Best Data Preparation Tools and Software - Page 4

How Many Data Preparation Software Products Does G2 Track?

Total Products under this Category: 159

Category Stats (Nov 2026)

  • Average Rating: 4.54/5 (↑0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Querri (+1.92%) - Among all products in this category, Querri recorded the largest rating increase compared to last month

Last updated: November 02, 2026

How Does G2 Rank Data Preparation Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 12,100+ Authentic Reviews
  • 159+ 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 Data Preparation Software

G2 Grid® for Data Preparation Software plotting products by satisfaction and market presence

Highlighted products: Tableau, Alteryx, SAS Viya, HubSpot Data Hub, Domo, KNIME, dbt, and Incorta.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-preparation/grids.json?focus%5B%5D=tableau&focus%5B%5D=alteryx&focus%5B%5D=sas-sas-viya&focus%5B%5D=hubspot-data-hub&focus%5B%5D=domo&focus%5B%5D=knime-analytics-platform&focus%5B%5D=dbt&focus%5B%5D=incorta)

Impler

🌐 What is Impler? Impler is an open-source data import experience designed to simplify the process of bringing data into your systems. Whether you're building a startup or an enterprice app, Impler can help you effortlessly integrate Data Import Experience in your app. 🛠 Key Features: ✅ Open-Source: Impler is community-driven and open-source, ensuring accessibility and transparency. ✅ User-Friendly: Say goodbye to back-forth of data files with your customers. Impler offers an intuitive interface for hassle-free data imports by your Users. ✅ Scalable: Impler can handle importing data from thousands to millions, so sky is the limit for your customers. ✅ Seamless Integration: Integrate into your app built into any language or framework. ✅ Community Support: Join our vibrant community and get help, share insights, and collaborate on data import projects. 📊 Who Can Benefit? - HR Software: Import Employess, Payroll, Attendance, Leave data. - Job Board Software: Import Jobs, Learners, Candidates, Courses data. - ERP Software: Import Products, Categories, Pricing, data in seconds.

Average Rating: 4.9/5.0

Total Reviews: 10

How Do G2 Users Rate Impler?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)
  • Data Workflows: 9.2/10 (Category avg: 8.9/10)
  • Profiling and Classification: 9.2/10 (Category avg: 8.6/10)
  • Data Joining: 7.5/10 (Category avg: 8.9/10)

Who Is the Company Behind Impler?

Who Uses This Product?

  • Company Size: 40% Medium, 40% Small

What Do G2 Reviewers Say About Impler?

AI-generated summary from verified user reviews

Pros
  • Users appreciate how Impler's automation streamlines workflows, minimizing engineering effort and reducing manual data handling.
  • Users appreciate that Impler offers efficient data cleaning, minimizing engineering effort and simplifying import processes.
  • Users appreciate how seamless data integration with Impler simplifies processes and reduces engineering overhead significantly.
  • Users value how Impler offers easy data validation, streamlining imports and reducing engineering efforts significantly.
  • Users appreciate the ease of use of Impler, enabling quick setup and minimal engineering effort for imports.

What Are Recent G2 Reviews of Impler?

Paxata

Self-service data preparation with Paxata, a DataRobot company, provides both novice and expert users with the ability to visually and interactively explore, profile, transform, and shape diverse datasets for analytics, machine learning models, and AI applications at enterprise scale. Visit www.paxata.com or engage with us on Twitter, LinkedIn, Facebook, or YouTube.

Average Rating: 4.1/5.0

Total Reviews: 8

How Do G2 Users Rate Paxata?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.1/10)
  • Data Workflows: 9.2/10 (Category avg: 8.9/10)
  • Profiling and Classification: 8.8/10 (Category avg: 8.6/10)
  • Data Joining: 9.6/10 (Category avg: 8.9/10)

Who Is the Company Behind Paxata?

  • Seller: DataRobot
  • Year Founded: 2012
  • HQ Location: Boston, Massachusetts
  • LinkedIn® Page: www.linkedin.com
    886 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 63% Large, 38% Small

What Are Recent G2 Reviews of Paxata?

What Are G2 Users Discussing About Paxata?

