Best Data Preparation Tools and Software - Page 2

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)

Savant Labs

Savant is an AI workflow automation platform built for enterprise finance, tax, and accounting teams. It turns messy, manual data work like extraction, preparation, reconciliation, and reporting into centrally governed, audit-ready workflows, driving efficiency without sacrificing accuracy, control, or compliance. Savant integrates with your preferred LLM, including Claude, Copilot, ChatGPT, and private LLMs, so you control model choice, data residency, and cost. Ask in plain language for the workflow you want to build, or simply say "run this month's reconciliation," and Savant turns that instruction into a repeatable, governed, auditable workflow. Trusted by Fortune 500 enterprises, Savant catches errors before they're filed, ensures audit readiness without the scramble, and gives finance teams their time back. WHAT SETS SAVANT APART Unlike general-purpose AI tools or legacy analytics platforms, Savant was built specifically for finance workflows where 99% accuracy isn't good enough — because 1% errors at scale become audit findings, restatements, and compliance exposure. Three things make Savant different - Deterministic, not probabilistic: Savant uses rule-based AI agents, not LLM guesses. Consistent inputs produce consistent outputs. - Governance and auditability are built in, not bolted on: Audit trail, data lineage, SOX controls, role-based access, and evidence packs are standard, not add-ons. - Handles the data other tools can't: Native processing for PDFs, scanned documents, and invoices — the unstructured data that breaks legacy workflows. KEY FEATURES - AI-powered workflow automation: Automate any workflow end to end — financial reconciliation, month-end close, tax provisioning, accruals, and more. Works with structured and unstructured data, including PDFs, scanned documents, and ERP extracts. - Reproducible results: AI agents follow step-by-step logic with validation at each stage. Same inputs produce the same outputs, every time — no black boxes, no probabilistic guesses. - Built-in audit trail, data lineage, and evidence packs: Every workflow step is logged automatically. Complete data lineage from source to output. No manual documentation, no reconstructing steps across email chains. - SOX compliance by design: Segregation of duties, version control, approval management, and user activity history are built in from day one. - Human-in-the-loop exception handling: Savant proactively flags exceptions for human review, allowing analysts to catch errors before they reach a filing. The AI learns from human judgments over time. - 500+ enterprise connectors: Connect to your existing ERPs, CRMs, BI platforms, file systems, email, and more out of the box. - Enterprise-grade security: SOC 2 Type II, SOC 1 Type II, ISO 27001. SSO/SAML, role-based access control, private cloud and VPC deployment available. USE CASES - Month-end and year-end close automation - Financial reconciliations and tie-outs - Tax provision preparation - State apportionment calculations - Sales and use tax reconciliation - Data extraction from PDFs, invoices, and scanned documents - ERP data consolidation across multiple systems - Intercompany accounting and multi-entity reporting - Audit evidence package preparation - Recurring reporting and dashboard publishing

Average Rating: 4.7/5.0

Total Reviews: 51

How Do G2 Users Rate Savant Labs?

  • Has the product been a good partner in doing business?: 9.8/10 (Category avg: 9.1/10)
  • Data Workflows: 9.3/10 (Category avg: 8.9/10)
  • Profiling and Classification: 8.0/10 (Category avg: 8.6/10)
  • Data Joining: 9.4/10 (Category avg: 8.9/10)

Who Is the Company Behind Savant Labs?

  • Seller: Savant Labs
  • Company Website:
  • Year Founded: 2021
  • HQ Location: San Francisco, California
  • LinkedIn® Page: www.linkedin.com
    66 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Logistics and Supply Chain
  • Company Size: 42% Large, 40% Medium

What Do G2 Reviewers Say About Savant Labs?

AI-generated summary from verified user reviews

Pros
  • Users commend the ease of use in Savant Labs, enabling seamless analytics without requiring extensive knowledge.
  • Users appreciate the friendly customer support from Savant Labs, which provides timely assistance for any issues encountered.
  • Users praise the user-friendly interface of Savant Labs, making complex data analytics accessible to everyone.
  • Users enjoy the easy integration capabilities of Savant Labs, simplifying workflows and enhancing data connectivity effortlessly.
  • Users appreciate the scalability of Savant Labs, enjoying its straightforward integration and user-friendly interface.
Cons
  • Users note a steep learning curve with Savant Labs, often struggling with data source updates and tool integration.
  • Users experience a steep learning curve with Savant Labs, making it challenging to master effectively.
  • Users often face integration issues, struggling with data updates and lacking clear instructions for linking tools effectively.
  • Users face access issues with Savant Labs, struggling to log in and navigate complex features and tools.
  • Users face data management challenges, struggling with updating sources and lack of clear guidance in Savant Labs.

