex pricing challenging, especially with frequent changes that complicate budgeting and planning.
  • Users note that Tray.ai's pricing is expensive, leading to challenges in budgeting and cost management.
  • Users experience a steep learning curve with Tray.ai, making it challenging for newcomers to navigate functionalities effectively.
  • Users find the poor documentation of Tray.ai frustrating, impacting the ease of setting up integrations.

What Are Recent G2 Reviews of Tray.ai?

What Are G2 Users Discussing About Tray.ai?

Zap Data Hub

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: 8.2/10)

Who Is the Company Behind Zap Data Hub?

  • Seller: ZAP
  • Year Founded: 2001
  • HQ Location: Brisbane, Australia
  • Twitter: @ZAP_Data
    1,552 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    87 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 praise the ease of use of Zap Data Hub, emphasizing effortless data integration and real-time access.
  • Users value the easy data integration with Zap Data Hub, simplifying ETL processes and enhancing operational efficiency.
  • Users appreciate the excellent customer support from the Zap Team, enhancing their overall experience and satisfaction.
  • Users value the clean reporting functionality of Zap Data Hub, appreciating its seamless integration and time-saving capabilities.
  • Users appreciate the robust analytics capabilities of Zap Data Hub, enabling seamless data integration and BI reporting.
Cons
  • Users find the steep learning curve of Zap Data Hub challenging, requiring support for comfortable usage and report development.
  • Users face complexity challenges when connecting to live Excel data and performing certain calculations effectively.
  • Users face challenges with importing Excel data, particularly with live connections and large file management.
  • Users face challenges with connecting to Excel sources and report exports, affecting overall usability of Zap Data Hub.
  • Users note a steep learning curve, making it challenging for occasional users to navigate and utilize effectively.

What Are Recent G2 Reviews of Zap Data Hub?

DataChannel

DataChannel is a unified no-code ETL & Reverse ETL platform with 120+ pre-built integrations that allow you to easily move data to and from any data source into a data warehouse of your choice within minutes. You can easily control what data you need to load and at what frequency meanwhile also retaining complete control over it. Enjoy complete freedom in choosing where your data resides and run downstream analytics on it all within your infrastructure. Aggregate & operationalize your data coming in from various source systems to derive actionable insights using DataChannel's transformation module. - 120+ pre-built integrations to SaaS applications, E-Commerce platforms & marketplaces, relational databases, cloud storages etc - A comprehensive platform for ETL, dbt Core & SQL transformations & Reverse ETL - Schedule and control your data pipelines without writing any code or scripts Build unique workspaces to manage multiple client accounts with role-based accessibility - Orchestrate end-to-end workflows using DataChannel’s drag-and-drop, intuitive interface.

Average Rating: 4.8/5.0

Total Reviews: 36

How Do G2 Users Rate DataChannel?

  • Has the product been a good partner in doing business?: 9.4/10 (Category avg: 9.1/10)
  • Automation: 9.1/10 (Category avg: 9.0/10)
  • Scalability: 8.8/10 (Category avg: 8.7/10)
  • Auditing: 8.7/10 (Category avg: 8.2/10)

Who Is the Company Behind DataChannel?

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 69% Medium, 22% Small

What Do G2 Reviewers Say About DataChannel?

AI-generated summary from verified user reviews

Pros
  • Users value the comprehensive data management capabilities of DataChannel, facilitating seamless integration and effective analytics.
  • Users value the streamlined analytics of DataChannel, enhancing data organization and decision-making efficiency.
  • Users value the automation capabilities of DataChannel, enhancing efficiency and accelerating decision-making through streamlined analytics.
  • Users value the ease of use and seamless integration of DataChannel with platforms like Shopify.
  • Users praise the data integration capabilities of DataChannel, enabling seamless consolidation and enhanced analytics for informed decisions.
Cons
  • Users desire detailed error visibility in DataChannel, wishing to understand pipeline issues better.
  • Users desire insufficient information about error causes in the DataChannel pipeline for better troubleshooting and insight.
  • Users experienced initial performance issues with slower transformation runs, but noted improvements over time.
  • Users experienced slow performance during some transformation runs, although the issue was eventually resolved.