Scikiq: Comprehensive Data Management Platform

SCIKIQ help make AI possible for enterprises. SCIKIQ brings together everything an enterprise needs to scale AI, clean data, trusted governance, semantic context, real-time orchestration, and intelligent agents, all in one platform. SCIKIQ brings Data Hub, a Unified Data Layer, a foundational architecture that creates a single version of truth across all data sources, departments, and use cases within the enterprise. SCIKIQ Data Hub brings Data integration, Processing and Curation, Data Governance and Data Visualisation all in one platform. It also brings Gen AI studio, Agentic AI and Auto ML studio for your AI Initiatives. Our Conversation (Self Service) Analytics, prompt to process (data analytics, Dashboards, Agents, insights & products) AI Co-pilot is among the best in the world Recognized by Forrester as top 34 AI enabled platform in the world, By NASSCOM in top 10 in Deep Tech club and By YourStory and Inc Media in Top 30 companies to watch. Selected by AWS to showcase at MWC and AWS re:Invent

Average Rating: 4.6/5.0

Total Reviews: 13

How Do G2 Users Rate Scikiq: Comprehensive Data Management Platform?

  • Has the product been a good partner in doing business?: 9.7/10 (Category avg: 9.1/10)
  • Data Workflows: 10.0/10 (Category avg: 8.9/10)
  • Profiling and Classification: 10.0/10 (Category avg: 8.6/10)
  • Data Joining: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Scikiq: Comprehensive Data Management Platform?

  • Seller: SCIKIQ
  • Year Founded: 2023
  • HQ Location: Gurgaon
  • LinkedIn® Page: www.linkedin.com
    44 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 38% Large, 31% Medium

What Do G2 Reviewers Say About Scikiq: Comprehensive Data Management Platform?

AI-generated summary from verified user reviews

Pros
  • Users find SCIKIQ to be easy to use, enjoying its intuitive interface and seamless customization options.
  • Users value the ease of use of Scikiq, especially its intuitive interface for managing complex data workflows.
  • Users value the seamless integration and ease of use of Scikiq, making data management efficient and accessible.
  • Users appreciate the seamless data integration capabilities of Scikiq, enabling efficient management of complex workflows.
  • Users value the easy setup of Scikiq, finding its intuitive design effortless for data management tasks.
Cons
  • Users find complexity issues with SCIKIQ's implementation, making integration with other platforms frustrating at times.
  • Users find some features of Scikiq to be complex, which can hinder their overall user experience.
  • Users find the complex implementation of Scikiq's data management challenging, leading to potential frustration.
  • Users find the software too pricey and suggest aligning its cost with similar market products.
  • Users find integration issues with certain platforms frustrating, adding to the overall complexity of Scikiq.

What Are Recent G2 Reviews of Scikiq: Comprehensive Data Management Platform?

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SystemLink

SystemLink™ software provides software deployment, systems configuration, test monitoring, and data management tools for test and measurement systems. SystemLink software can improve operational efficiency and productivity by providing web-based software for managing connected systems, software configurations, test results and measurement data. SystemLink is designed for tight interoperability with NI products such as LabVIEW, TestStand, and hardware, and it includes tools for incorporating a wide range of third-party software and hardware technologies.

Average Rating: 4.0/5.0

Total Reviews: 11

How Do G2 Users Rate SystemLink?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 9.1/10)
  • Data Workflows: 8.3/10 (Category avg: 8.9/10)
  • Profiling and Classification: 8.3/10 (Category avg: 8.6/10)
  • Data Joining: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind SystemLink?

  • Seller: NI
  • Year Founded: 1976
  • HQ Location: Austin, TX
  • LinkedIn® Page: www.linkedin.com
    8,041 employees on LinkedIn®
  • Ownership: NASDAQ: NATI
  • Total Revenue (USD mm): $1,286

Who Uses This Product?

  • Top Industries: Automotive
  • Company Size: 57% Medium, 29% Large

What Are Recent G2 Reviews of SystemLink?

What Are G2 Users Discussing About SystemLink?

