Best ETL Tools for Small Business - Page 4

How Many ETL Tools Products Does G2 Track?

Total Products under this Category: 323

Category Stats (Nov 2026)

  • Average Rating: 4.55/5 (↓0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: SyntraETL (+1.78%) - Among all products in this category, SyntraETL recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank ETL Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 21,500+ Authentic Reviews
  • 323+ 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, Celigo, Alteryx, Funnel, Skyvia, FME Platform, Google Cloud BigQuery, and Coupler.io.

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

StarfishETL

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: 8.2/10)

Who Is the Company Behind StarfishETL?

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?

What Are G2 Users Discussing About StarfishETL?

klamp

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

Average Rating: 5.0/5.0

Total Reviews: 25

How Do G2 Users Rate klamp?

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

Who Is the Company Behind klamp?

  • Seller: Klamp Inc
  • Year Founded: 2022
  • HQ Location: Wellmington, Delaware
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Who Uses This Product?

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

What Do G2 Reviewers Say About klamp?

AI-generated summary from verified user reviews

Pros
  • Users value the customization options of Klamp, enabling tailored workflows that meet specific business needs effortlessly.
  • Users value the no coding requirement of Klamp, enabling seamless integrations without developer support.
  • Users highlight the affordable pricing of Klamp, enabling easy access to powerful no-code automation features.
  • Users love the quick app integration with Klamp, enabling seamless workflows and ease of use for everyone.
  • Users praise the easy integrations of Klamp, enabling rapid implementation and seamless connections across platforms.
Cons
  • Users note the lack of integrations with limited connectors, though appreciate the quick setup for new APIs.
  • Users find the limited app connectors a drawback, though quick integration delivery is appreciated.
  • Users find that klamp has limited features for data manipulation, hoping for future improvements as it develops.
  • Users find the missing features of Klamp limiting for data manipulation, hoping for more options and templates in future updates.
  • Users find the complex onboarding due to unclear documentation, leading to time-consuming setup and troubleshooting processes.

What Are Recent G2 Reviews of klamp?

Detrics

Detrics is an intuitive and the easiest to use data connector that eliminates the tedious work of reporting by eliminating all manual tasks in the process. By integrating seamlessly with major platforms including Google Ads, Facebook (Meta) Ads, Google Analytics 4, LinkedIn Ads, TikTok Ads, and many others, Detrics automates your data workflow extraction tasks. Detrics imports live data directly into your preferred data visualizations tools like Google Sheets and Looker Studio for users to build comprehensive dashboards. This streamlined approach dramatically reduces time spent on repetitive tasks, eliminates manual errors, and saves significant costs compared to expensive enterprise alternatives - all while offering a robust forever-free plan. Key standout features include automated reports that run on custom schedules, real-time data syncing through scheduled queries, advanced data filtering capabilities, and reusable query templates for consistent reporting. Detrics is perfectly suited for marketers, freelancers, and agencies who demand efficiency without compromising on data quality or insights. If you're ready to start automating, saving time, and taking your data analytics, marketing & ecommerce reports to the next level, Detrics has got you covered!

Average Rating: 4.9/5.0

Total Reviews: 68

How Do G2 Users Rate Detrics?

  • Has the product been a good partner in doing business?: 9.9/10 (Category avg: 9.1/10)
  • Automation: 10.0/10 (Category avg: 9.0/10)
  • Scalability: 10.0/10 (Category avg: 8.7/10)
  • Auditing: 7.5/10 (Category avg: 8.2/10)

Who Is the Company Behind Detrics?

  • Seller: Detrics
  • Year Founded: 2022
  • HQ Location: Buenos Aires, AR
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO
  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 67% Small, 25% Medium

What Do G2 Reviewers Say About Detrics?

AI-generated summary from verified user reviews

Pros
  • Users commend the revolutionary ease of use of Detrics, facilitating quick implementation and seamless integration with systems.
  • Users highlight the time-saving automation of Detrics, freeing up over 5 hours weekly with reliable real-time data.
  • Users commend the ease of integration with CRM systems, enhancing workflow and supporting efficient implementations.
  • Users value the easy integrations with existing systems, enhancing productivity and enabling smooth implementation and usage.
  • Users value the time-saving automation of Detrics, reporting over 5 hours saved weekly with reliable real-time data.
Cons
  • Users encounter integration issues with Detrics, requiring manual data imports for key sales channels and tools.
  • Users find the limited integrations frustrating, requiring manual imports for essential data from key platforms.
  • Users are frustrated by the lack of compatibility with CRM systems, requiring manual data imports for sales pipelines.
  • Users face integration difficulties with Detrics, requiring manual imports for essential sales data, complicating workflows.
  • Users desire more advanced customization options for dashboards in Detrics to enhance their analytical capabilities.

