Best Data Preparation Tools and Software - Page 10

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)

PlaidCloud

PlaidCloud is technology company that offers robust, automated solutions in the following areas: Enterprise Profitability, Intercompany & Transfer Pricing, and Supply Chain. Our underlying technology is a powerful analytics engine that accelerates results with powerful low code workflows. Share data and analysis pipelines effortlessly. Integrate files, data and systems. Workflows and transforms automatically documented. Batteries included, nothing to install or update. Plus, great technology underneath eliminating data size concerns. Work anywhere efficiently and safely. Unify organization through a platform that natively supports data science, data warehousing, and business intelligence while eliminating requirements for infrastructure and software management. Accelerates speed of decision making and insight across teams.

Average Rating: 4.6/5.0

Total Reviews: 6

How Do G2 Users Rate PlaidCloud?

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

Who Is the Company Behind PlaidCloud?

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Do G2 Reviewers Say About PlaidCloud?

AI-generated summary from verified user reviews

Pros
  • Users find PlaidCloud's ease of use exceptional, enabling efficient data management and quick analysis with minimal effort.
  • Users commend the responsive customer support of PlaidCloud, ensuring assistance is readily available for any issues.
  • Users value the customizability of PlaidCloud, allowing tailored dashboards to meet specific analytical needs effectively.
  • Users value the customization options of PlaidCloud, enabling tailored dashboards that enhance data analysis and visualization.
  • Users value the efficiency of PlaidCloud for task assignment and data analysis, significantly improving their productivity.
Cons
  • Users note dashboard issues at the start, but improvements are being made over time for better performance.
  • Users find the pricing to be a bit high, which impacts their overall satisfaction with PlaidCloud.
  • Users note that the slow performance of PlaidCloud can hinder workflow efficiency, though improvements are being made.

What Are Recent G2 Reviews of PlaidCloud?

Pyplan

Pyplan is an extended Planning and Analysis platform that is flexible enough to accommodate customized planning processes and powerful enough to run an entire company. It integrates Sales, Operations, HR, and Finance into a unified environment, promoting a holistic view and saving time in decision-making. Connect to and automate any data sources. Process data, plan, and simulate scenarios in real time. Easily create and share interactive apps.

Who Is the Company Behind Pyplan?

Rabble AI

Who Is the Company Behind Rabble AI?

  • Seller: Rabble AI
  • Year Founded: 2022
  • HQ Location: Denver Metro, US
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

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How it works

Recoveryfix CSV Merger

Recoveryfix CSV Merger is a specialized software utility designed to combine multiple CSV files into a single, consolidated file. This tool provides an efficient solution for users who need to merge scattered data from various CSV files into one unified dataset. Key Features: Merge multiple files: Combine numerous CSV files into a single comprehensive file Flexible merging options: Merge files vertically (append rows) or horizontally (add columns) Header handling: Intelligently manages duplicate headers when merging files Data integrity: Preserves original data formatting and structure during the merge process Selective merging: Choose specific files or folders containing CSV files to merge Preview functionality: View file contents before merging to ensure accuracy Large file support: Handles merging of files regardless of their size

Who Is the Company Behind Recoveryfix CSV Merger?

  • Seller: RecoveryFix
  • Year Founded: 2002
  • HQ Location: Noida, IN
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®
  • Ownership: Recoveryfix

Reeport

Reeport helps building smart data reports and share them through Excel, Power Point, PDF and more.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Reeport?

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

Who Is the Company Behind Reeport?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Reeport?

What Are G2 Users Discussing About Reeport?

RPA Software - RK Series

Automates routine or repetitive computer tasks such as: processing invoices and expenses, processing orders, transcribing information in Excel or Word, inputting data into SFA (sales force automation) or ERP (enterprise resource planning system), collecting information from websites, and sending e-mails.

Who Is the Company Behind RPA Software - RK Series?