ClicData

ClicData is a cloud-based data platform that spans multiple product categories: Business Intelligence, ETL, Data Warehousing and Data Lakehouse, Data Visualization, Embedded Analytics, and AI-powered Analytics. It is built to support the full data lifecycle: from ingestion and storage to transformation, visualization, and distribution within a single environment, extended with native AI capabilities and an MCP (Model Context Protocol) server for programmatic AI integration. Mid-market companies use ClicData to consolidate data workflows that would otherwise require separate tools for each stage. The platform is used across industries including retail, healthcare, media, manufacturing, and public services, by both centralized data teams and operational groups managing their own reporting needs. Core Capabilities - Connecting to databases, cloud applications, APIs, and flat files through a library of pre-built connectors - Storing and organizing data in an integrated data warehouse and data lake structure - Cleaning and transforming data using no-code ETL interfaces or SQL - Building dashboards and reports using a drag-and-drop editor or an AI dashboard builder that generates interactive, fully functional dashboards from plain-language prompts - Asking questions about your data in natural language with Ask AI: get instant answers, trend summaries, and data explanations directly inside ClicData, no query language required -Detecting anomalies and surfacing forecasts automatically, with AI-assisted insights embedded directly in dashboards and alerts -Scheduling data refreshes, automating alerts, and delivering reports on defined triggers - Embedding dashboards into third-party platforms or client-facing applications - Extending analysis with Python scripts for statistical modeling or machine learning workflows - Connecting external AI agents and tools via ClicData's MCP server, enabling AI assistants and automation workflows to query, manage, and act on ClicData resources programmatically For Leadership and Business Leaders ClicData provides a governed environment where data from multiple sources can be consolidated and made available across teams. It reduces dependency on ad hoc data requests by giving team leads and operational teams direct access to up-to-date dashboards and reports. AI is built into the platform, not bolted on. Ask AI lets business leaders pose plain-language questions directly to their data and receive instant, contextual answers without waiting on an analyst. Anomaly detection and automated alerting mean leadership is notified of significant changes in key metrics the moment they occur, with no manual monitoring required. For Data Practitioners Data engineers and analysts can manage the full pipeline: ingestion, transformation, modeling, and delivery without switching between tools. ClicData supports both no-code and SQL or Python-based transformation, version-controlled data flows, and predictive model development. AI capabilities are deeply integrated at the pipeline level: practitioners can embed automated data quality checks, predictive models, and AI-generated enrichments directly into existing data flows. The MCP server opens a new integration surface: external AI agents, LLM-based workflows, and developer tools can connect to ClicData via the Model Context Protocol to read data, trigger actions, and orchestrate pipelines programmatically, making ClicData a first-class citizen in modern AI-native data stacks. For Operational and Business Users Teams outside of IT can access curated dashboards, apply filters, and work with data that has already been validated upstream. Ask AI surfaces trends, forecasts, and anomalies in plain language, making it possible for non-technical users to act on predictive insights without any analytical expertise. Embedded analytics capabilities allow organizations to surface data, including AI-generated insights, directly within the products or portals their end users already work in, with no separate BI login required. ClicData addresses the common challenge of fragmented data stacks by covering data engineering, storage, analytics, and now AI in one platform. With native Ask AI, an AI dashboard builder, automated anomaly detection, and an MCP server for AI agent integration, ClicData is built for organizations that want intelligence embedded throughout their data workflows, not as an afterthought. It is suited for growing organizations looking to standardize how data is collected, managed, consumed, and acted on across different teams and functions.

Average Rating: 4.5/5.0

Total Reviews: 44

How Do G2 Users Rate ClicData?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 9.1/10)

Who Is the Company Behind ClicData?

  • Seller: ClicData
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Lille, France
  • LinkedIn® Page: www.linkedin.com
    47 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 53% Small, 31% Medium

What Are Recent G2 Reviews of ClicData?

What Are G2 Users Discussing About ClicData?

