Best Data Preparation Tools and Software - Page 9

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)

ListSync by ThorApps

Extract millions of data from any online business directory.

Who Is the Company Behind ListSync by ThorApps?

  • Seller: ThorApps
  • Year Founded: 2012
  • HQ Location: Adelaide, AU
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

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Lore IO

Lore IO is a data management platform provider that unifies on-demand, real-time business knowledge.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Lore IO?

  • Seller: Lore IO
  • Year Founded: 1997
  • HQ Location: Irvine, California, United States
  • LinkedIn® Page: www.linkedin.com
    2,323 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Lore IO?

Maxene Reporter

Maxene Reporter is a reporting system that uses Microsoft Excel as the tool with which to design and present information to a user.

Who Is the Company Behind Maxene Reporter?

Megaladata

The low code Megaladata platform empowers business users by making advanced analytics accessible. - Visual design of complex data analysis models with no involvement of the IT department and no need for programming. - Over 60 ready-to-use processing components. - Easy integration with various sources. - Fast processing of large datasets achieved through in-memory computing and parallelism. - Reusable components that facilitate accumulation of business expertise. - Advanced visualization — OLAP cubes, tables, charts, and other specialized tools. Megaladata minimizes the time between hypothesis testing and a fully functional business process.

Average Rating: 4.9/5.0

Total Reviews: 9

How Do G2 Users Rate Megaladata?

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

Who Is the Company Behind Megaladata?

Who Uses This Product?

  • Company Size: 89% Small, 11% Medium

What Are Recent G2 Reviews of Megaladata?

Minitab Solution Center

Minitab Solution Center is a cloud-based analytics platform that helps teams prepare data, perform statistical analysis, visualize results, and organize problem-solving work in one environment. It is designed for analysts, quality and continuous improvement professionals, engineers, and other teams that use data to understand performance and guide decisions. The platform centers on Minitab Statistical Software and connects it with tools for data preparation, dashboards, brainstorming, and shared project files. Users can explore historical and current data, identify patterns and relationships, run statistical analyses, and communicate findings through charts and dashboards. Connected data can be refreshed when source files change, supporting repeatable analysis and reporting workflows. Key capabilities include: - Minitab Data Center for loading, cleaning, exploring, and preparing data with a data grid, preparation steps, and column metrics. - Minitab Dashboards for visualizing process data, monitoring metrics, and sharing updated views with colleagues. - Minitab Brainstorm for structuring ideas with templates such as fishbone diagrams. - Solution Space for organizing analyses, dashboards, documents, and project steps in a shared view. - AI-assisted workflows for data preparation, statistical interpretation, idea generation, and dashboard creation; organizations can disable Minitab AI features. Available capabilities vary by subscription. Minitab Workspace adds process mapping and other visual business tools, while Minitab Predictive Analytics adds machine learning and forecasting. Minitab DOE by Effex supports advanced experiment design and optimization. These options make Solution Center relevant to work such as quality improvement, process analysis, research and development, and operational planning. The platform can support individual investigations as well as projects reviewed by a broader team. It runs in supported web browsers and requires an internet connection.

Who Is the Company Behind Minitab Solution Center?

  • Seller: Minitab
  • Year Founded: 1972
  • HQ Location: State College, Pennsylvania, United States
  • LinkedIn® Page: www.linkedin.com
    732 employees on LinkedIn®

Mitra

Mitra é uma plataforma unificada de Desenvolvimento Visual que abrange banco de dados, interface e lógica. Com uma interface intuitiva e suporte a SQL, o Mitra integra front-end, back-end e banco de dados, acelerando o desenvolvimento de aplicações em até 10x. A plataforma oferece um construtor de banco de dados completo, permitindo que os usuários criem e gerenciem tabelas, atributos e conexões de forma simplificada. Além disso, o Mitra possibilita a criação de interfaces responsivas para web e dispositivos móveis usando o PageBuilder, que utiliza supercomponentes personalizáveis e otimizados. A camada de lógica é gerenciada por meio de ações visuais e integrações com serviços externos via IPaaS, proporcionando flexibilidade na automação de processos. Por fim, o Mitra simplifica o lançamento de produtos, seja para plataformas B2B, B2C, web ou mobile, com opções white-label e domínios personalizados. Ideal para projetos personalizados, startups ou aplicações corporativas, o Mitra representa uma nova abordagem no desenvolvimento de software baseada em Desenvolvimento Visual.

Who Is the Company Behind Mitra?

  • Seller: Mitra
  • Year Founded: 2018
  • HQ Location: Uberlândia, BR
  • LinkedIn® Page: www.linkedin.com
    269 employees on LinkedIn®

MSIGHTS

MSIGHTS has been supporting marketing teams for 17+ years in helping to make their data great for reporting and analysis. Our Platform, a 2019 MarTech Breakthrough Awards winner for "Best Overall Marketing Campaign Management Solution", helps across these critical areas: * Automate the collection, integration, and transformation of all your marketing results sources -- digital, social, search, offline, lead gen, direct mail, media plans, and sales (plus more) -- into reporting-ready datasets. * Streamline marketing analysis with harmonized datasets specifically designed for results analysis, optimization, attribution, MMM, as well as datasets that feed back into your data lake. Go beyond fields from just your taxonomy with MSIGHTS' robust data schema. * Build detailed reporting views and executive dashboards using MSIGHTS' free cloud reporting platform or connect from your own visualization tool like Tableau, Excel, Domo, or Looker (to name a few).