What Are Recent G2 Reviews of Detrics?

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Timextender

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: 146

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: 8.2/10)

Who Is the Company Behind Timextender?

  • Seller: Timextender
  • Company Website:
  • Year Founded: 2006
  • HQ Location: Aarhus, DK
  • LinkedIn® Page: www.linkedin.com
    90 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, 33% Small

What Do G2 Reviewers Say About Timextender?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use in Timextender's drag-and-drop interface makes data management efficient and accessible.
  • Users praise the responsive customer support of TimeXtender, enhancing their overall experience and satisfaction.
  • Users value the automation features of TimeXtender, streamlining data integration and enhancing development efficiency.
  • Users appreciate the user-friendly interface of TimeXtender, making it easy to get started and focus on design.
  • Users appreciate the time-saving capabilities of TimeXtender, enhancing workflow efficiency and simplifying data management.
Cons
  • Users experience limitations in functionality with TimeXtender, struggling with offline issues and lack of features for collaboration.
  • Users face a steep learning curve with Data Management in TimeXtender, finding it complex and limited in functionality.
  • Users face challenges due to poor documentation, making it difficult to navigate and fully utilize TimeXtender.
  • Users face a steep learning curve with TimeXtender, struggling with complex features and limited coding assistance.
  • Users experience unexpected behavior and connectivity issues with TimeXtender, complicating data handling and project deployment.

What Are Recent G2 Reviews of Timextender?

What Are G2 Users Discussing About Timextender?

Supermetrics

Supermetrics helps marketers go AI-first - from insight to action. Founded in 2013 and headquartered in Helsinki, Finland, Supermetrics unifies the marketing workflow, connecting the full breadth of marketing and advertising data sources through to AI-powered analysis and activation, so businesses spend less time wrangling data and more time on strategic growth. Built for marketers, analysts, and BI professionals, Supermetrics serves organizations from small startups to large enterprises that rely on multiple data sources such as Google Analytics, Facebook Ads, HubSpot and Shopify - consolidating everything into the destination of their choice - spreadsheets, data warehouses, or AI assistants via native MCP support. Teams can connect and automate their marketing and advertising reporting without deep technical expertise, cutting the manual work and errors that come with pulling data by hand, and freeing up time for analysis and strategy instead of data collection. Supermetrics pairs a user-friendly interface with a library of templates and pre-built reports, making it fast to visualize data and get to an answer. The platform is trusted by 200,000+ organizations globally, including L’Oréal, BBC, and Heineken, across 120 countries. Supermetrics serves organizations of every size, from small and mid-sized businesses that need enterprise-grade reporting without enterprise overhead, to global brands such as Nestlé, Warner Bros, and Dyson, to agencies managing dozens of client accounts. The platform is SOC 2 Type II and ISO 27001 certified, GDPR and CCPA compliant, and backed by 24/5 global support. Its recognition as one of G2’s Top 50 Best EMEA Software Companies reflects an ongoing investment in innovation for data-driven marketing teams looking to move from manual reporting to AI-powered decisions.

Average Rating: 4.4/5.0

Total Reviews: 819

How Do G2 Users Rate Supermetrics?

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

Who Is the Company Behind Supermetrics?

  • Seller: Supermetrics
  • Company Website:
  • Year Founded: 2013
  • HQ Location: Helsinki, Uusimaa
  • LinkedIn® Page: www.linkedin.com
    427 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Digital Marketing Manager, CEO
  • Top Industries: Marketing and Advertising, Retail
  • Company Size: 55% Small, 35% Medium

What Do G2 Reviewers Say About Supermetrics?