What Are Recent G2 Reviews of DataChannel?

What Are G2 Users Discussing About DataChannel?

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Omniscope Evo

Visokio builds Omniscope Evo, complete and extensible BI software for data processing, analytics and reporting. A smart experience on any device. Start from any data in any shape, load, blend, transform and explore it, extract insights through ML algorithms, then produce interactive reports and dashboards to share your findings. Omniscope is not only an all-in-one self-service BI tool with a responsive UX on all modern devices, but also a powerful and extensible platform: you can augment data workflows with Python / R scripts and enhance reports with any JS visualisation. Whether you’re a data manager, scientist or analyst, Omniscope is your complete solution: from data, through analytics to visualisation. 🧽 Data Prep, ETL: build workflows to load, stream, blend and transform any data. 🔍 Analytics: leverage machine learning, extract insights and perform visual exploration. 📊 Visualisation: design interactive reports, publish and share your results. 📜 Extensible: augment data pipelines with your Python / R scripts, enhance reports with any JS based visualisation. 🚀 Scalable: big data preparation and live query dashboards on SQL databases. 🤝 Collaboration: multi-user synchronised edits on workflows and dashboards. 🤖 Automation API: schedule parameterised data refresh & report updates, trigger tasks, alerts, edit & query data. 💐 Universal: a fresh and smart experience on any device: Windows, Mac, Linux, Android, iOS. 🏢 Deployment: on-premises or on your cloud. Built-in user permissions / OIDC / SSO 🎨 White-label: host branded data solutions and embedded analytics

Average Rating: 4.7/5.0

Total Reviews: 21

How Do G2 Users Rate Omniscope Evo?

  • 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: 8.7/10 (Category avg: 8.7/10)
  • Auditing: 7.5/10 (Category avg: 8.2/10)

Who Is the Company Behind Omniscope Evo?

  • Seller: Visokio
  • Year Founded: 2002
  • HQ Location: London, GB
  • Twitter: @Visokio
    255 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 65% Small, 17% Medium

What Are Recent G2 Reviews of Omniscope Evo?

What Are G2 Users Discussing About Omniscope Evo?

TapClicks

TapClicks is a comprehensive marketing operations platform designed to streamline and automate various manual tasks associated with marketing management, such as data integration and reporting. This solution allows users to focus on high-impact activities, including campaign optimization and enhancing customer satisfaction. By offering a suite of tools that encompass reporting, analytics, insights, campaign order management, and marketing workflow tracking, TapClicks empowers organizations to make informed decisions based on real-time data. The platform is particularly beneficial for marketing agencies and organizations that manage multiple clients. TapClicks provides a unified dashboard through its flagship product, TapAnalytics, which consolidates marketing campaign data and performance metrics. This feature enables users to easily manage thousands of clients from a single interface, offering both high-level agency views and customizable client-specific views. Such transparency is essential for maintaining strong client relationships and ensuring that clients are informed about their campaign performance. One of the standout features of TapAnalytics is its ability to deliver real-time analytics and scoring across all campaigns. Utilizing sophisticated algorithms, the platform optimizes campaign performance and uncovers actionable insights that can drive better results. Additionally, the data visualization capabilities of TapClicks bring data to life through interactive timelines, pie charts, geo-mapping, and text widgets, making it easier for users to interpret and present their findings. TapClicks also prioritizes efficiency with its auto-scheduled reporting feature, allowing users to send automated reports in various formats, including HTML, PDF, and Excel. This functionality saves time and ensures that stakeholders receive timely updates without the need for manual intervention. Furthermore, the platform supports over 200 integrations tailored to the needs of agencies of all sizes, enhancing its versatility and making it a valuable tool for marketing professionals. In summary, TapClicks is designed to optimize marketing operations by automating routine tasks and providing a holistic view of marketing activities. With its user-friendly interface, robust analytics capabilities, and extensive integration options, TapClicks stands out as a powerful solution for organizations looking to enhance their marketing efforts and drive meaningful results.

Average Rating: 4.3/5.0

Total Reviews: 315

How Do G2 Users Rate TapClicks?

