Best Data Preparation Tools and Software - Page 11

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)

TARGIT Decision Suite

TARGIT brings expertise to key verticals to help their customers make data-driven decisions. They drive lasting value with business intelligence (BI) and analytics solutions that support your unique goals and the processes that power your day-to-day operations. Experience love at first sight with TARGIT Decision Suite, their all-in-one business intelligence (BI) and analytics platform that's intuitive, versatile, and accessible for every employee. TARGIT Decision Suite helps companies integrate, visualize, and share data better and faster than ever before. Their solution combines the control of a centralized BI solution with the flexibility of a decentralized solution, with robust security and dependability. Plus, it easily integrates with your existing systems and continually adapts to your needs, even as your organization grows. Recognized as a Global Leader in Vendor Credibility by Dresner three years in a row and Leader in BI Excellence by BARC eight years in a row, TARGIT prides itself on supporting our customers through continuous innovation, insightful recommendations, and a people-first business model.

Average Rating: 4.2/5.0

Total Reviews: 17

How Do G2 Users Rate TARGIT Decision Suite?

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

Who Is the Company Behind TARGIT Decision Suite?

  • Seller: Targit
  • Year Founded: 1986
  • HQ Location: Aalborg, Denmark
  • LinkedIn® Page: www.linkedin.com
    105 employees on LinkedIn®
  • Phone: 813-933-4600

Who Uses This Product?

  • Company Size: 53% Medium, 29% Large

What Are Recent G2 Reviews of TARGIT Decision Suite?

teX-ai | Text Analytics Software

teX.ai is a Forbes listed leading Ai-powered SaaS-based text analytics accelerator from Indium Software that uses advanced AI/ML models that help businesses leverage the ‘organization-specific content’ to derive actionable insights. This SaaS based text analytics suite provides insights to enhance customer experience by processing raw text data using NLP, Ai and DL algorithms. It can effectively solve challenges faced by industries Banking, Retail, Ecommerce, Manufacturing, Education, Hospitals (healthcare) and Lifesciences in Text Extraction, Text Summarization, Text Classification, Text Redaction, Sentiment Analysis, and NLP solutions.

Who Is the Company Behind teX-ai | Text Analytics Software?

  • Seller: teX-ai
  • Year Founded: 2020
  • HQ Location: Cupertino, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

Unsupervised

Unsupervised automates analytics so revenue teams go straight to why metrics are failing or succeeding, surfacing hidden growth opportunities without endless dashboards. As the only platform leveraging unsupervised AI at scale, Unsupervised automates data prep and analysis of complex data, discovering the most critical KPIs and tracking the monetary return to the business over time. Business and data teams use Unsupervised to drive growth, reduce costs and mitigate risks without additional data science investment.

Average Rating: 4.3/5.0

Total Reviews: 43

How Do G2 Users Rate Unsupervised?

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

Who Is the Company Behind Unsupervised?

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 62% Small, 29% Medium

What Do G2 Reviewers Say About Unsupervised?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Unsupervised, praising its intuitive design and flexibility compared to competitors.
  • Users find the flexibility of Unsupervised invaluable, enhancing usability and simplifying connections compared to competitors.
  • Users find the intuitive connection point of Unsupervised to be simple and highly flexible, enhancing usability.
Cons
  • Users find the learning curve steep for Unsupervised, especially those lacking experience in data analysis.

What Are Recent G2 Reviews of Unsupervised?

Weavori

Weavori is a zero-config PostgreSQL synthetic data generator. Point it at any Postgres database and it reads your schema, including tables, foreign keys, column types, constraints, and value distributions. It then produces referentially intact, production-realistic data in one command. No YAML, no DSL, no per-column mapping. Parents generate before children in foreign-key dependency order, so integrity holds by construction rather than being checked after the fact. Generation samples pg_stats, so distributions, timelines, and conditional states match a real workload. Typical schemas under 200 tables complete in about two minutes, and constant-memory streaming means row counts are not limited by the tool. Output streams to JSON or CSV on stdout or loads directly into a target database via COPY. Weavori runs as a single binary from npx on macOS, Linux, and Windows, authenticates CI with API keys and semantic exit codes, and includes a built-in MCP server so AI assistants like Claude Desktop and Cursor can drive generation. It is freemium: a permanent free tier of 2,000 rows per month, and Pro at $15/month flat for 1 million rows. Generation runs locally, so database contents never leave your infrastructure.

Who Is the Company Behind Weavori?

Xyzt

xyzt.ai is a high-performance, no-code location intelligence platform designed for scale. The enterprise-grade SaaS platform enables organizations to instantly visualize and analyze billions of spatio-temporal IoT and tracking records in seconds, without requiring custom data engineering or data science teams. Purpose-built for large-scale geospatial, movement, and time-series data, xyzt.ai natively supports all major data formats, including raw GPS traces, map-matched trip paths, and aggregated traffic volumes. With rapid cloud deployment completed in less than a day, users can seamlessly integrate and cross-analyze heterogeneous datasets from connected vehicles, assets, infrastructure, and environmental sensors.xyzt.ai is trusted globally across key industries to turn big data into real-time situational awareness: - Maritime & Ports: Analyze historical and live AIS data to optimize vessel traffic, improve maritime safety, and track port efficiency. - Smart Cities & Urban Mobility: Visualize floating vehicle data (FVD), floating cellular data, and traffic flows to eliminate congestion and support infrastructure planning. - Logistics & Asset Tracking: Monitor supply chain performance, evaluate asset utilization, and improve operational safety. - Sustainability: Drive green initiatives through emissions tracking, resource optimization, and environmental impact evaluation. What differentiates xyzt.ai is its unique blend of massive scale, total data privacy by design, and extreme usability. Domain experts can interactively explore billions of records, detect AI-driven anomalies, and unlock hidden trends instantly through a seamless, self-service visual analytics experience.

Who Is the Company Behind Xyzt?

  • Seller: xyzt.ai
  • Year Founded: 2020
  • HQ Location: Leuven, BE
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

ZIPPYDOC

Who Is the Company Behind ZIPPYDOC?

  • Seller: ZIPPYDOC
  • Year Founded: 2021
  • HQ Location: Frankfurt, DE
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated October 29, 2024