AI-generated summary from verified user reviews

Pros
  • Users find Supermetrics to be extremely easy to use, streamlining complex data into clear, accessible reports effortlessly.
  • Users value the extensive data source integrations in Supermetrics, streamlining their reporting and data management processes effectively.
  • Users praise the excellent customer support of Supermetrics, noting its quick, personal, and effective assistance.
  • Users value the easy integrations of Supermetrics, facilitating seamless connections and efficient reporting across platforms.
  • Users love the time-saving automation of Supermetrics, drastically increasing efficiency in reporting and data management.
Cons
  • Users find Supermetrics expensive and wish for more flexible subscription options to suit their needs better.
  • Users face missing features in Supermetrics, struggling with product feeds and filter functionalities in their workflow.
  • Users point out pricing issues, feeling the subscription doesn't reflect usage and lacks flexible options for connectors.
  • Users are frustrated by the data limitations of Supermetrics, particularly missing GA4 funnel events and incomplete KPI access.
  • Users find data limitations frustrating, including restricted KPIs and difficulties in connecting sources, affecting usability and costs.

What Are Recent G2 Reviews of Supermetrics?

What Are G2 Users Discussing About Supermetrics?

Panoply

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

Average Rating: 4.5/5.0

Total Reviews: 80

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How Do G2 Users Rate Panoply?

  • Has the product been a good partner in doing business?: 9.5/10 (Category avg: 9.1/10)
  • Automation: 8.8/10 (Category avg: 9.0/10)
  • Scalability: 8.8/10 (Category avg: 8.7/10)
  • Auditing: 7.6/10 (Category avg: 8.2/10)

Who Is the Company Behind Panoply?

  • Seller: Panoply
  • Year Founded: 2015
  • HQ Location: San Francisco, CA
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

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

What Do G2 Reviewers Say About Panoply?

AI-generated summary from verified user reviews

Pros
  • Users praise the helpful and responsive customer support at Panoply, facilitating smooth troubleshooting and guidance.
  • Users appreciate the ease of use of Panoply, praising the team's responsive support for troubleshooting and setup.
  • Users value the helpful integrations of Panoply, receiving prompt assistance with setup and troubleshooting.
Cons
  • Users desire the code review features in Panoply's workbench, similar to those in the big query portal.

What Are Recent G2 Reviews of Panoply?

What Are G2 Users Discussing About Panoply?

ExtendInsights

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: 49

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: 8.2/10)

Who Is the Company Behind ExtendInsights?

Who Uses This Product?

  • Top Industries: Accounting, Retail
  • Company Size: 55% Medium, 41% Small

What Do G2 Reviewers Say About ExtendInsights?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of ExtendInsights, appreciating simple uploads and efficient data management.
  • Users find the integrations with Excel and other platforms enhance convenience and efficiency in data management.
  • Users value the ease of use and efficiency of ExtendInsights for managing data and simplifying tasks.
  • Users value the accuracy of information provided by ExtendInsights, facilitating effective data-driven decisions.
  • Users value the efficient data analysis capabilities of ExtendInsights, dramatically reducing report preparation time.
Cons
  • Users find the complexity of creating templates frustrating, with unclear field usage and slow error reporting.
  • Users face data retrieval issues, as ExtendInsights sometimes doesn't read configured data, affecting overall efficiency.
  • Users find form design challenging, experiencing confusion over fields and slow error reporting during uploads.
  • Users find the learning curve steep, especially in selecting templates and understanding technical aspects.
  • Users note that slow data loading hampers efficiency, especially with limited data exposure in SuiteQL.

What Are Recent G2 Reviews of ExtendInsights?

What Are G2 Users Discussing About ExtendInsights?

Alteryx Designer Cloud

Designer Cloud powered by Trifacta is part of the Alteryx Analytics Cloud platform. Designer Cloud democratizes data analytics across the organization with an open and interactive cloud platform for anyone who works with data to collaboratively profile, prepare, and pipeline data for analytics and machine learning. Organizations can connect to any data source, across all major cloud data platforms, and integrate Alteryx Analytics Cloud seamlessly into the existing data stack. Designer Cloud provides an interactive, visual user experience with AI/ML-based suggestions to guide users through the exploration and transformation of any dataset.

Average Rating: 4.4/5.0

Total Reviews: 151

How Do G2 Users Rate Alteryx Designer Cloud?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 9.1/10)
  • Automation: 8.9/10 (Category avg: 9.0/10)
  • Scalability: 8.7/10 (Category avg: 8.7/10)
  • Auditing: 8.0/10 (Category avg: 8.2/10)

Who Is the Company Behind Alteryx Designer Cloud?