What Are Recent G2 Reviews of Savant Labs?

Palantir Foundry

Foundry is a transformative data platform built to help solve the modern enterprise’s most critical problems by creating a central operating system for an organization’s data, while securely integrating siloed data sources into a common analytics and operations picture. Palantir works with commercial companies and government organizations alike to close the operational loop, feeding real-time data into your data science models and updating source systems. With a breadth of industry-leading capabilities, Palantir can help enterprises traverse and operationalize data to enable and scale decision-making, alongside best-in-class security, data protection, and governance. Foundry was named by Forrester as a leader in the The Forrester Wave™: AI/ML Platforms, Q3 2022. Scoring the highest marks possible in product vision, performance, market approach, and applications criteria. As a Dresner-Award winning platform, Foundry is the overall leader in the BI and Analytics market and rated a perfect 5/5 by its customer base.

Average Rating: 4.2/5.0

Total Reviews: 31

How Do G2 Users Rate Palantir Foundry?

  • Has the product been a good partner in doing business?: 5.6/10 (Category avg: 9.1/10)
  • Data Workflows: 8.6/10 (Category avg: 8.9/10)
  • Profiling and Classification: 7.5/10 (Category avg: 8.6/10)
  • Data Joining: 7.8/10 (Category avg: 8.9/10)

Who Is the Company Behind Palantir Foundry?

  • Seller: Palantir
  • HQ Location: Denver, US
  • LinkedIn® Page: www.linkedin.com
    6,022 employees on LinkedIn®
  • Ownership: PLTR (NYSE)

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 52% Large, 26% Small

What Do G2 Reviewers Say About Palantir Foundry?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the integration of AI workflows in Palantir Foundry, enhancing their tech stack and data ecosystem.
  • Users value the AI workflow integration of Palantir Foundry, enhancing their tech stack and data ecosystem effectively.
  • Users appreciate the seamless AI integration in Palantir Foundry, enhancing their tech and data workflows significantly.
  • Users value the integration of AI workflows in Palantir Foundry, enhancing their tech stack and data ecosystem.
  • Users benefit from the efficient analysis capabilities of Palantir Foundry, streamlining their data processes and insights.
Cons
  • Users note that Palantir Foundry is not cheap, but they appreciate the value received for the cost.
  • Users find the limited customization options in Palantir Foundry restrictive compared to other open-source alternatives.
  • Users find the limited customization options of Palantir Foundry restrictive compared to other open-source platforms.
  • Users find the limited customization options of Palantir Foundry restrict their ability to tailor the platform to their needs.

What Are Recent G2 Reviews of Palantir Foundry?

Qlik Sense

Qlik Sense empowers people to make better data-driven decisions and take action. The solution provides augmented analytics for every business need from visualization and dashboards to natural language analytics, custom and embedded analytics, reporting and alerting. Our unique associative technology enhances human intuition with AI-powered insights, offering unmatched capabilities for combining data and exploring information. It indexes the associations in your data, and exposes related and unrelated values as you click, revealing hidden insights that would be missed by query-based tools. And it performs calculations as fast as you can think. Qlik Sense helps users move from passive to active analytics for real-time collaboration and action. And you get robust data integration, application automation and the convenience of SaaS with hybrid multi-cloud capabilities. See why we’ve been named a Gartner Magic Quadrant Leader for Analytics and BI platforms for 11 years in a row. Visit us at https://www.qlik.com/us/

Average Rating: 4.4/5.0

Total Reviews: 762

How Do G2 Users Rate Qlik Sense?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 9.1/10)
  • Data Joining: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Qlik Sense?

  • Seller: Qlik
  • Year Founded: 1993
  • HQ Location: Radnor, PA
  • LinkedIn® Page: www.linkedin.com
    4,399 employees on LinkedIn®
  • Phone: 1 (888) 994-9854

Who Uses This Product?