Crunchafi Advisory Analytics

Crunchafi Advisory Analytics (formerly BUCS) turns disconnected financial and operational data into one standardized, report-ready view. Client Advisory Services (CAS) practices within accounting firms use it to deliver advisory-level insight across every client. Financial Planning and Analysis (FP&A) teams use it to consolidate data from across the business into a single source of truth for reporting and analysis. Every connected system maps to one data model, using AI-assisted chart of accounts mapping scored by confidence, with every override and its reason kept in an audit log. A data health score confirms subledgers tie to the general ledger and trial balance, so the numbers hold up in front of a client or a leadership team. Advisory Analytics connects to 150+ accounting, ERP, payroll, CRM and operational systems, cloud-based and on-premises, through a read-only connection that never changes the source data. For CAS practices: Connect each client in about five minutes. The firm-level dashboard shows which clients are growing, which show signs of financial distress, and whose complexity has outgrown their fee, with cash runway and the drivers behind it. Industry benchmarks compare each client against anonymized same-industry peers, and an industry-by-revenue-band matrix shows where your practice makes money. The client-level dashboard gives your team 18 KPI tiles with trend, momentum and a 13-month heat map, plus client-ready packages exported to Excel or PDF, including an automatic indirect cash flow statement with MTD, YTD and TTM comparatives. Build a package once, then publish it to every client or a chosen group. For FP&A teams: Bring ERP, CRM, payroll and operational data into one consistent structure without manual exports. Master data management and chart of accounts mapping give finance a reliable view across systems. Connect report-ready data to Excel or your BI tools without technical expertise, and use pre-built templates for income statements, balance sheets, cash flow statements and KPI dashboards to cut prep time and reduce errors. Teams using AI can query normalized data in Claude, ChatGPT or Microsoft Copilot through Crunchafi’s MCP server. The math is done before the AI sees the data, so the same question returns the same numbers every time. Permissions carry over, so each user sees only the data they’re authorized for. Advisory Analytics picks up after the close. It turns reconciled books into the reporting, benchmarking and analysis that drive better decisions. Data is hosted in Microsoft Azure, isolated by organization, and protected with MFA, audit logs and independent penetration testing.

Average Rating: 4.9/5.0

Total Reviews: 10

How Do G2 Users Rate Crunchafi Advisory Analytics?

  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 9.1/10)
  • Data Workflows: 8.3/10 (Category avg: 8.9/10)
  • Profiling and Classification: 8.3/10 (Category avg: 8.6/10)
  • Data Joining: 8.8/10 (Category avg: 8.9/10)

Who Is the Company Behind Crunchafi Advisory Analytics?

  • Seller: Crunchafi
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Milwaukee, WI
  • LinkedIn® Page: www.linkedin.com
    86 employees on LinkedIn®
  • Ownership: TRUE

Who Uses This Product?

  • Company Size: 40% Medium, 30% Large

What Do G2 Reviewers Say About Crunchafi Advisory Analytics?

AI-generated summary from verified user reviews

Pros
  • Users value the collaborative partnership with BUCS, praising their seamless integration and responsiveness on data projects.
  • Users commend the exceptional customer support provided by BUCS, appreciating their responsiveness and expertise in problem-solving.
  • Users appreciate the seamless data integration provided by BUCS, enhancing efficiency and delivering real-time insights effortlessly.
  • Users find BUCS to be seamless and easy to use, enhancing collaboration on data projects effectively.
  • Users love the easy integrations with BUCS, enhancing efficiency and simplifying data management across systems.
Cons
  • Users face limitations of the APIs in BUCS, noting it can hinder their overall experience.
  • Users express frustration over data management issues due to delays in updates from the ERP system, seeking real-time access.
  • Users face dependency issues due to API limitations, impacting their overall experience with BUCS.
  • Users express frustration over the lack of real-time data in BUCS, needing more timely updates for better efficiency.
  • Users face sync issues as BUCS updates only twice daily, leaving some wanting real-time data access.

What Are Recent G2 Reviews of Crunchafi Advisory Analytics?

Google Cloud Dataprep

Google Cloud Dataprep is an intelligent data service for visually exploring, cleaning, and preparing structured and unstructured data for analysis. Cloud Dataprep is serverless and works at any scale.

Average Rating: 4.3/5.0

Total Reviews: 14

How Do G2 Users Rate Google Cloud Dataprep?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 9.1/10)
  • Data Workflows: 8.3/10 (Category avg: 8.9/10)
  • Profiling and Classification: 10.0/10 (Category avg: 8.6/10)
  • Data Joining: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Google Cloud Dataprep?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG
  • Phone: +1 (650) 253-0000

Who Uses This Product?

  • Company Size: 63% Small, 19% Large

What Are Recent G2 Reviews of Google Cloud Dataprep?