Average Rating: 3.8/5.0

Total Reviews: 6

How Do G2 Users Rate MSIGHTS?

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

Who Is the Company Behind MSIGHTS?

  • Seller: MSIGHTS
  • Company Website:
  • Year Founded: 2004
  • HQ Location: Charlotte, US
  • LinkedIn® Page: www.linkedin.com
    47 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 43% Large, 29% Medium

What Do G2 Reviewers Say About MSIGHTS?

AI-generated summary from verified user reviews

Pros
  • Users praise the analytics expertise of MSIGHTS, benefiting from tailored solutions and exceptional customer support.
  • Users find MSIGHTS incredibly helpful for s simplifying data gathering and normalizing analytics, streamlining their workflow efficiently.
  • Users find MSIGHTS' automation capabilities invaluable for simplifying data gathering and minimizing integration time.
  • Users value the expert support and flexibility of MSIGHTS, enhancing their ability to manage complex data needs effectively.
  • Users commend MSIGHTS for their exceptional communication and dedicated support, ensuring efficient responses and strategic guidance.
Cons
  • Users find the limited data visualization options of MSIGHTS frustrating when presenting marketing performance trends.
  • Users highlight the data inaccuracy issues, suggesting improvements in validation and integration with third-party vendors.
  • Users highlight integration issues with MSIGHTS, calling for better data validation and more vendor partnerships.
  • Users find the lack of customization in data visualization options frustrating when presenting marketing trend results to stakeholders.
  • Users feel there is a lack of integrations with third-party vendors, limiting the product's appeal and functionality.

What Are Recent G2 Reviews of MSIGHTS?

What Are G2 Users Discussing About MSIGHTS?

Nextqore AI Data Preprocessor

Nextqore is an AI Data Preprocessor that prepares enterprise data for AI, analytics, and automation. It sits between an organization's raw data sources and its AI systems — combining, contextualizing, and enriching data before it reaches the AI layer. Most enterprise AI projects stall not because of the AI model, but because of the data fed into it. Data is fragmented across IT applications, cloud storage, field devices, documents, video, and email — and arrives without the business context AI models need to produce accurate, actionable outputs. Nextqore solves this with two products: AnySource Data Combiner, which ingests and normalizes data from any source type into a unified structured stream, and Data Context Builder, which enriches that data with business reasoning and operational semantics to make it genuinely AI-ready. The result is AI projects that deploy more than 20% faster, perform more accurately, and cost significantly less to run — with no changes to existing infrastructure. Nextqore serves enterprises across Energy Management, Telecom, Retail, Transportation & Logistics, Construction, and Infrastructure, with proven deployments across data pipeline modernization, predictive maintenance, digital twins, and agentic AI enablement.

Who Is the Company Behind Nextqore AI Data Preprocessor?

  • Seller: Nextqore
  • Year Founded: 2020
  • HQ Location: McLean, US
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®

Node14

Node14 provides businesses with a customizable online database configured specifically to customer’s business needs at much less cost and time than from scratch custom software development. Node14 runs customer’s databases on the preexisting Node14 database engine. This proprietary engine provides customers with powerful features like reporting, searching, dashboards, automation, advanced processing and more from day one. While other database companies expect the customer to build and configure their own database, Node14 does it all. At no point is the customer responsible for writing code, learning design interfaces of setting up servers. All configuration is performed by trained Node14 engineers so the job is done right from the beginning. Do you need a database or business intelligence system for your business? Consider Node14!

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Node14?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Node14?

OneClickExporter for Microsoft Project

OneClickExporter reads Microsoft Project .mpp files directly, with Microsoft Project not installed, and exports CSV files with fixed columns for Power BI, Excel, Qlik, Tableau and business systems: projects, tasks, assignments, resources, milestones, time-phased data and earned value. Single plans, master plans with subprojects, resource pools. A command line with exit codes runs the export every night without anyone clicking, so the dashboard refreshes on its own after the retirement of Project Online. Local processing: nothing is uploaded.

Who Is the Company Behind OneClickExporter for Microsoft Project?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of OneClickExporter for Microsoft Project?

Paradime

Paradime is a platform that offers a range of services, including seamless integration with various tools, in-app chat and email support

Who Is the Company Behind Paradime?

  • Seller: Paradime
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

phi

Structured data preparation tool designed to help organizations get ERP-ready before actual implementation. It enables businesses to understand, organize, and standardize their master data based on their size and industry. Phi recommends suitable ERP systems with clear justification and provides ready-to-use Master Data Templates aligned with real ERP structures. This allows users to prepare accurate data in advance instead of entering unstructured information during implementation. By bridging the gap between business operations and ERP systems, phi reduces implementation risk, saves cost and time, and ensures a smoother transition into platforms like SAP ERP, Microsoft Dynamics 365, and Oracle ERP Cloud.

Who Is the Company Behind phi?

Phrazor by vPhrase

Phrazor by vPhrase Analytics is a self-service augmented analytics solution that delivers AI-powered stories from data. It uses NLG capabilities to automatically generate deep insights from complex datasets in digestible language and a narrative format. Phrazor’s applicability has been proven in Marketing, BFSI, FMCG, Pharmaceutical, Logistics, and more industries. Free trial for G2 users: https://phrazor.ai/trial

Average Rating: 4.7/5.0

Total Reviews: 23

Who Is the Company Behind Phrazor by vPhrase?

Who Uses This Product?

  • Company Size: 43% Medium, 43% Large

What Are Recent G2 Reviews of Phrazor by vPhrase?

What Are G2 Users Discussing About Phrazor by vPhrase?

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