  • Who Uses This: Consultant, Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Large, 41% Medium

What Do G2 Reviewers Say About Qlik Sense?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use in Qlik Sense, enhancing their productivity with minimal IT support needed.
  • Users commend the robust data visualization capabilities of Qlik Sense, enhancing insights with its user-friendly interface.
  • Users appreciate the rapid development capabilities of Qlik Sense, enabling quick creation and deployment of analytics applications.
  • Users value the robust data visualization capabilities of Qlik Sense, enhancing their insights and business strategies.
  • Users value the versatile and user-friendly tools in Qlik Sense, enhancing data representation and insights across levels.
Cons
  • Users find the limited features of Qlik Sense restrict their ability to create custom visualizations effectively.
  • Users find the missing features in Qlik Sense restrictive, particularly lacking personal object additions and static report options.
  • Users find Qlik Sense expensive, which limits its accessibility despite its capabilities.
  • Users note the limited automation in data updates and desire better organization and visualization capabilities in Qlik Sense.
  • Users find the learning curve steep, especially with scripting functions and integration challenges for beginners.

What Are Recent G2 Reviews of Qlik Sense?

What Are G2 Users Discussing About Qlik Sense?

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Solvexia

Solvexia is the reconciliation platform built for complex, high-volume finance operations. It is used by finance and accounting teams that have outgrown spreadsheets and basic reconciliation tools, and need a platform that handles the scale, complexity, and data fragmentation that standard solutions cannot. Most reconciliation tools work well for simple, structured data. Solvexia is designed for environments where matching is difficult, data comes from multiple disconnected sources, and manual workarounds have become the norm. In high-volume environments, that gap between what standard tools can do and what the business actually requires is where Solvexia operates. Who uses Solvexia? Solvexia is typically used by mid-sized and enterprise finance teams running high-volume reconciliation processes across multiple data sources and entities. Common users include financial controllers, reconciliation managers, and finance operations teams responsible for transaction reconciliation, regulatory reporting, financial close activities, and data validation at scale. It is commonly adopted when ERP reconciliation breaks down under the weight of non-standard matching rules or unexpected data volumes, when spreadsheet workarounds have become unmanageable, or when the reconciliation process itself — not just the management of it — is the bottleneck. Core capabilities: 1. Matching intelligence that handles what others can't Solvexia automates reconciliation at a level of complexity where other tools break down. It supports one-to-many and many-to-many matching, partial matches, and timing differences across fragmented, multi-source data. Exceptions are handled automatically, without manual workarounds, and match rates are maintained even as data complexity and transaction volumes increase. Across finance teams dealing with high transaction volumes and non-standard matching requirements, Solvexia is known for maintaining high match rates where other platforms require manual intervention to fill the gaps. 2. Data connectivity across every source Solvexia connects every data source into a single automated reconciliation workflow. ERPs, bank files, payment processors like Stripe and PayPal, Excel, APIs, and databases all feed into one process, regardless of format or volume. There is no need to normalize data before it enters the platform or build custom pipelines to make sources compatible. In high-volume environments where data is spread across multiple systems with inconsistent formats, Solvexia centralizes the entire process without requiring technical resources to maintain the connections. 3. Built to scale with transaction volume, not against it Unlike tools that slow down or produce degraded match rates as data volumes grow, Solvexia is built for it. The platform handles thousands to millions of transactions without performance trade-offs, making it suitable for organizations where transaction volumes fluctuate significantly or are expected to grow. Solvexia is often used when finance teams have hit the ceiling of what their current reconciliation tool or spreadsheet process can handle, and need a platform that scales with the business rather than requiring a rebuild every time volume increases. 4. Finance-led automation, no IT dependency Workflows in Solvexia are built and maintained by finance teams, not developers. Matching logic, workflow rules, and data connections are all configurable without custom code or technical resources. There is no IT backlog standing between a finance team and a working reconciliation process, and no dependency on development resources to make changes when business requirements evolve. This matters in practice: finance teams can implement, adjust, and maintain their own processes independently, which reduces time-to-value and keeps the platform responsive to how the business actually works. 5. Workflow control and process governance Solvexia provides configurable workflows that support approvals, reviews, commentary, and audit trails. These controls allow finance teams to enforce consistent process execution, manage exceptions, and maintain the documentation required for audit and compliance purposes, without relying on manual tracking or email-based sign-off processes. How Solvexia compares Solvexia is faster to implement than enterprise compliance platforms, which are built around audit infrastructure and require significant upfront configuration. For finance teams that need matching intelligence and workflow flexibility without the enterprise overhead, Solvexia delivers the core reconciliation capability at a fraction of the cost and implementation timeline, typically 90 days. Unlike close management tools that focus on visibility into the month-end close process, Solvexia is built for teams where the reconciliation work itself is the hard problem. If the bottleneck is inside the close, not the coordination of it, Solvexia goes deeper. Compared to ERP-native reconciliation functionality, Solvexia handles the scenarios where standard tools break down: non-standard matching rules, data sources that do not conform to expected formats, and transaction volumes that exceed what the ERP was designed to support. Finance teams can configure Solvexia to adapt to the business, rather than adapting the business to fit the tool. Typical use cases: Solvexia is typically used for transaction and account reconciliation, intercompany reconciliation, payment reconciliation across processors and banks, regulatory and management reporting, rebate and incentive calculations, financial close support, and ongoing data quality monitoring across multiple entities and systems.