  • Seller: Alteryx
  • Year Founded: 1997
  • HQ Location: Irvine, CA
  • LinkedIn® Page: www.linkedin.com
    2,312 employees on LinkedIn®
  • Ownership: Private
  • Phone: 714-516-2400

Who Uses This Product?

  • Top Industries: Information Technology and Services, Hospital & Health Care
  • Company Size: 35% Large, 35% Small

What Are Recent G2 Reviews of Alteryx Designer Cloud?

What Are G2 Users Discussing About Alteryx Designer Cloud?

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?

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?

Improvado

Improvado is the Marketing AI Command Center for enterprise brands and agencies: a marketing data platform with an AI agent on top. Connect any of 1,400+ data sources, and the data lands in one shared model. The agent then answers questions, builds reports, runs audits and applies fixes after you approve them. AI agent. Ask in plain English where budget was wasted, what changed in the pipeline last week or which creatives are showing fatigue, and get real numbers from your own data. The same agent can build a CMO dashboard, set up a data pipeline to your warehouse, analyze every creative and support marketing mix modeling. MCP. Improvado also works inside the AI tools your team already uses. One MCP connection lets Claude, ChatGPT, Codex, Cursor or your own agent access your governed marketing data. Sign-in uses OAuth, agents never see your credentials, and every account change needs your approval first. Knowledge Graph. Data alone does not tell an agent how your business works. The Knowledge Graph holds that context: how your team names campaigns, which markets count as EMEA, your target CPA and the experiments you already ran. The agent checks it before answering, so nobody has to explain the same rules to the next agent. The underlying platform. Improvado handles extraction, loading, transformation, marketing data governance and reporting, with a warehouse you control. 46,000+ metrics are mapped to one model, so "cost" in Google Ads and "spend" in Meta count as the same metric. Send data to Snowflake, BigQuery, Databricks or Redshift, and report in Looker Studio, Tableau or Power BI. Security. A SOC 2 Type II report, a DPA covering GDPR and CCPA, and Business Associate Agreements for HIPAA on Growth and Enterprise. Customer story. ASUS saves 90 hours a week on data preparation. What G2 reviewers say: "With Improvado, it takes one prompt." - Clara O., Sr Paid Media Strategist "The ability to set up new data connections, extractions, blends, and integrations just by prompting it in natural language is a huge plus for me." - Charly M., Paid Media Director "integrations across 17 data sources and more than 220 accounts and properties in multiple countries" - Valeria S., IT Business Intelligence Project Manager "helped inform million-dollar decisions for our organization" - Jonathan H., Business Intelligence Analyst "Another important benefit is that Improvado manages connector maintenance and API version updates." - Valeria S., IT Business Intelligence Project Manager "I've been impressed by how quickly they turn customer requests into product improvements and continue to innovate ahead of our needs." - Verified User in Manufacturing Plans. MCP Only starts at $100 a month. Managed plans start at $20,000 a year, and Enterprise adds hands-on professional services. Book a demo at www.improvado.io.

Average Rating: 4.4/5.0

Total Reviews: 93

How Do G2 Users Rate Improvado?

  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 9.1/10)
  • Automation: 7.5/10 (Category avg: 9.0/10)
  • Scalability: 7.8/10 (Category avg: 8.7/10)
  • Auditing: 7.0/10 (Category avg: 8.2/10)

Who Is the Company Behind Improvado?

  • Seller: Improvado
  • Company Website:
  • Year Founded: 2015
  • HQ Location: San Diego, US
  • LinkedIn® Page: www.linkedin.com
    105 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Hospital & Health Care
  • Company Size: 52% Medium, 34% Small

What Do G2 Reviewers Say About Improvado?

AI-generated summary from verified user reviews

Pros
  • Users commend the timely and effective customer support provided by Improvado, enhancing their overall experience.
  • Users value the supportive team at Improvado, appreciating their timely assistance and effective onboarding process.
  • Users appreciate the seamless integrations offered by Improvado, enhancing data management and analysis across multiple platforms.
  • Users find Improvado to be intuitive, facilitating easy onboarding and setup for data connections and extractions.
  • Users value the timely support provided by Improvado's team, appreciating the efficient ticket system for assistance.
Cons
  • Users find the learning curve steep, requiring technical expertise to effectively utilize Improvado for data reporting.
  • Users find that the complexity of data alignment can hinder the effectiveness of Improvado's reports.
  • Users often face API limitations with inconsistent data delivery and insufficient reporting for data extractions.
  • Users find the complex setup daunting, especially if poor data leads to ineffective reporting.
  • Users find complex usability in Improvado, especially when aligning data and adjusting widgets.

