Best Data Preparation Tools and Software - Page 12

How Many Data Preparation Software Products Does G2 Track?

Total Products under this Category: 178

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 12, 2026

How Does G2 Rank Data Preparation Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 13,200+ Authentic Reviews
  • 178+ 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)

SQream

SQream provides an analytics platform that minimizes Total Time to Insights (TTTI) for time-sensitive data on-prem and on-cloud. Designed for tera-to-peta-scale data, the GPU-powered platform enables enterprises to rapidly ingest and analyze their growing data – providing full-picture visibility for improved customer experience, operational efficiency, and previously unobtainable business insights.

Average Rating: 4.3/5.0

Total Reviews: 3

Who Is the Company Behind SQream?

Who Uses This Product?

  • Company Size: 33% Large, 33% Medium

What Are Recent G2 Reviews of SQream?

What Are G2 Users Discussing About SQream?

Stata

The complete statistical software for data science. Stata delivers everything you need for reproducible data analysis—powerful statistics, visualization, data manipulation, and automated reporting—all in one intuitive platform.

Average Rating: 4.3/5.0

Total Reviews: 163

How Do G2 Users Rate Stata?

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

Who Is the Company Behind Stata?

  • Seller: StataCorp
  • Year Founded: 1985
  • HQ Location: College Station, TX
  • LinkedIn® Page: www.linkedin.com
    141 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Analyst, Research Assistant
  • Top Industries: Higher Education, Research
  • Company Size: 42% Large, 31% Medium

What Do G2 Reviewers Say About Stata?

AI-generated summary from verified user reviews

Pros
  • Users value the coding simplification in Stata, enabling easier data analysis and flexibility in usage.
  • Users praise the easy big data analysis and variety of built-in methods offered by Stata.
  • Users appreciate the easy handling of big data with simple coding and diverse analytical methods in Stata.
  • Users find STATA's flexibility in coding and ease of use highly beneficial for effective data management and monitoring.
  • Users find Stata's ease of installation beneficial, allowing for straightforward implementation in data management tasks.
Cons
  • Users find that Stata's memory usage can be excessive, leading to concerns during statistical analyses in the background.
  • Users often find poor customer support with Stata, leading to dissatisfaction and unresolved issues.
  • Users find the poor graphics of Stata unappealing, detracting from their overall experience with the software.

What Are Recent G2 Reviews of Stata?

What Are G2 Users Discussing About Stata?

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

How it works

TapClicks

TapClicks is a comprehensive marketing operations platform designed to streamline and automate various manual tasks associated with marketing management, such as data integration and reporting. This solution allows users to focus on high-impact activities, including campaign optimization and enhancing customer satisfaction. By offering a suite of tools that encompass reporting, analytics, insights, campaign order management, and marketing workflow tracking, TapClicks empowers organizations to make informed decisions based on real-time data. The platform is particularly beneficial for marketing agencies and organizations that manage multiple clients. TapClicks provides a unified dashboard through its flagship product, TapAnalytics, which consolidates marketing campaign data and performance metrics. This feature enables users to easily manage thousands of clients from a single interface, offering both high-level agency views and customizable client-specific views. Such transparency is essential for maintaining strong client relationships and ensuring that clients are informed about their campaign performance. One of the standout features of TapAnalytics is its ability to deliver real-time analytics and scoring across all campaigns. Utilizing sophisticated algorithms, the platform optimizes campaign performance and uncovers actionable insights that can drive better results. Additionally, the data visualization capabilities of TapClicks bring data to life through interactive timelines, pie charts, geo-mapping, and text widgets, making it easier for users to interpret and present their findings. TapClicks also prioritizes efficiency with its auto-scheduled reporting feature, allowing users to send automated reports in various formats, including HTML, PDF, and Excel. This functionality saves time and ensures that stakeholders receive timely updates without the need for manual intervention. Furthermore, the platform supports over 200 integrations tailored to the needs of agencies of all sizes, enhancing its versatility and making it a valuable tool for marketing professionals. In summary, TapClicks is designed to optimize marketing operations by automating routine tasks and providing a holistic view of marketing activities. With its user-friendly interface, robust analytics capabilities, and extensive integration options, TapClicks stands out as a powerful solution for organizations looking to enhance their marketing efforts and drive meaningful results.

Average Rating: 4.3/5.0

Total Reviews: 317

How Do G2 Users Rate TapClicks?

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

Who Is the Company Behind TapClicks?

  • Seller: TapClicks
  • Company Website:
  • Year Founded: 2015
  • HQ Location: San Jose, CA
  • LinkedIn® Page: www.linkedin.com
    131 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Account Manager, Digital Marketing Manager
  • Top Industries: Marketing and Advertising, Broadcast Media
  • Company Size: 62% Small, 30% Medium

What Do G2 Reviewers Say About TapClicks?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of TapClicks, enjoying streamlined operations and insightful data at their fingertips.
  • Users value the deep insights and automation provided by TapClicks, enhancing efficiency and decision-making in marketing.
  • Users value the efficient reporting capabilities of TapClicks, which streamline marketing data into an easy-to-use dashboard.
  • Users value the time-saving automation of TapClicks, allowing focus on strategic marketing tasks and optimizing campaigns effectively.
  • Users benefit from time-saving automation with TapClicks, allowing focus on strategic marketing rather than manual tasks.
Cons
  • Users experience lack of information from customer service and face data connection issues with TapClicks.
  • Users often experience connection issues, leading to data discrepancies and less than ideal customer service responses from TapClicks.
  • Users often struggle with data inconsistency, encountering discrepancies and experiencing unhelpful customer service responses.
  • Users find the data management issues in TapClicks, especially during setup and syncing, quite frustrating and non-intuitive.
  • Users find the difficult setup of TapClicks overwhelming, affecting the initial experience and data syncing process.

What Are Recent G2 Reviews of TapClicks?

What Are G2 Users Discussing About TapClicks?

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®

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