Average Rating: 4.7/5.0

Total Reviews: 30

How Do G2 Users Rate Solvexia?

  • Has the product been a good partner in doing business?: 9.4/10 (Category avg: 9.1/10)
  • Data Workflows: 8.7/10 (Category avg: 8.9/10)
  • Profiling and Classification: 8.4/10 (Category avg: 8.6/10)
  • Data Joining: 9.1/10 (Category avg: 8.9/10)

Who Is the Company Behind Solvexia?

  • Seller: Solvexia
  • Year Founded: 2008
  • HQ Location: Sydney, AU
  • LinkedIn® Page: au.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services, Staffing and Recruiting
  • Company Size: 45% Small, 42% Medium

What Do G2 Reviewers Say About Solvexia?

AI-generated summary from verified user reviews

Pros
  • Users value the automation capabilities of SolveXia, significantly enhancing efficiency in reporting and file manipulation.
  • Users find SolveXia's system to be extremely user-friendly, streamlining automation and enhancing overall efficiency in processes.
  • Users value the seamless integrations of SolveXia, enhancing automation and connectivity with various third-party systems.
  • Users value the easy integration with third-party systems of Solvexia, significantly enhancing their automation capabilities.
  • Users find that SolveXia's time-saving automation processes greatly enhance efficiency in reporting and file manipulation.
Cons
  • Users find the limited functionality of Solvexia's process designer challenging, though workarounds are often suggested.
  • Users feel the lack of loop functionality in Solvexia's process designer limits their programming capabilities despite workarounds.

What Are Recent G2 Reviews of Solvexia?

What Are G2 Users Discussing About Solvexia?

Qlik Talend Cloud

Qlik Talend Cloud offers extensive data integration capabilities plus data quality and governance. Available in Starter, Standard, Premium, and Enterprise editions, it provides features such as bulk and incremental replication, log-based CDC, no-code/low-code/pro-code data pipeline development, a data products catalog, and more . Qlik Talend Cloud can automate the design, creation and continuous update of data warehouses, lakehouses, and AI-ready data lakes on any cloud platform. It offers real-time or near-real-time data integration across heterogeneous environments, supporting critical workloads like fraud detection and AI inference. Qlik Talend Cloud has a scalable 'go-as-you-grow' approach, and supports multiple data integration patterns. Globally available on cloud infrastructure, this unified platform is designed to provide a trusted data foundation for AI and support various data integration needs across organizations of all sizes.

Average Rating: 4.6/5.0

Total Reviews: 13

How Do G2 Users Rate Qlik Talend Cloud?

  • Has the product been a good partner in doing business?: 9.8/10 (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 Qlik Talend Cloud?

  • Seller: Qlik
  • Year Founded: 1993
  • HQ Location: Radnor, PA
  • LinkedIn® Page: www.linkedin.com
    4,399 employees on LinkedIn®
  • Phone: 1 (888) 994-9854

Who Uses This Product?

  • Company Size: 46% Medium, 38% Small

What Do G2 Reviewers Say About Qlik Talend Cloud?

AI-generated summary from verified user reviews

Pros
  • Users value the seamless API integration of Qlik Talend Cloud, simplifying data ingestion without extra infrastructure.
  • Users love the automation capabilities of Qlik Talend Cloud, streamlining data ingestion without extra infrastructure setup.
  • Users value the ease of building data ingestion pipelines in Qlik Talend Cloud without needing extra infrastructure.
  • Users appreciate the ease of Data Ingestion with Qlik Talend Cloud, allowing seamless pipeline creation without extra infrastructure.
  • Users appreciate the ease of building data ingestion pipelines in Qlik Talend Cloud without extra infrastructure setup.