What Are Recent G2 Reviews of Improvado?

What Are G2 Users Discussing About Improvado?

Tray.ai

The Tray AI Orchestration Platform provides Tray iPaaS connects your systems and puts AI to work inside your processes, and Tray Helix that deploys, runs and governs the apps your teams build with AI coding assistants. Tray iPaaS: process automation, data integration, API management and intelligent document processing across 700+ connectors. AI Palette adds LLM steps that classify records, summarize text and extract fields inside any workflow. Build on the Tray Build visual canvas, or from Claude Code, Cursor or any MCP client with Tray Headless. Merlin Agent Builder agents and Agent Gateway for MCP use the same connectors and governance. Tray Helix: one command takes an app from Claude Code, Codex or Cursor to production. Every app gets enterprise SSO, managed auth, role-based access, an audit trail and a named owner in the App Registry. Built for production: 1T+ processes a year and 100% execution uptime. Role-based access, audit trails, PII tokenization and observability on every run. US, EU and APAC hosting. SOC 1 Type II, SOC 2 Type II, HIPAA, GDPR and CCPA. Pricing: Tray starts at $50 a month, and a free trial lets you size your usage. A platform plan plus usage in Tasks and Helix Compute Units, with no per-user, per-connection, or per-runtime fees. Enterprises including Airbnb, DocuSign, Cisco, FedEx and Zuora run on Tray.

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.ai
  • Year Founded: 2012
  • HQ Location: San Francisco, CA
  • 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?

lyftrondata

Your ultimate next-gen agile, data delivery platform with modern cloud data warehouse & lake. Create and manage all of your data workloads on one platform. Boost the productivity of your data professionals and shorten your time to value in order to deliver modern and integrated data solutions swiftly from anywhere in your organization. We build the best data models around various source API’s, to ensure you will get all of your data and can query the non relational source like API/Json/XML with ANSI Sql. Move on if you data platform is not moving you forward with Lyftron govern and secure data delivery platform for your data migration and modernization needs as Lyftron eliminates traditional ETL/EDW bottlenecks with automatic data pipeline & modern next-gen cloud warehouse which makes data instantly accessible to BI user with the modern cloud compute of Spark & Snowflake. Lyftron connectors automatically convert any source into normalized, ready-to-query relational format and provide search capability on your enterprise data catalog. At Lyftron Data, we eliminate the time spent by engineers building data pipelines manually- and make data instantly accessible to analysts by providing real-time access to all your data with simple ANSI SQL. Our pre-built connectors automatically deliver data to warehouses in normalized, ready-to-query schemas and provide data governance and sensitive data encryption capability.

Average Rating: 4.9/5.0

Total Reviews: 131

How Do G2 Users Rate lyftrondata?

  • Has the product been a good partner in doing business?: 9.5/10 (Category avg: 9.1/10)
  • Automation: 9.6/10 (Category avg: 9.0/10)
  • Scalability: 9.8/10 (Category avg: 8.7/10)
  • Auditing: 9.6/10 (Category avg: 8.2/10)

Who Is the Company Behind lyftrondata?

  • Seller: Lyftron
  • Year Founded: 2019
  • HQ Location: Reston, Virginia
  • LinkedIn® Page: www.linkedin.com
    125 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Architect, Data Analyst
  • Top Industries: Information Technology and Services, Health, Wellness and Fitness
  • Company Size: 84% Medium, 11% Small

What Are Recent G2 Reviews of lyftrondata?

What Are G2 Users Discussing About lyftrondata?