  • Seller: KEYENCE
  • Year Founded: 1974
  • LinkedIn® Page: www.linkedin.com
    5,979 employees on LinkedIn®
  • Ownership: TYO: 6861

SAYA Platform

introduce you to SAYA Platform, a game-changing solution that enables businesses to solve complex data challenges. Our platform offers a range of innovative offerings, including SAYA ReconX, an AI/ML-based proprietary reconciliation engine, SAYA ResolveX, a unique exception manager with machine learning abilities, SAYA AnalytiX, which provides seamless decision-making analytics and reports, and SAYA QuantX, which provides computation models and a quant library for faster solution delivery. Our platform is designed to simplify complex reconciliations, making processes more efficient and effective. We offer zero configuration-based implementation, which means our system auto-learns the rules and maintains the recon identifiers through machine learning. Additionally, our platform is built on cloud agnostic and cloud-native technologies with micro-services, API first, and serverless technologies that keep our customers ahead of the curve. Finally, our algorithm allows us to reconcile encrypted data, which makes it more efficient to take care of sensitive data privacy requirements. Our product is intended for data specialists, business data analysts, data research analysts, bookkeepers, reconciliation specialists, and analytics managers. If you fall into any of these categories, we encourage you to explore SAYA Platform and see how we can help you solve your data challenges.

Who Is the Company Behind SAYA Platform?

Scribble Data Enrich

Scribble Data's flagship product, the Enrich Intelligence platform, is a Generative AI and machine learning platform for organizations to solve a wide variety of advanced analytics use cases with low-code data products. With Enrich’s advanced analytics capabilities, businesses can go from raw, unstructured data to an outcome-oriented data product in a matter of minutes. Scribble’s proprietary applied AI engine, Hasper, is a full–stack large language model (LLM)-based engine for business leaders to rapidly build AI-powered data products. Hasper also works with clients' real-time data to generate recommendations and predictive insights without having to ask for them. Hasper sits atop Enrich to make it a full-stack LLM data products platform. Thus, enabling more sophisticated end-to-end workflows seamlessly using both structured and unstructured data, with conversational interfaces.

Who Is the Company Behind Scribble Data Enrich?

Sentrana

Our cloud-based core platform is a powerful computational utility. We’ve invested in the platform, so you don’t need to build one yourself.

Who Is the Company Behind Sentrana?

Shinydocs

Shinydocs is a Data Intelligence Solution that seamlessly unifies data across all your repositories, delivering instant answers to complex challenges. Leverage AI to minimize risk, cut costs, and save time—while maintaining data governance and regulatory compliance - all within a single, powerful platform. • AI–Powered Automation: Leverage the Power of AI without the risk - unify, secure, and optimize your enterprise data. Shinydocs AI isn’t just another AI tool, it’s a medium to leverage AI across your enterprise. Instead of pushing you into a one-size-fits-all solution, we give you the flexibility, security, and control you need to maximize your data's potential. • Intuitive Search Experience: Discover your Content within seconds for a fast, secure and unified experience by leveraging AI-powered automation across your enterprise. • Automated PII Detection: Empower Teams to easily flag, secure and comply with data protection regulations. Safeguard your PII and sensitive data with Automation. • Eliminate ROT Data: Enhance Operational Efficiencies to eliminate redundant, outdated and trivial (ROT) data to optimize and reduce storage costs by more than 60%. • Smart Tagging & Classification: Swiftly optimize data by Smart Tagging and Classifying documents to scale. • Transparency at Scale: Empower IT Administrators with clear, actionable insights that drive program effectiveness at any scale. Why Choose Shinydocs Pro Shinydocs understands the unique challenges organizations face in managing their data. Our purpose-built solutions offer greater accuracy, security, and affordability, ensuring better data control while optimizing performance. Here are a few quick wins we've delivered to our customers: • 10M+ PII files detected and classified • 5-7Hrs Average time saved per week/user due to custom tagging and classification • 99% accuracy with Shinydocs Pro's Client Matter ID, documents and record searching • 60%+ saving on file storage costs due to ROT Unlock the full potential of your data with Shinydocs! Take control today - Booking a meeting to learn how!

Who Is the Company Behind Shinydocs?

  • Seller: Shinydocs
  • Year Founded: 2013
  • HQ Location: Kitchener, CA
  • LinkedIn® Page: www.linkedin.com
    20 employees on LinkedIn®

Sortana

Sortana is a versatile data management and archival tool designed to help professionals and hobbyists build structured, searchable records. Whether you are managing a high-value private collection, curating museum-grade exhibits, or organising complex research data, Sortana eliminates the clutter of spreadsheets.

Who Is the Company Behind Sortana?

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?

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