What Are Recent G2 Reviews of Qlik Talend Cloud?

Gathr.ai

Gathr.ai powers AI with complete data context for higher quality intelligence. With day-zero, high-fidelity data discourse, users can get data-backed answers to the ‘why’, ‘what-if’, and ‘how do I’ questions that drive business KPIs forward. This intelligence is delivered natively on top of the organization’s existing data estate — including data warehouses, databases, federated SQL engines, and operational systems. Leading businesses across industries also rely on Gathr.ai to build high-performance data pipelines, bespoke Data+AI solutions, and action-driven analytics experiences. Built for builders, Gathr.ai delivers agility, performance, and control. It snaps into the existing stack — integrating upstream and downstream systems with no extra plumbing. It gives developers starter-kit speed and full extension freedom.

Average Rating: 4.8/5.0

Total Reviews: 33

How Do G2 Users Rate Gathr.ai?

  • 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: 10.0/10 (Category avg: 8.6/10)
  • Data Joining: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind Gathr.ai?

  • Seller: Gathr.ai
  • Year Founded: 2022
  • HQ Location: Los Gatos, CA, US
  • LinkedIn® Page: www.linkedin.com
    46 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Associate Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 79% Medium, 21% Large

What Do G2 Reviewers Say About Gathr.ai?

AI-generated summary from verified user reviews

Pros
  • Users value the seamless integrations of Gathr.ai, enabling quick connections and streamlined data processing for analytics.
  • Users celebrate the user-friendly data management features of Gathr.ai, enabling quick insights and better data quality control.
  • Users appreciate the intuitive drag-and-drop interface of Gathr.ai, enabling quick and easy pipeline creation and integration.
  • Users appreciate the ease of use of Gathr.ai, making data processing quick and efficient with its intuitive interface.
  • Users love the easy integrations with Gathr.ai, enabling swift creation of complex data workflows and analytics.
Cons
  • Users note that access issues arise due to a lack of native connectors, complicating integration workflows.
  • Users report connection issues when configuring connectors for legacy systems, but support can offer timely solutions.
  • Users find the difficult setup of custom connectors a bit challenging, but it's not a major hindrance.
  • Users find the lack of real-time data hinders their ability to effectively monitor or improve pipeline performance.
  • Users find that performance optimization requires technical expertise and lacks visibility into real-time data transfer rates.

What Are Recent G2 Reviews of Gathr.ai?

Flatfile

Migrating data is one of the biggest barriers to onboarding customers quickly and successfully. This process is often complex and error-prone, causing delays and frustration that can negatively impact the customer experience. Don’t let customer data become a bottleneck for your business. Accelerate your data onboard and migrations with AI-powered data transformations. Our source-to-target mapping auto-magically converts complex data into your desired format. Easily collaborate with stakeholders on data decisions with granular access control, ensuring the right people manage the right data at the right time. With our fully customizable developer-first platform and event-driven architecture you can create complex workflows tailored specifically to your business needs. No more costly, service-heavy migrations. Migrate data efficiently and with confidence. Come see how we help the world’s best data migration and implementation teams migrate customer data seamlessly.

Average Rating: 4.6/5.0

Total Reviews: 31

How Do G2 Users Rate Flatfile?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)
  • Data Workflows: 9.2/10 (Category avg: 8.9/10)
  • Profiling and Classification: 8.9/10 (Category avg: 8.6/10)
  • Data Joining: 9.6/10 (Category avg: 8.9/10)

Who Is the Company Behind Flatfile?

  • Seller: Flatfile
  • Year Founded: 2018
  • HQ Location: Denver, Colorado
  • LinkedIn® Page: www.linkedin.com
    23 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 90% Small, 6% Medium

What Do G2 Reviewers Say About Flatfile?

AI-generated summary from verified user reviews

Pros
  • Users value the time efficiency of Flatfile, appreciating the saved effort in building functionalities independently.
  • Users note significant time savings with Flatfile by eliminating the need to develop similar functionality independently.
Cons
  • Users report unreliable error handling, often facing cryptic server errors that undermine their experience and product credibility.
  • Users report frequent error notifications and instability with Flatfile, impacting reliability and user experience significantly.
  • Users find limited customization in Flatfile, hindering their ability to tailor the experience to their needs.
  • Users find Flatfile's limited features inadequate, struggling with reliability and customizability in their workflows.
  • Users report limited functionality in Flatfile, citing frequent errors and lack of customizability that hinder usability.