What Are G2 Users Discussing About Google Cloud Dataprep?

Infoveave

Infoveave is an AI-powered unified data platform that helps enterprises automate data pipelines, improve data quality, enable predictive analytics, and turn insights into measurable business actions — all within a single environment. Unlike traditional BI tools or standalone ETL platforms, Infoveave connects the entire data lifecycle from ingestion and transformation to governance, analytics, and operational execution. Infoveave is built on a strong foundation of data governance and data security, ensuring consistent data management, compliance, and protection. With capabilities like data lineage tracking, metadata management, row-level security, and audit trails, the platform helps maintain data integrity and control. Key Features Fovea - AgenticAI Assistant Infoveave's AgenticAI, Fovea, is embedded across the platform. Fovea assists in building data transformations, suggesting insights, automating workflows, and simplifying advanced analytics, reducing technical dependency and improving cross-team adoption. Data Automation & Integration • 50+ native connectors (cloud apps, databases, warehouses) • Automated data ingestion & transformation • Workflow orchestration with monitoring & alerts • Real-time pipeline visibility AI-Powered Analytics & Predictive Modeling • AutoML for predictive insights • What-if scenario planning • Python integration for advanced modeling • API-accessible analytics endpoints Conversational Dashboards & Self-Service BI • Natural language queries • 100+ interactive visuals • Drill-down exploration • Scheduled & automated reporting Built-in Data Quality & Governance • Automated validation & anomaly detection • Data catalog & lineage tracking • Role-based access control • Audit trails & governance workflows Data Apps & Operational Workflows • Low-code applications • Integrated data capture forms • Automated decision triggers • Insight-to-action workflows Business Value • Faster deployment of data pipelines • Improved data accuracy and trust • Reduced reliance on multiple disconnected tools • Faster decision-making cycles • Measurable operational efficiency Infoveave unifies data automation, AI-powered analytics, governance, and operational workflows into one intelligent platform — turning enterprise data into trusted, actionable decisions.

Average Rating: 4.9/5.0

Total Reviews: 9

How Do G2 Users Rate Infoveave?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)
  • Data Workflows: 10.0/10 (Category avg: 8.9/10)
  • Data Joining: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Infoveave?

Who Uses This Product?

  • Company Size: 44% Small, 22% Medium

What Do G2 Reviewers Say About Infoveave?

AI-generated summary from verified user reviews

Pros
  • Users find Infoveave to be easy to use, with smooth implementation and seamless data integration options.
  • Users highlight the easy integrations of Infoveave, enhancing data import and streamlining dashboard creation.
  • Users highlight the ease of use and quick implementation of Infoveave, enhancing data integration and visualization.
  • Users value the excellent community support, highlighting its reliability and top-notch assistance during implementation.
  • Users commend the excellent customer support of Infoveave, appreciating its reliability and top-notch assistance.
Cons
  • Users note the need for better help content as poor information leads to dependency on customer support.
  • Users face dashboard issues with isolating data, requiring extensive restructuring for multi-tenant reports.
  • Users face initial difficulties with data cleaning, needing extensive restructuring for effective dashboard functionality.
  • Users report data inaccuracy, facing initial difficulties with dashboards and tenant-specific reports that complicate their analysis.
  • Users faced initial difficulties with data integration, requiring substantial restructuring for effective dashboard functionality across tenants.

What Are Recent G2 Reviews of Infoveave?

SAP Agile Data Preparation

Drive more successful analytics, data migration, and master data management (MDM) initiatives with the SAP Agile Data Preparation application. Quickly transform your data into actionable, easily consumable information and simplify how you access and discover the shape of data to become far more productive and agile than you ever dreamed.

Average Rating: 4.8/5.0

Total Reviews: 5

How Do G2 Users Rate SAP Agile Data Preparation?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)
  • Data Workflows: 8.3/10 (Category avg: 8.9/10)
  • Profiling and Classification: 8.7/10 (Category avg: 8.6/10)
  • Data Joining: 8.0/10 (Category avg: 8.9/10)

Who Is the Company Behind SAP Agile Data Preparation?