Nexla

Nexla is the data connectivity layer for enterprise AI, connecting agents and applications to data systems, business applications, APIs, documents, and other enterprise sources through 1,000+ connectors. Nexla powers real-time data and actions for agents over MCP, alongside Agentic Data Integration supporting high-volume ETL, CDC, streaming, API integration, and document ingestion. With Express.dev, teams build production data pipelines conversationally, and with MCP Studio, they create task-specific, governed MCP servers. A full enterprise interface lets teams of all skill levels configure, monitor, govern, and operate integrations at scale. Try Express at https://express.dev At the core of the platform is Helix, a context engine that continuously learns from metadata, schemas, telemetry, and documentation to give agents accurate context and keep pipelines reliable. Nexla processes more than 12 trillion records annually and meets SOC 2 Type II, ISO 27001, HIPAA, and GDPR standards. Nexla is trusted by Fortune 100 enterprises including DoorDash, LiveRamp, LinkedIn, and J&J. Why teams choose Nexla ✅ Connect agents to 1,000+ systems with real-time data and actions over MCP ✅ Use bidirectional connectors out of the box, or generate new ones on demand ✅ Build production pipelines conversationally with Express.dev ✅ Create task-specific, governed MCP servers with MCP Studio ✅ Run ETL, ELT, CDC, streaming, API integration, and document ingestion on one platform, in real time or batch ✅ Work with any data type: structured, semi-structured, and unstructured ✅ Ground agents in accurate context with Helix, on a metadata-driven architecture built to scale with AI workloads ✅ Automate data quality validation, monitoring, and alerts ✅ Govern access with role-based controls, full lineage, search, and tagging for auditability Nexla is a Gartner Cool Vendor and pairs perfectly with the technologies you rely on ✅ Cloud: AWS, Azure, Google Cloud, on-premises ✅ Data platforms: Snowflake, Databricks, BigQuery, Redshift, S3, Oracle, Kafka, MongoDB, Postgres, MySQL ✅ Applications: SAP, Salesforce, NetSuite, Workday, HubSpot, Marketo, Google Ads ✅ Catalogs: Alation, Collibra, data.world ✅ Vector databases and LLMs: Pinecone and major model providers ✅ Webhooks, email, FTP, and APIs And many more Differentiators & Awards 🏆 2022-2025 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools 🏆 G2 Fall 2026 High Performer and Momentum Leader

Average Rating: 4.6/5.0

Total Reviews: 63

How Do G2 Users Rate Nexla?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 9.1/10)
  • Automation: 9.0/10 (Category avg: 9.0/10)
  • Scalability: 8.8/10 (Category avg: 8.7/10)
  • Auditing: 7.7/10 (Category avg: 8.2/10)

Who Is the Company Behind Nexla?

  • Seller: Nexla
  • Company Website:
  • Year Founded: 2016
  • HQ Location: San Mateo, California
  • LinkedIn® Page: www.linkedin.com
    71 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Insurance
  • Company Size: 42% Medium, 33% Small

What Do G2 Reviewers Say About Nexla?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Nexla, praising its user-friendly interface and seamless integration capabilities.
  • Users value the effortless automation in Nexla, enabling streamlined workflows and efficient data management across teams.
  • Users value the user-friendly interface of Nexla, enabling effortless management of complex data pipelines and automated flows.
  • Users praise the easy integration of Nexla, enhancing accessibility and streamlining connections across various data sources.
  • Users appreciate the ease of deployment and integration with Nexla, enabling seamless data manipulation without coding.
Cons
  • Users find the learning difficulty of Nexla challenging, particularly due to its complex features and insufficient documentation.
  • Users report slow performance with UI and searches, especially during large data processing and multiple flows.
  • Users find the difficult learning curve of Nexla challenging, especially when navigating complex features and setup.
  • Users find the learning curve steep, especially with complex features requiring prior knowledge and better documentation.
  • Users find the poor documentation of Nexla limits their understanding of advanced features and complex configurations.

What Are Recent G2 Reviews of Nexla?

What Are G2 Users Discussing About Nexla?

Qlik Replicate

Qlik Replicate (formerly Attunity Replicate) empowers organizations to accelerate data replication, ingestion and streaming across a wide variety of heterogeneous databases, data warehouses, and big data platforms. Used by hundreds of enterprises worldwide, Qlik Replicate moves your data easily, securely, and efficiently with minimal operational impact. Qlik Replicate provides automated, real-time, and universal data integration across all major source endpoints such as databases, systems like SAP, mainframes and Salesforce and delivers data to streaming systems, data warehouses, and data lakes. On-premises and in the cloud. Qlik Replicate is different and Enterprise-Ready. It moves data at high speed from source to target, simply and easily, and offers a single pane of glass monitoring of your data pipelines across the enterprise, all managed through a graphical interface that completely automates end-to-end replication. With our streamlined and agentless configuration, your administrators and data architects can quickly set up, control, and monitor bulk loads and real-time updates with automated change data capture (CDC) at scale.