What Are Recent G2 Reviews of Flatfile?

What Are G2 Users Discussing About Flatfile?

SAS Data Management

SAS Data Management is a comprehensive solution designed to transform raw data into a valuable business asset by improving, integrating, managing, and governing data across an organization. It enables users to access data from various sources, create rules, collaborate with teams, and manage metadata, thereby preparing data for analytics and informed decision-making. Key Features and Functionality: - Data Access and Integration: Seamlessly access data from diverse sources, including legacy systems and modern platforms like Hadoop, ensuring comprehensive data integration. - Data Quality and Cleansing: Utilize embedded tools to automatically identify and rectify data quality issues, reducing errors and inconsistencies. - Data Preparation: Prepare data for analytics and reporting in a self-service environment without the need for coding or IT assistance, enhancing productivity. - Data Governance: Implement consistent policies and processes to ensure data conforms to established standards and regulatory requirements. - Personal Data Protection: Identify and monitor personal data sources to comply with privacy regulations such as GDPR. - Data Federation and Stewardship: Simplify data integration complexities with a virtual data environment that delivers a complete data picture in a user-friendly format. Primary Value and Solutions Provided: SAS Data Management addresses the critical need for organizations to manage their data effectively, turning it into a strategic asset. By providing a unified platform for data access, integration, quality, governance, and master data management, it eliminates the need for multiple, overlapping tools. This consolidation leads to improved data accuracy, streamlined operations, and enhanced decision-making capabilities. Organizations can ensure that all internal and third-party data remains clean and well-managed, facilitating compliance with regulatory standards and enabling more efficient and effective business processes.

Average Rating: 4.1/5.0

Total Reviews: 97

How Do G2 Users Rate SAS Data Management?

  • Has the product been a good partner in doing business?: 8.1/10 (Category avg: 9.1/10)
  • Data Workflows: 9.8/10 (Category avg: 8.9/10)
  • Profiling and Classification: 9.6/10 (Category avg: 8.6/10)
  • Data Joining: 9.6/10 (Category avg: 8.9/10)

Who Is the Company Behind SAS Data Management?

  • Seller: SAS Institute
  • Year Founded: 1976
  • HQ Location: Cary, NC
  • LinkedIn® Page: www.linkedin.com
    15,122 employees on LinkedIn®
  • Phone: 1-800-727-0025

Who Uses This Product?

  • Top Industries: Higher Education, Research
  • Company Size: 51% Large, 26% Small

What Do G2 Reviewers Say About SAS Data Management?

AI-generated summary from verified user reviews

Pros
  • Users find SAS Data Management easy to use, enjoying its intuitive interface and supportive features for data preparation.
  • Users value the powerful analytics capabilities of SAS Data Management for data preparation and transformation tasks.
  • Users appreciate the robust data cleaning tools in SAS Data Management, ensuring accuracy and consistency in analytics projects.
  • Users value the robust data cleaning and standardization tools of SAS Data Quality, enhancing data accuracy and consistency.
  • Users value the strong data transformation capabilities of SAS Data Management, ensuring efficient and effective data manipulation.
Cons
  • Users find SAS Data Management to be expensive, which may limit access for smaller businesses with budget constraints.
  • Users find the interface difficult and not user-friendly, making navigation challenging for those less experienced with SAS.
  • Users find that the slow performance of SAS Data Management hampers efficiency when dealing with large and complex datasets.
  • Users find that the training required for SAS Data Management can be a barrier for less technical individuals.
  • Users find the complexity of SAS Data Management limits accessibility, requiring advanced statistics knowledge for effective use.

What Are Recent G2 Reviews of SAS Data Management?

What Are G2 Users Discussing About SAS Data Management?

Zoho DataPrep

Zoho DataPrep is an AI-powered ETL platform designed to move, prepare, and clean data for seamless data workflows — without writing code, managing multiple tools, or hiring a data engineering team. Most organizations juggle separate tools for data ingestion, cleaning, and delivery. DataPrep consolidates the entire data lifecycle into one platform: extract from 90+ sources, transform with 250+ no-code tools or Python Code Studio, and deliver to 30+ destinations including data warehouses and business applications. What makes DataPrep different: Ask Zia, the AI copilot powered by Zoho LLM, builds complete pipelines from natural language. Reverse ETL pushes enriched data back to CRMs and marketing tools automatically. Databridge connects on-prem databases behind firewalls for hybrid environments. MCP server support enables AI agents to control pipelines from tools like Claude and Cursor. The platform processes 25M+ rows per batch with incremental fetch, scheduled automation, version control, and auto-retry. ISO 27001, SOC2, HIPAA, and GDPR compliant with built-in PII detection and data masking. Free plan available. Row-based pricing with no per-destination fees.