  • Seller: SAP
  • Year Founded: 1972
  • HQ Location: Walldorf
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®
  • Ownership: NYSE:SAP
  • Phone: +1 (800) 872-1727

Who Uses This Product?

  • Company Size: 60% Large, 40% Medium

What Do G2 Reviewers Say About SAP Agile Data Preparation?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the interactive interface that significantly reduces inefficiencies compared to traditional data preparation methods.

What Are Recent G2 Reviews of SAP Agile Data Preparation?

What Are G2 Users Discussing About SAP Agile Data Preparation?

Supersimple

Supersimple is an AI-native business intelligence platform that answers questions using both your data and your company's knowledge: metrics, tables, and documents, all at once. It connects to your data warehouse, data and code context (dbt, GitHub) and to the tools where your knowledge lives (Slack, Notion, Google Drive, Confluence, and more). Every answer is grounded with citations and no-code steps, instead of difficult-to-read code & queries. Governed semantic data models create a single source of truth, while ensuring flexible and reliable self-service.

Average Rating: 4.4/5.0

Total Reviews: 15

How Do G2 Users Rate Supersimple?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.1/10)

Who Is the Company Behind Supersimple?

Who Uses This Product?

  • Company Size: 73% Small, 20% Medium

What Do G2 Reviewers Say About Supersimple?

AI-generated summary from verified user reviews

Pros
  • Users find Supersimple exceptionally easy to use, highlighting its amazing features and user-friendly design.
  • Users love the ease of use of Supersimple, praising its amazing features that enhance their experience.
  • Users find it easy to create insightful dashboards with Supersimple's intuitive tools, enhancing data visualization and analysis.
  • Users highlight the seamless AI integration of Supersimple, enhancing analytics and usability for effortless management.
  • Users value the easy implementation of Supersimple, enhancing usability and integration for frequent use.
Cons
  • Users find the pricing too high, particularly challenging for startups, affecting overall value perception.
  • Users feel the product is expensive, making it challenging for startups to adopt it early on.
  • Users find the learning curve somewhat demanding, especially for those without prior experience in data analysis tools.
  • Users find the initial setup and learning difficulty of Supersimple somewhat demanding, especially for beginners.
  • Users feel limited by the restricted functionality of the Pro version, reducing the overall usability of Supersimple.

What Are Recent G2 Reviews of Supersimple?

Match Data Pro

At Match Data Pro, our core focus is data matching and entity resolution — but our platform goes far beyond that: We’ve built MDP to empower organizations with a smarter, scalable, and secure environment for managing data across teams, systems, and workflows. Whether you’re cleansing, profiling, enriching, or deduplicating data, MDP is designed to support multi-user collaboration, process automation, and high-confidence data preparation. Our all-in-one suite helps you move, manage, and make data fit-for-purpose — seamlessly across cloud, on-premises, and hybrid environments. Let Match Data Pro help you unlock the full potential of your data — confidently, collaboratively, and at scale. Connect and sync data from disparate systems and formats Cloud API and integrations Pre-built connectors Streamline management of integrations and workflows from a clean, intuitive dashboard, no coding required Replicate and synchronize data across disparate source and target systems Data quality tools Connect data from disparate systems to create relationships and 360 views of any data domain Master Data Management tools allowing you to standardize, clean and deduplicate records at scale with rules that prevent bad data from entering your disparate systems Custom data processing and workflow creation and automation with reusable projects, reusable rules, version control, scheduling, webhooks, and REST API triggers Empowering teams to collaborate with multiuser capabilities by creating users and teams to share and collaborate with projects and permissions, securely across the organization

Average Rating: 5.0/5.0

Total Reviews: 4

How Do G2 Users Rate Match Data Pro?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)
  • Data Workflows: 10.0/10 (Category avg: 8.9/10)
  • Profiling and Classification: 10.0/10 (Category avg: 8.6/10)
  • Data Joining: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Match Data Pro?

Who Uses This Product?

  • Company Size: 50% Small, 25% Large

What Do G2 Reviewers Say About Match Data Pro?

AI-generated summary from verified user reviews

Pros
  • Users commend the efficient data cleaning capabilities of Match Data Pro, enabling effective results and user empowerment.
  • Users appreciate the ease of use of Match Data Pro, especially benefiting from its intuitive design and helpful support.
  • Users benefit from the empowering learning experience provided by Match Data Pro, enhancing their data matching skills effectively.
  • Users value the automation in Match Data Pro, which streamlines complex matching processes and enhances productivity.
  • Users commend the dedicated customer support at Match Data Pro, ensuring a smooth learning experience and timely assistance.

What Are Recent G2 Reviews of Match Data Pro?

CUBO iQ® Enterprise

Globalization and the emergence of new applications demand accurate correlations between entity records, which have been expressed with different schemas, formats, fields, and attributes. In a private entity, a single view of their customers is essential for Business Intelligence (BI) and more. Identity resolution is also used in applications related to data quality, such as Customer Data Management (CDM) and Master Data Management (MDM). In contexts like national security, it is possible to identify dangerous profiles through screening for patterns, providing real-time visible matches. In the case of financial services, it can identify customers associated with illicit activities such as terrorism, money laundering, and fraud (by conducting background checks). Most developed countries require compliance with Know Your Customer (KYC), Politically Exposed Person (PEP), and Office of Foreign Assets Control (OFAC) regulations. For the healthcare sector, it enables the construction of a comprehensive picture of patient-related information. The capabilities of automated identity resolution are accurate, fast, and scalable, specifically addressing these and other entity matching requirements. Vision.

Average Rating: 4.5/5.0

Total Reviews: 5

How Do G2 Users Rate CUBO iQ® Enterprise?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.1/10)
  • Data Workflows: 6.7/10 (Category avg: 8.9/10)
  • Profiling and Classification: 6.7/10 (Category avg: 8.6/10)
  • Data Joining: 6.7/10 (Category avg: 8.9/10)

Who Is the Company Behind CUBO iQ® Enterprise?

Who Uses This Product?

  • Company Size: 80% Small, 20% Medium

What Are Recent G2 Reviews of CUBO iQ® Enterprise?

Duco

Duco is a leading data automation company that helps businesses to unleash their potential by removing the friction around data. Over 10,000 users across 30+ countries process billions of data records every week using Duco’s data automation platform. Duco is headquartered in London, with offices in New York, Boston, Edinburgh, Wroclaw and Singapore.

Average Rating: 3.8/5.0

Total Reviews: 3

Who Is the Company Behind Duco?

  • Seller: Duco
  • Year Founded: 2010
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    238 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 33% Large

What Are Recent G2 Reviews of Duco?

Rubie

Rubie is an AI-powered customer data migration platform built for B2B software companies. Rubie automates the work of transforming and migrating messy customer data into your product, helping implementation and onboarding teams get new customers live faster without relying on custom scripts, manual data cleanup, or engineering resources. Unlike traditional ETL tools designed for predictable schemas and clean system-to-system integrations, Rubie is built for the messy, inconsistent data that comes with customer onboarding. It intelligently maps, transforms, validates, and loads customer data, even when every customer’s source data looks different. With Rubie, teams can: • Automate complex customer data migrations • Map and transform inconsistent source data • Validate data before it reaches production • Reduce manual spreadsheet and scripting work • Handle more implementations without scaling engineering or services headcount • Get customers to value faster Rubie gives implementation teams a repeatable, scalable way to handle one of the hardest parts of customer onboarding: getting customer data into the product.

Average Rating: 5.0/5.0

Total Reviews: 3

How Do G2 Users Rate Rubie?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)

Who Is the Company Behind Rubie?

  • Seller: Rubie
  • HQ Location: New York City, US
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Rubie?

Superb AI Suite

Superb AI provides the most advanced computer vision platform that makes data preparation, curation and model deployment faster and easier than ever before. Specializing in adaptable automation for labeling, curation and model diagnosis, our solutions help companies drastically reduce the time and cost of building and deploying computer vision models.

Average Rating: 4.7/5.0

Total Reviews: 6

How Do G2 Users Rate Superb AI Suite?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)
  • Data Workflows: 10.0/10 (Category avg: 8.9/10)
  • Profiling and Classification: 9.4/10 (Category avg: 8.6/10)
  • Data Joining: 9.4/10 (Category avg: 8.9/10)

Who Is the Company Behind Superb AI Suite?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Superb AI Suite?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated October 29, 2024