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

Who Is the Company Behind TapClicks?

  • Seller: TapClicks
  • Company Website:
  • Year Founded: 2015
  • HQ Location: San Jose, CA
  • Twitter: @TapClicks
    773 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    131 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Account Manager, Digital Marketing Manager
  • Top Industries: Marketing and Advertising, Broadcast Media
  • Company Size: 62% Small, 30% Medium

What Do G2 Reviewers Say About TapClicks?

AI-generated summary from verified user reviews

Pros
  • Users find TapClicks to be extremely easy to use, efficiently consolidating marketing data and improving reporting capabilities.
  • Users value the powerful analytics of TapClicks, enabling deeper insights and enhanced decision-making across marketing operations.
  • Users value the automation capabilities of TapClicks, enhancing efficiency and enabling focus on strategic marketing tasks.
  • Users value the comprehensive data integration capabilities of TapClicks, enhancing insights and optimizing marketing strategies.
  • Users value the streamlined data management of TapClicks, enhancing insights and optimizing marketing strategies effectively.
Cons
  • Users often experience connection issues, leading to data discrepancies and less than ideal customer service responses from TapClicks.
  • Users often struggle with data inconsistency, encountering discrepancies and experiencing unhelpful customer service responses.
  • Users find the data management issues in TapClicks, especially during setup and syncing, quite frustrating and non-intuitive.
  • Users find the difficult setup of TapClicks overwhelming, affecting the initial experience and data syncing process.
  • Users encounter lack of information from TapClicks support, leading to unresolved data connection issues and discrepancies.

What Are Recent G2 Reviews of TapClicks?

What Are G2 Users Discussing About TapClicks?

Flowgear

Flowgear is an Integration Development Environment that enables teams to build, run, and govern business integrations across cloud, hybrid, and on-premises systems. Acting as a durable integration layer, Flowgear governs how AI securely interacts with business systems through scoped tools, approved connections, comprehensive logging, diagnostics, and controlled execution, helping organizations accelerate automation while maintaining visibility, security, and governance.

Average Rating: 4.5/5.0

Total Reviews: 130

How Do G2 Users Rate Flowgear?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 9.1/10)
  • Automation: 8.7/10 (Category avg: 9.0/10)
  • Scalability: 8.6/10 (Category avg: 8.7/10)
  • Auditing: 7.2/10 (Category avg: 8.2/10)

Who Is the Company Behind Flowgear?

  • Seller: Flowgear
  • Company Website:
  • Year Founded: 2007
  • HQ Location: Johannesburg, Gauteng
  • Twitter: @flowgear
    369 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    33 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 50% Small, 40% Medium

What Do G2 Reviewers Say About Flowgear?

AI-generated summary from verified user reviews

Pros
  • Users highlight easy integrations with Flowgear, enabling effective automation and connectivity across multiple systems seamlessly.
  • Users highlight Flowgear's strong automation capabilities, facilitating seamless integrations and efficient workflow management.
  • Users value the impressive range of built-in connectors in Flowgear that simplifies quick system connections and integrations.
  • Users value the variety of connectors in Flowgear, streamlining integration and saving significant setup time.
  • Users find Flowgear's ease of use invaluable, simplifying integration building with its user-friendly interface and design.
Cons
  • Users face a steep learning difficulty due to inadequate training resources and limited documentation for Flowgear.
  • Users highlight the poor documentation of Flowgear, expressing a need for more comprehensive training and resources.
  • Users find the difficult learning curve challenging due to limited training materials and documentation, especially for newcomers.
  • Users find the learning curve challenging due to limited training materials and documentation for new users.
  • Users find limited functionality in Flowgear's trial version, hindering exploration of advanced features and integrations.

What Are Recent G2 Reviews of Flowgear?

What Are G2 Users Discussing About Flowgear?

Astera Data Pipeline Builder (Centerprise)

Astera Data Pipeline Builder (Centerprise) provides a no-code, scalable, high-performance, and affordable integration platform designed for technical and non-technical users to connect, transform, and move data from diverse sources to preferred destinations. With Astera's industrial strength ETL/ELT engine, 200+ transformations, and scheduling capabilities, users can build automated data pipelines in a matter of a few clicks. Users can also execute ETL and ELT data pipelines manually, schedule them for automated reruns, or orchestrate them as part of a larger data management process. Whether it's data extraction, transformation, cleansing, or loading, Astera Data Pipeline Builder excels at ensuring data accuracy and reliability. It offers comprehensive data validation capabilities, enabling users to enforce data quality and consistency. It is also a go-to solution for data migration, data warehousing, and business intelligence.

Average Rating: 4.3/5.0

Total Reviews: 31

How Do G2 Users Rate Astera Data Pipeline Builder (Centerprise)?

  • Has the product been a good partner in doing business?: 7.6/10 (Category avg: 9.1/10)
  • Automation: 8.3/10 (Category avg: 9.0/10)
  • Scalability: 7.2/10 (Category avg: 8.7/10)
  • Auditing: 7.5/10 (Category avg: 8.2/10)

Who Is the Company Behind Astera Data Pipeline Builder (Centerprise)?

  • Seller: Astera Software
  • HQ Location: Simi Valley, CA
  • Twitter: @AsteraSoftware
    2,255 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    170 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 48% Medium, 32% Small

What Are Recent G2 Reviews of Astera Data Pipeline Builder (Centerprise)?

Windsor.ai

Founded in Switzerland in 2017, Windsor.ai is a leading data integration platform trusted by over 450,000 data professionals and global enterprises. We provide a secure, transparent, and automated data foundation that connects 350+ marketing and sales platforms to your preferred reporting tools, data warehouses, and AI, all from one place. While other tools offer individual native connectors (one fragment of your stack), Windsor.ai connects all 350+ sources, eliminating data silos and delivering normalized data into Power BI, Data Studio, Google Sheets, Snowflake, Tableau, BigQuery, Claude, ChatGPT, Copilot, Perplexity, and more. That's "Swiss-engineered" precision: full SQL transparency, cross-channel analysis, and enterprise-grade security. Why Global Leaders Choose Windsor.ai: Windsor.ai is the trusted data backbone for the world's most regulated and demanding industries. Our platform is engineered to meet the strict compliance and scalability needs of financial institutions, automotive manufacturers, consumer goods and retail companies, global media agency networks, pharmaceutical and energy providers, and non-profit organizations. Industry leaders who trust Windsor.ai: Financial Services & Insurance: UBS, AXA, BAC (Bank of America). Automotive & Manufacturing: Porsche AG, Whirlpool Corporation, Volvo. Consumer Goods & Retail: Unilever, Colgate-Palmolive, ASICS, The HEINEKEN Company, Cotton On Group. Media & Agency Networks: WPP, Omnicom Media Group, Publicis, Dentsu, Interpublic Group (IPG), PBS. Pharma, Energy & Utilities: Novo Nordisk, NextEra Energy. Non-Profit & Education: WWF, Syracuse University. Our Key Capabilities Include: Broadest Connectivity: Native connectors for 350+ sources, including Meta Ads, Google Ads, GA4, HubSpot, Salesforce, LinkedIn Ads, TikTok, Shopify, and Amazon; more than 2x the industry standard. Visualization Ready: Seamlessly integrates with Data Studio, Power BI, and Tableau for instant, automated dashboards. Data Warehouse Native: Stream large-scale data to Google BigQuery, Snowflake, Azure SQL, and Databricks with zero maintenance. Transparent Pricing: All 350+ connectors are included in every plan. No hidden fees for "premium" data sources. The AI & Data Science Edge: All your data, all your tools, visualized and streamed to whatever destination you use. Windsor.ai is built for the future of data connectivity. Our platform provides the granular, high-fidelity schemas required to power AI assistants and advanced data science models. AI-Ready Data: Automates data normalization for Retrieval-Augmented Generation (RAG). Native install in Claude and ChatGPT: Windsor.ai is natively listed in the Claude connector directory and the ChatGPT apps. One click to connect. Your live business data flows directly into Claude, ChatGPT, Copilot, Gemini, Perplexity, and Antigravity, ready to analyze, answer questions, and act within the same AI chat.