Average Rating: 4.3/5.0

Total Reviews: 94

How Do G2 Users Rate Qlik Replicate?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.1/10)
  • Automation: 8.1/10 (Category avg: 9.0/10)
  • Scalability: 8.0/10 (Category avg: 8.7/10)
  • Auditing: 7.8/10 (Category avg: 8.2/10)

Who Is the Company Behind Qlik Replicate?

  • Seller: Qlik
  • Year Founded: 1993
  • HQ Location: Radnor, PA
  • LinkedIn® Page: www.linkedin.com
    4,399 employees on LinkedIn®
  • Phone: 1 (888) 994-9854

Who Uses This Product?

  • Top Industries: Information Technology and Services, Banking
  • Company Size: 42% Large, 35% Medium

What Do G2 Reviewers Say About Qlik Replicate?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the robust functionality and user-friendly interface of Qlik Replicate, enhancing data replication efficiency and simplicity.
  • Users value the wide database support of Qlik Replicate, enhancing data import efficiency and consistency.
  • Users value the easy integrations of Qlik Replicate, enabling seamless connectivity across diverse systems and platforms.
  • Users appreciate the scalability of Qlik Replicate, allowing effortless replication of millions of data efficiently.
  • Users highlight the automation capabilities of Qlik Replicate, making it a top choice for data management.
Cons
  • Users find the complex setup of Qlik Replicate time-consuming, requiring significant effort to learn and configure.
  • Users find the learning difficulty of Qlik Replicate challenging due to its complex configuration and setup requirements.
  • Users find the difficult setup of Qlik Replicate time-consuming due to its extensive system and environment requirements.
  • Users find Qlik Replicate to be expensive, noting high costs and time-consuming setup and learning processes.
  • Users note that the data security of Qlik Replicate lacks advancement and needs improvements for better protection.

What Are Recent G2 Reviews of Qlik Replicate?

What Are G2 Users Discussing About Qlik Replicate?

NinjaCat

NinjaCat is the all-in-one performance data and AI agent platform built for enterprise marketing teams. We help agencies, media companies, and brands unify campaign data, automate reporting, and execute marketing workflows with intelligent agents. NinjaCat connects to 150+ marketing platforms, normalizes your data in a fully managed warehouse, and delivers real-time insights through dashboards and custom reports. And with our growing library of AI agents, teams can go from insight to action—faster than ever. No more data chaos. No more Frankenstack. Just marketing that moves. Key capabilities include: --150+ prebuilt marketing data connectors --Fully managed Data Cloud --ETL + semantic data modeling --Report templates & interactive dashboards --Budget and KPI monitoring --AI Agents for tasks like paid search, reporting, ad ops & more --Enterprise-grade security and scale

Average Rating: 4.2/5.0

Total Reviews: 312

How Do G2 Users Rate NinjaCat?

  • 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: 5.8/10 (Category avg: 8.2/10)

Who Is the Company Behind NinjaCat?

  • Seller: NinjaCat
  • Year Founded: 2012
  • HQ Location: New York, NY
  • LinkedIn® Page: www.linkedin.com
    58 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Account Manager, Digital Marketing Specialist
  • Top Industries: Marketing and Advertising, Computer Software
  • Company Size: 55% Small, 36% Medium

What Do G2 Reviewers Say About NinjaCat?

AI-generated summary from verified user reviews

Pros
  • Users find NinjaCat to be incredibly easy to use, with intuitive navigation and excellent customer support enhancing their experience.
  • Users praise the helpful customer support of NinjaCat, ensuring a smooth setup and ongoing assistance.
  • Users enjoy the easy integrations with numerous platforms, simplifying dashboard creation and reporting for diverse clients.
  • Users appreciate the seamless integrations of NinjaCat, easily connecting data from multiple sources for effective reporting.
  • Users find NinjaCat's navigation ease impressive, appreciating the straightforward interface and helpful customer service.
Cons
  • Users experience application instability with NinjaCat, resulting in occasional breakdowns despite its sophisticated technology.
  • Users experience occasional software bugs with NinjaCat, which can disrupt functionality despite its sophisticated technology.

What Are Recent G2 Reviews of NinjaCat?

What Are G2 Users Discussing About NinjaCat?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated