Best Data Preparation Tools and Software - Page 5

How Many Data Preparation Software Products Does G2 Track?

Total Products under this Category: 124

Category Stats (Sep 2026)

  • Average Rating: 4.53/5 (↑0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Palantir Foundry (+1.94%) - Among all products in this category, Palantir Foundry recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Data Preparation Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 11,800+ Authentic Reviews
  • 124+ 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, Domo, HubSpot Data Hub, dbt, KNIME, 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=domo&focus%5B%5D=hubspot-data-hub&focus%5B%5D=dbt&focus%5B%5D=knime-analytics-platform&focus%5B%5D=incorta)

bipp Analytics

bipp is a modern, cloud business intelligence platform that lets you explore billions of records in real-time. Simply connect your datasource, and build reusable data models with our Data Modeling Layer. Or explore your data with Visual SQL Data Explorer and create charts and dashboards in minutes. Ad-hoc or self-service reporting lets users slice and dice data to source trusted insights that drive business decisions. Insights can easily be shared through scheduled reports, data-based alerts, or embedded in applications.

Average Rating: 5.0/5.0

Total Reviews: 3

How Do G2 Users Rate bipp Analytics?

  • 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: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind bipp Analytics?

  • Seller: BIPP
  • Year Founded: 2017
  • HQ Location: Wilmington, US
  • Twitter: @bippanalytics
    99 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Are Recent G2 Reviews of bipp Analytics?

What Are G2 Users Discussing About bipp Analytics?

Diver Platform

Dimensional Insight’s Diver Platform is a governed analytics and business intelligence platform that helps organizations turn complex data into trusted, actionable insights and build a reliable foundation for AI-driven decision-making. Designed for industries where accuracy, consistency, and accountability matter, Diver Platform combines data integration, business rules management, analytics, reporting, and self-service exploration in a single environment. Organizations use Diver Platform to connect disparate data sources, standardize definitions and metrics, and deliver secure, role-based access to analytics across teams. Unlike many BI tools that focus primarily on visualization, Diver Platform emphasizes data governance, validation, and explainability — helping organizations trust the numbers behind every decision. The platform supports operational, financial, and strategic analytics and integrates with modern cloud and on-premises data environments including SQL Server, Snowflake, and Databricks. Used across healthcare, manufacturing, distribution, finance, beverage alcohol, and other data-intensive industries, Dimensional Insight helps organizations reduce reporting complexity, improve decision-making, and create trusted, consistent data foundations for enterprise analytics and AI initiatives.

Average Rating: 4.7/5.0

Total Reviews: 3

Who Is the Company Behind Diver Platform?

  • Seller: Dimensional Insight
  • Company Website:
  • Year Founded: 1989
  • HQ Location: Burlington, US
  • Twitter: @DI_tweet
    3,512 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    87 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Large, 33% Medium

What Are Recent G2 Reviews of Diver Platform?

What Are G2 Users Discussing About Diver Platform?

Oracle Big Data Preparation Cloud Service

Built natively in Hadoop and Spark for scale, Oracle Big Data Preparation Cloud Service provides a highly intuitive and interactive way for analysts to prepare unstructured, semi-structured and structured data for downstream processing.

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate Oracle Big Data Preparation Cloud Service?

  • Data Workflows: 8.3/10 (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 Oracle Big Data Preparation Cloud Service?

  • Seller: Oracle
  • Year Founded: 1977
  • HQ Location: Austin, TX
  • Twitter: @Oracle
    827,997 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    207,576 employees on LinkedIn®
  • Ownership: NYSE:ORCL

Who Uses This Product?

  • Company Size: 67% Large, 33% Medium

What Are Recent G2 Reviews of Oracle Big Data Preparation Cloud Service?

Praxi.ai - Automated Data Curation

Praxi Curation as a Service (CaaS) delivers rapid ROI through Cloud-native deployment - automating discovery, classification and action across structured, semi‑structured, and unstructured data. Pre‑trained for Insurance, Banking, Healthcare, and Privacy‑compliance, it powers analytics, compliance & AI adoption from day one.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate Praxi.ai - Automated Data Curation?

  • 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: 9.2/10 (Category avg: 8.6/10)
  • Data Joining: 9.2/10 (Category avg: 8.9/10)

Who Is the Company Behind Praxi.ai - Automated Data Curation?

  • Seller: Praxi
  • Year Founded: 2018
  • HQ Location: San Mateo, US
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Praxi.ai - Automated Data Curation?

AI-generated summary from verified user reviews

Pros
  • Users find that data cleaning significantly reduces errors, improving data management and preventing data swamp issues.
  • Users find that Praxi.ai provides high-quality data curation, significantly reducing errors and improving data management efficiency.
  • Users value the error detection capabilities of Praxi.ai, effectively minimizing data errors and misidentification.
Cons
  • Users struggle with poor integration options, as many essential vendor connections are not readily available.

What Are Recent G2 Reviews of Praxi.ai - Automated Data Curation?

Toad Intelligence Central

Used in conjunction with Toad Data Point, Toad Intelligence Central is a cost-effective, server based application that transfers power back to your business. Improve collaboration among Toad users through secure, governed access to SQL scripts, project artifacts, provisioned data and automation workflows. Easily abstract structured and unstructured data sources through advanced data connectivity to create refreshable datasets for use by any Toad user.

Average Rating: 3.8/5.0

Total Reviews: 2

How Do G2 Users Rate Toad Intelligence Central?

  • Profiling and Classification: 6.7/10 (Category avg: 8.6/10)
  • Data Joining: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind Toad Intelligence Central?

  • Seller: Quest Software
  • Year Founded: 1987
  • HQ Location: Austin, TX
  • Twitter: @Quest
    17,109 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3,507 employees on LinkedIn®
  • Ownership: NYSE: DGX

Who Uses This Product?

  • Company Size: 50% Small, 50% Large

What Are Recent G2 Reviews of Toad Intelligence Central?

What Are G2 Users Discussing About Toad Intelligence Central?

Daivio

Daivio is an intelligent data analysis and data-quality platform that helps teams deeply understand their datasets, detect issues, and improve data readiness. It combines automated analysis, AI-powered cleanup recommendations, and a natural language chat interface to make complex data transformations accessible to everyone — no coding required. With full action history and seamless integrations, Daivio ensures your data is clean, traceable, and ready for business intelligence.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Daivio?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Daivio?

DataSort

DataSort is an AI-powered data preparation tool that cleans, sorts, and merges messy Excel and CSV files in the browser. It fixes broken headers, removes exact and fuzzy duplicates, and standardizes dates, phone numbers, and currencies, with no formulas or macros.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind DataSort?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of DataSort?

FreeSight

FreeSight is a powerful self-service tool for data integration, data preparation, analytics and reporting tasks. It is also development platform for automating business processes and recurring reporting. It has a full-function spreadsheet component, a dynamic working "canvas" for building fully transparent operational workflows, automatic charting and data visualizations, simple and flexible file import and export functions, and more. Easy enough for "regular" business and data analysts -- and robust and powerful enough for data experts.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate FreeSight?

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

Who Is the Company Behind FreeSight?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of FreeSight?

What Are G2 Users Discussing About FreeSight?

IBM Data Refinery

The Data Refinery tool, available via Watson Studio and Watson Knowledge Catalog, saves data preparation time by quickly transforming large amounts of raw data into consumable, quality information that's ready for analytics

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate IBM Data Refinery?

  • 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 IBM Data Refinery?

  • Seller: IBM
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • Twitter: @IBMSecurity
    74,660 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    344,328 employees on LinkedIn®
  • Ownership: SWX:IBM

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of IBM Data Refinery?

What Are G2 Users Discussing About IBM Data Refinery?

More4apps

We has been a certified Oracle partner serving 400+ companies and 34,000+ end-users worldwide for over 20 years. Offering complimentary solutions for Oracle E-Business Suite and Fusion Cloud Applications, we improve data loading processes in a user-friendly, efficient, and cost-effective manner, ensuring that a company's data is trustworthy, accurate, and up-to-date with the highest level of quality. We enable companies to keep control of their data while enabling their teams to create, update, and mass upload/download advanced validated data within an Excel interface, leveraging Oracle's existing security measures. More4apps: Excel Alternatives for Data Loading in Oracle E-Business Suite and Fusion Cloud. Download, edit, and upload pre-validated data in a fraction of the time compared to Web ADI, ADFdi, and FBDI.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind More4apps?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of More4apps?

What Are G2 Users Discussing About More4apps?

Pliable

Pliable is a fully managed data platform that integrates all your systems, cleans and deduplicates your data, models it into a single source of truth, and delivers ready-to-use dashboards — plus an embedded data analyst you can talk to. We handle the hard parts for you. No pipelines to build, no SQL to write, no data engineering team required. Pliable connects your tools, fixes the messy data, aligns your metrics, and gives every team clear, accurate insights fast. Companies use Pliable to save time, reduce headcount costs, and make better decisions because their data is finally clean, consistent, and easy to understand. Instead of buying a BI tool and doing all the work yourself, Pliable gives you the platform and the team to turn your data into revenue.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Pliable?

  • Data Workflows: 8.3/10 (Category avg: 8.9/10)
  • Profiling and Classification: 5.0/10 (Category avg: 8.6/10)
  • Data Joining: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind Pliable?

  • Seller: Pliable
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Pliable?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Pliable, simplifying their data mapping tasks significantly.
  • Users find the simple UI of Pliable significantly enhances their efficiency in mapping values in SQL.
  • Users find the simple UI of Pliable enhances their efficiency in mapping values in SQL.

What Are Recent G2 Reviews of Pliable?

The Data Refinery

Uniting data from marketing, sales, operations and finance systems and gluing it together with public datasets to create an enriched, trustworthy single view; Used by the next generation of British ecommerce retailers, The Data Refinery is designed to help everyone in ecommerce understand what is driving good and bad performance, and make better decisions in a really simple way.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate The Data Refinery?

  • 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 The Data Refinery?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of The Data Refinery?

TROCCO

TROCCO is a data integration and automation platform that combines several areas of the data engineering workflow into one platform, significantly reducing the time spent trying to stitch together multiple tools when building your data pipelines. TROCCO includes ETL/ELT, Orchestration, Transformation, and Reverse ETL features, enabling you to quickly and easily get data flowing to and from your cloud warehouse for downstream analytics, AI, and ML uses. TROCCO is a managed SaaS-based platform that handles your infrastructure and scaling challenges, allowing you to spend less time building and managing data pipelines and instead focus on getting value from your data. With TROCCO, you can: - Sync your data in batch or near real-time from over 120 pre-built connectors. - Build custom integrations via HTTP. - Connect with on-premise data sources. - Transform your data with Python or no-code transformation templates. - Model your data using SQL, or dbt. - Orchestrate your data pipelines with our inbuilt workflow engine. - Maintain pipeline governance through role-based access controls. - Build secure data pipelines via SSH or AWS PrivateLink.

Average Rating: 4.8/5.0

Total Reviews: 3

How Do G2 Users Rate TROCCO?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 9.1/10)

Who Is the Company Behind TROCCO?

Who Uses This Product?

  • Company Size: 67% Medium, 33% Large

What Do G2 Reviewers Say About TROCCO?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the abundance of connectors available in TROCCO, simplifying data integration across multiple applications.
  • Users highlight the ease of use of TROCCO, benefiting from its interactive UI and prebuilt connectors.
  • Users appreciate the seamless data integration capabilities of TROCCO, enhancing their ETL processes significantly.
  • Users praise Trocco for its easy integrations, enabling seamless connectivity with various data sources for enhanced efficiency.
  • Users value the ETL efficiency of Trocco, enabling powerful integrations and seamless transformations with user-friendly functionality.
Cons
  • Users find the steep learning curve and resource demands for TROCCO's advanced features challenging and time-consuming.
  • Users feel the poor documentation limits usability, particularly due to a lack of multilingual manuals.
  • Users struggle with the steep learning curve and resource demands for mastering TROCCO's advanced features.

What Are Recent G2 Reviews of TROCCO?

Veera

Veera, an easy and affordable platform for data prep, predictive modeling and end-user data exploration. Join the movement to decentralize analytics, democratize data and enable smarter, faster, data-driven decisions across the enterprise.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Veera?

  • Seller: Rapid Insight
  • HQ Location: Washington, US
  • Twitter: @RapidInsightInc
    561 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,161 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium

What Are Recent G2 Reviews of Veera?

What Are G2 Users Discussing About Veera?

Zaloni Data Governance

At Zaloni, we believe in the unrealized power of data. Our data management software, Arena, provides an augmented catalog that enables self-service data enrichment and consumption. We work with the world's leading companies, delivering exceptional data governance built on an extensible, machine-learning platform that both improves and safeguards enterprises’ data assets. To find out more visit www.zaloni.com.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind Zaloni Data Governance?

  • Seller: Zaloni
  • Year Founded: 2007
  • HQ Location: Research Triangle Park, US
  • Twitter: @zaloni
    1,289 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    62 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Zaloni Data Governance?

What Are G2 Users Discussing About Zaloni Data Governance?

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