Average Rating: 4.4/5.0

Total Reviews: 87

How Do G2 Users Rate Windsor.ai?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 9.1/10)
  • Automation: 5.0/10 (Category avg: 9.0/10)
  • Scalability: 2.5/10 (Category avg: 8.7/10)
  • Auditing: 1.7/10 (Category avg: 8.2/10)

Who Is the Company Behind Windsor.ai?

  • Seller: Windsor.ai
  • Year Founded: 2017
  • HQ Location: Zürich, CH
  • Twitter: @windsor_ai
    217 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    23 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO
  • Top Industries: Marketing and Advertising, Education Management
  • Company Size: 56% Small, 31% Medium

What Do G2 Reviewers Say About Windsor.ai?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Windsor.ai, enjoying seamless integrations and simplified data reporting.
  • Users appreciate the flexible integrations of Windsor.ai, enabling seamless data consolidation from various platforms effortlessly.
  • Users commend the outstanding customer support of Windsor.ai, noting its quick and helpful responsiveness whenever needed.
  • Users appreciate the wide range of connectors offered by Windsor.ai, enhancing flexibility and integration across platforms.
  • Users value the easy integrations of Windsor.ai, enabling seamless connections with various marketing platforms for efficient data analysis.
Cons
  • Users find the missing features like KPI metrics and a limited knowledge base frustrating, hindering effective use.
  • Users find a slight learning curve with Windsor.ai, particularly in mastering data connectors and advanced setups.
  • Users experience API limitations that hinder data freshness and complicate implementation, impacting overall functionality.
  • Users note connector issues impacting data freshness and ingestion, requiring quicker resolution for a smoother experience.
  • Users find the difficult learning curve of Windsor.ai challenging, especially for those unfamiliar with data analytics.

What Are Recent G2 Reviews of Windsor.ai?

What Are G2 Users Discussing About Windsor.ai?

Altova MapForce

Altova MapForce is an any-to-any data conversion and ETL tool for graphically defining and executing transformations for all popular data formats. Altova MapForce supports converting and transformation between any combination of XML, JSON, relational database, NoSQL database, EDI, text, Excel, XBRL, Google Protobuf, and Web services data. These powerful data mapping and integration tools convert your data instantly and provide multiple options to automate recurrent transformations. MapForce is a powerful, highly affordable data conversion and ETL tool for firms of all sizes.

Average Rating: 4.5/5.0

Total Reviews: 19

How Do G2 Users Rate Altova MapForce?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 9.1/10)
  • Automation: 8.3/10 (Category avg: 9.0/10)
  • Scalability: 7.5/10 (Category avg: 8.7/10)
  • Auditing: 7.5/10 (Category avg: 8.2/10)

Who Is the Company Behind Altova MapForce?

  • Seller: Altova
  • Year Founded: 1992
  • HQ Location: Beverly, MA
  • Twitter: @altova
    569 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    42 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 43% Large, 39% Small

What Are Recent G2 Reviews of Altova MapForce?

WhereScape RED

WhereScape RED is an end-to-end data automation platform that helps teams build, deploy and operate data warehouses faster. It connects diverse data sources, generates platform native code and automates orchestration, documentation and lineage; reducing the need for manual development. By standardising repeatable processes, WhereScape RED helps organizations deliver reliable data infrastructure more quickly, adapt to change and reduce development effort.

Average Rating: 3.9/5.0

Total Reviews: 35

How Do G2 Users Rate WhereScape RED?

  • Has the product been a good partner in doing business?: 7.2/10 (Category avg: 9.1/10)
  • Automation: 8.5/10 (Category avg: 9.0/10)
  • Scalability: 7.5/10 (Category avg: 8.7/10)
  • Auditing: 7.8/10 (Category avg: 8.2/10)

Who Is the Company Behind WhereScape RED?

  • Seller: WhereScape Software
  • Year Founded: 2001
  • HQ Location: Houston, Texas
  • Twitter: @wherescape
    2,816 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    42 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services, Hospital & Health Care
  • Company Size: 52% Large, 38% Medium

What Do G2 Reviewers Say About WhereScape RED?

AI-generated summary from verified user reviews

Cons
  • Users find the poor documentation challenging, making it difficult to fully grasp the product's functionalities.

What Are Recent G2 Reviews of WhereScape RED?

Prophecy

Prophecy is the agentic data prep and analysis platform that introduces a new data lifecycle—generate, refine, deploy—where AI agents and data teams collaborate through visual, code, and document interfaces to accelerate work and deliver trusted pipelines to production. Leading enterprises rely on Prophecy to power their most demanding data workloads. - Generate a first draft in minutes: Prophecy’s AI agents, built on specialized Claude Code, are experts at generating workflows for your data, accelerating tasks like data transformation and automating others like documentation. - Refine with ease and speed: Our visual analytics workflows (or code, document formats) enable users to quickly understand the AI generated output, and to refine them to 100% complete. Deploy robustly: We provide robust deployment to production built on software best practices. The deployed workflows run at scale, with governance, on your cloud data platform. What are the key features of Prophecy? - Market Leading Data Agents: Specialized Claude Code based AI agents that understand your data and apply data specific skills to generate the best results. - Visual Inspect & Refine: AI generates results as visual data workflows, so business users can quickly inspect the logic, refine it to match their intent, and validate the final output. - Integrated Data Execution: You schedule and monitor workflows. Each reads/writes data using built-in high-performance connectors, and run transforms in Prophecy or your SQL or Spark platforms. - Complete Data Lifecycle: The visual workflows can be deployed to production as high-performance code that runs at scale with governance on Databricks, Snowflake or BigQuery that can be shared. Prophecy finds application across industries such as finance, healthcare, and retail, where data-driven decisions are crucial. Analysts become more productive, and business users now self-serve. Learn more at https://www.prophecy.ai/

Average Rating: 4.6/5.0

Total Reviews: 31

How Do G2 Users Rate Prophecy?

  • 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: 9.8/10 (Category avg: 8.7/10)
  • Auditing: 8.6/10 (Category avg: 8.2/10)

Who Is the Company Behind Prophecy?

  • Seller: Prophecy
  • Year Founded: 2017
  • HQ Location: Palo Alto, CA
  • Twitter: @Prophecy_io
    370 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    162 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Senior Data Engineer
  • Top Industries: Financial Services, Insurance
  • Company Size: 68% Large, 19% Medium

What Do G2 Reviewers Say About Prophecy?

AI-generated summary from verified user reviews

Pros
  • Users value the high-quality code generation of Prophecy, enhancing productivity and simplifying data pipeline design.
  • Users value the exceptional customer support from Prophecy, appreciating timely assistance and knowledgeable staff for technical issues.
  • Users commend Prophecy for its powerful data pipeline features, enhancing productivity and simplifying complex ETL processes.
  • Users benefit from the automation in Prophecy, simplifying pipeline design and enhancing collaboration throughout the process.
  • Users appreciate the easy integrations of Prophecy, which streamline connections between various sources and destinations effortlessly.
Cons
  • Users feel the limited features hinder the tool's effectiveness, particularly for complex data scenarios and slow performance.
  • Users find the query issues challenging, especially with dataset connections and complex syntax, needing improved error handling.
  • Users report support issues with slow interface and missing features, though the team is responsive and helpful.
  • Users face a learning curve with Prophecy, as proficiency in the tool may take time and effort.
  • Users find limited access to certain data sources and serverless spark clusters, impacting their overall experience with Prophecy.

What Are Recent G2 Reviews of Prophecy?

Lytics

Lytics is a premier customer data platform for Google Cloud customers and 100% Google Cloud-native CDP. Lytics CDP offers a composable and modern architecture that fits with and accelerates your cloud data strategy. Integrated with existing cloud data warehouses, Lytics helps companies build a unified first-party data foundation, resolving identities to construct and maintain comprehensive profiles that are compliant, extensible, and accessible. Lytics connects to a robust ecosystem for third-party enrichment and activation using reverse ETL, generative AI, and the most comprehensive set of real-time connections into DSPs and action systems in the industry. Lytics unique approach enables brands to work without silos from a reliable source of truth, reimagining how they leverage their own customer data to increase customer engagement and boost ROI, empowering business users with the insights and tools they need to drive action while enabling compliance with global consumer data residency and privacy regulations.

Average Rating: 3.9/5.0

Total Reviews: 67

How Do G2 Users Rate Lytics?

  • Has the product been a good partner in doing business?: 8.0/10 (Category avg: 9.1/10)

Who Is the Company Behind Lytics?

  • Seller: Lytics
  • Year Founded: 2012
  • HQ Location: Portland, OR
  • Twitter: @lytics
    1,268 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Publishing, Marketing and Advertising
  • Company Size: 57% Medium, 27% Large

What Do G2 Reviewers Say About Lytics?

AI-generated summary from verified user reviews

Pros
  • Users value the audience activation capabilities of Lytics, enhancing their targeting and retargeting strategies effectively.
  • Users appreciate the excellent data management capabilities of Lytics for effective retargeting and segmentation.
  • Users value the excellent segmentation capabilities of Lytics, enhancing their retargeting and targeting efforts effectively.
  • Users value the flexibility of Lytics for effective retargeting and segmentation, enhancing their targeting strategies.
  • Users value Lytics for its effective journey creation, enhancing retargeting and segmentation for improved targeting.

What Are Recent G2 Reviews of Lytics?

What Are G2 Users Discussing About Lytics?

daasity

Daasity enables omnichannel consumer brands to be data-driven. Built by analysts and engineers, the Daasity platform supports the varied data architecture, analytics, and reporting needs of consumer brands selling via eCommerce, Amazon, retail, and wholesale. Using Daasity, teams across the organization get a centralized and normalized view of all their data, regardless of the tools in their tech stack and how their future data needs may change. For more information about Daasity, our 60+ integrations, and how the platform drives more profitable growth for 1600+ brands, visit us at Daasity.com.

Average Rating: 4.7/5.0

Total Reviews: 17

How Do G2 Users Rate daasity?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 9.1/10)
  • Automation: 9.2/10 (Category avg: 9.0/10)
  • Scalability: 9.2/10 (Category avg: 8.7/10)
  • Auditing: 8.3/10 (Category avg: 8.2/10)

Who Is the Company Behind daasity?

  • Seller: daasity
  • Year Founded: 2017
  • HQ Location: San Diego, US
  • Twitter: @Daasity
    186 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    34 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Consumer Goods
  • Company Size: 47% Medium, 47% Small

What Do G2 Reviewers Say About daasity?

AI-generated summary from verified user reviews

Pros
  • Users find the comprehensive integrations and dashboard templates of Daasity exceptionally helpful for data visualization.
  • Users commend the excellent customer support of Daasity, noting helpful documentation and guidance for their projects.
  • Users appreciate the easy-to-use dashboard templates for creating visualizations, streamlining their data analysis processes.
  • Users find the documentation helpful for easy integration and visualization even for non-experts.
  • Users find Daasity's platform easy to use with templates and integrations that simplify data visualization.
Cons
  • Users find the dashboard issues in Daasity challenging due to its steep learning curve and limited interactivity.
  • Users find the steep learning curve of Daasity challenging, affecting ease of use for quick dashboard access.
  • Users find the steep learning curve of Daasity challenging, especially for prototyping and creating interactive dashboards.
  • Users find the steep learning curve challenging due to extensive coding requirements for data modeling in Daasity.
  • Users find the steep learning curve and extensive coding for data modeling in Daasity challenging for efficient use.

What Are Recent G2 Reviews of daasity?

Y42

Y42’s Turnkey Data Orchestration Platform with embedded Observability gives data practitioners a unified space to reliably build, monitor, and maintain the flow of data to power their business analytics and AI applications. Y42 provides native integration of best-of-breed open-source data tools, comprehensive data governance, and better collaboration for data teams. With Y42, organizations enjoy increased accessibility to data and can make data-driven decisions reliably and efficiently.

Average Rating: 4.9/5.0

Total Reviews: 21

How Do G2 Users Rate Y42?

  • Has the product been a good partner in doing business?: 9.7/10 (Category avg: 9.1/10)

Who Is the Company Behind Y42?

  • Seller: Y42
  • Year Founded: 2020
  • HQ Location: Berlin, DE
  • Twitter: @y42dotcom
    276 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    20 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 52% Small, 38% Medium

What Are Recent G2 Reviews of Y42?

What Are G2 Users Discussing About Y42?

CData Sync

CData Sync is an automated data integration solution designed to facilitate both ETL (Extract, Transform, Load) and reverse ETL processes, as well as change data capture (CDC) to keep data refreshed and current. This platform enables users to efficiently manage data flows between a wide array of enterprise data sources and their preferred destinations. With a focus on flexibility and cost predictability, CData Sync stands out by offering fixed, scalable pricing, eliminating the concerns associated with volume-based tools that can lead to unexpected costs as data requirements grow. Targeted primarily at data engineers, analysts, and IT professionals, CData Sync is particularly beneficial for organizations that rely on multiple data sources and require seamless integration to support analytics and business intelligence initiatives. The platform supports hundreds of enterprise data sources, including popular applications such as Salesforce, Microsoft Dynamics, SAP, and QuickBooks, as well as modern data stacks like Snowflake, Databricks, and Redshift. This extensive connectivity allows users to consolidate their data landscape, ensuring that critical information is readily available for analysis and decision-making. One of the key features of CData Sync is its user-friendly interface, which allows users to set up data replication with minimal effort. The process is straightforward: users log in, select their source tables, and define their sync intervals. CData Sync then automates the data transfer process, utilizing efficient incremental updates to minimize the load on operational systems. This capability not only streamlines data management but also enhances performance across the organization. CData Sync also includes advanced functionalities such as Change Data Capture (CDC) without requiring elevated database permissions, providing users with complete control over their data. Additionally, the platform supports custom SQL transformations and integrates with dbt, allowing for sophisticated data manipulation and preparation. By centralizing automated data flows, CData Sync empowers organizations to achieve faster delivery of insights while maintaining flexibility in deployment options—whether on-premises, in the cloud, or through a private-cloud SaaS model. Overall, CData Sync offers a robust solution for organizations looking to optimize their data integration processes. With its comprehensive feature set, extensive connectivity options, and predictable pricing structure, it enables users to scale their data operations effectively while ensuring that they have full control over their data landscape.

Average Rating: 4.2/5.0

Total Reviews: 19

How Do G2 Users Rate CData Sync?

  • Has the product been a good partner in doing business?: 7.8/10 (Category avg: 9.1/10)
  • Automation: 7.3/10 (Category avg: 9.0/10)
  • Scalability: 7.0/10 (Category avg: 8.7/10)
  • Auditing: 8.3/10 (Category avg: 8.2/10)

Who Is the Company Behind CData Sync?

  • Seller: CData
  • Company Website:
  • Year Founded: 2014
  • HQ Location: Chapel Hill, NC
  • Twitter: @cdatasoftware
    2,000 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    493 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 45% Small

What Do G2 Reviewers Say About CData Sync?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of CData Sync, making data backup and access efficient and straightforward.
  • Users value the extensive integrations of CData Sync, enabling seamless ETL automation across over 200 data sources.
  • Users cherish the easy data integration with over 200 sources provided by CData Sync for seamless backup.
  • Users value the easy integrations of CData Sync, appreciating seamless connections with over 200 data sources.
  • Users appreciate the ETL automation and integration capabilities of CData Sync, enhancing performance and simplifying reporting.
Cons
  • Users warn about the expensive pricing model of CData Sync, with steep increases each year after the initial contract.
  • Users warn about pricing issues with CData Sync, citing drastic annual price increases that complicate budgeting and contracts.
  • Users experience slow performance with CData Sync, especially during large data transfers, limiting usability and efficiency.
  • Users warn of billing issues due to drastic price hikes after the initial contract period, causing frustration.
  • Users appreciate the connection issues with CData Sync, which disrupts data integration and overall efficiency.

What Are Recent G2 Reviews of CData Sync?

What Are G2 Users Discussing About CData Sync?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026