Average Rating: 4.2/5.0

Total Reviews: 12

How Do G2 Users Rate Zoho DataPrep?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.1/10)
  • Data Workflows: 8.3/10 (Category avg: 8.9/10)
  • Profiling and Classification: 7.9/10 (Category avg: 8.6/10)
  • Data Joining: 8.1/10 (Category avg: 8.9/10)

Who Is the Company Behind Zoho DataPrep?

  • Seller: Zoho
  • Year Founded: 1996
  • HQ Location: Austin, TX
  • LinkedIn® Page: www.linkedin.com
    30,913 employees on LinkedIn®
  • Phone: +1 (888) 900-9646

Who Uses This Product?

  • Company Size: 67% Small, 25% Medium

What Are Recent G2 Reviews of Zoho DataPrep?

Alteryx Designer Cloud

Designer Cloud powered by Trifacta is part of the Alteryx Analytics Cloud platform. Designer Cloud democratizes data analytics across the organization with an open and interactive cloud platform for anyone who works with data to collaboratively profile, prepare, and pipeline data for analytics and machine learning. Organizations can connect to any data source, across all major cloud data platforms, and integrate Alteryx Analytics Cloud seamlessly into the existing data stack. Designer Cloud provides an interactive, visual user experience with AI/ML-based suggestions to guide users through the exploration and transformation of any dataset.

Average Rating: 4.4/5.0

Total Reviews: 151

How Do G2 Users Rate Alteryx Designer Cloud?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 9.1/10)
  • Data Workflows: 8.6/10 (Category avg: 8.9/10)
  • Profiling and Classification: 8.4/10 (Category avg: 8.6/10)
  • Data Joining: 8.8/10 (Category avg: 8.9/10)

Who Is the Company Behind Alteryx Designer Cloud?

  • Seller: Alteryx
  • Year Founded: 1997
  • HQ Location: Irvine, CA
  • LinkedIn® Page: www.linkedin.com
    2,312 employees on LinkedIn®
  • Ownership: Private
  • Phone: 714-516-2400

Who Uses This Product?

  • Top Industries: Information Technology and Services, Hospital & Health Care
  • Company Size: 35% Large, 35% Small

What Are Recent G2 Reviews of Alteryx Designer Cloud?

What Are G2 Users Discussing About Alteryx Designer Cloud?

Pecan

Pecan AI is a predictive analytics platform that helps business teams understand what’s likely to happen next, while there is still time to act. With Pecan’s Predictive AI Agent, teams can turn business questions into reliable predictions for use cases like customer churn, demand forecasting, and lifetime value, without relying on long, complex data science projects. The platform automatically handles data preparation, feature engineering, modeling, validation, and delivery, and provides transparent, explainable predictions that integrate into tools like Salesforce, HubSpot, Snowflake, and BI systems to drive real business outcomes.

Average Rating: 4.7/5.0

Total Reviews: 44

How Do G2 Users Rate Pecan?

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

Who Is the Company Behind Pecan?

  • Seller: Pecan.ai
  • Company Website:
  • Year Founded: 2018
  • HQ Location: US, Israel
  • LinkedIn® Page: www.linkedin.com
    89 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail, Computer Software
  • Company Size: 49% Medium, 21% Large

What Do G2 Reviewers Say About Pecan?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of Pecan, enabling quick model building without requiring deep expertise.
  • Users praise the excellent customer support from Pecan, which assists them effectively throughout their predictive modeling journey.
  • Users love the speed of development with Pecan, accelerating model deployment from months to weeks effortlessly.
  • Users value Pecan's effective problem-solving capabilities and exceptional support for leveraging data into actionable insights.
  • Users find Pecan's implementation ease exceptional, significantly accelerating model development with ample support and guidance.
Cons
  • Users face a learning difficulty that requires an intermediate understanding of SQL and data structures for effective use.
  • Users express a desire for deeper control over model selection and customization options in Pecan.
  • Users feel the limited features of Pecan restrict customization and control over model selection and optimization metrics.
  • Users face a steep learning curve with Pecan, particularly in grasping data structure and SQL requirements.
  • Users feel the limited customization restricts their ability to fine-tune models for specific use cases effectively.

What Are Recent G2 Reviews of Pecan?

Acodis

Acodis has been pioneering document data automation since its founding in 2016. Today, global industry leaders in Life Sciences use Acodis to accelerate to accelerate their go-to-market motions in Quality and Regulatory. By automating repetitive document-based processes, Acodis decreases manual workload, increases data quality and enables many automation, genAI, and analytical use-cases. For instance, Acodis can turn clinical studies and certificates of analysis into structured and validated data, or automate the review of Batch Record documents. The solutions are based on one configurable platform which can absorb diverse inputs (pdfs, scans, xls, etc.), turn these documents into machine-readable data and take specific actions (extracting values, checking signatures, checking process steps, etc.). Powered by proprietary machine learning algorithm (e.g. GxP suitable), the solution is made available in dedicated instances in a secure cloud setup. Acodis can process any document type in any language and seamlessly integrates with your systems. You can easily export your data from Acodis via API to feed and enhance your ERP, CRM, DMS, RIM system of choice, including a standard integration in Veeva.

Average Rating: 4.8/5.0

Total Reviews: 28

How Do G2 Users Rate Acodis?

  • Has the product been a good partner in doing business?: 9.9/10 (Category avg: 9.1/10)

Who Is the Company Behind Acodis?

  • Seller: Acodis
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Winterthur, CH
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®
  • Ownership: Private

Who Uses This Product?

  • Company Size: 45% Large, 31% Medium

What Do G2 Reviewers Say About Acodis?

AI-generated summary from verified user reviews

Pros
  • Users commend the exceptional customer support of Acodis, praising responsiveness, clear communication, and dedicated assistance.
  • Users appreciate the ease of use of Acodis, enjoying its user-friendly interface and quick results.
  • Users love the user-friendly software with fast implementation and excellent customer support, enhancing overall experience.
  • Users value Acodis for its efficient data extraction from unstructured sources and responsive support team assistance.
  • Users value the effective data extraction capabilities of Acodis, overcoming challenges with unstructured information effortlessly.
Cons
  • Users face challenges with OCR issues, particularly in processing tables and document categorization effectively.
  • Users experience technical issues with document allocation and structured data output, affecting workflow reliability and efficiency.
  • Users experience communication issues with Acodis, suggesting the need for more proactive engagement and clearer processes.
  • Users find the complexity of features in Acodis overwhelming, making initial use challenging.
  • Users face data inaccuracy issues with Acodis, hindering document allocation and structured data processing efficiency.

What Are Recent G2 Reviews of Acodis?

What Are G2 Users Discussing About Acodis?

OneSchema

OneSchema provides AI agents for data operations that automate data prep, driving efficiency and improving client project margins. By standardizing raw client files to your RFIs, OneSchema helps teams reach insights and deliver results faster.

Average Rating: 4.6/5.0

Total Reviews: 47

How Do G2 Users Rate OneSchema?

  • Has the product been a good partner in doing business?: 9.0/10 (Category avg: 9.1/10)
  • Data Workflows: 9.2/10 (Category avg: 8.9/10)
  • Profiling and Classification: 8.4/10 (Category avg: 8.6/10)
  • Data Joining: 8.8/10 (Category avg: 8.9/10)

Who Is the Company Behind OneSchema?

  • Seller: OneSchema
  • Year Founded: 2021
  • HQ Location: San Francisco, California
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 50% Small, 44% Medium

What Do G2 Reviewers Say About OneSchema?

AI-generated summary from verified user reviews

Pros
  • Users laud the quick and reliable support provided by OneSchema, enhancing their overall experience and satisfaction.
  • Users appreciate the responsive customer support of OneSchema, ensuring quick resolutions for all inquiries and issues.
  • Users value the customization options in OneSchema, enabling them to create tailored importers effortlessly.
  • Users appreciate the ease of use of OneSchema, highlighting its intuitive and customizable importer creation process.
  • Users appreciate the quick and reliable support from OneSchema, ensuring a smooth experience even with complex issues.
Cons
  • Users seek enhanced customization options for the importer to improve flexibility and user experience in OneSchema.
  • Users desire improvements in interface design, particularly for customization options and data transformation UX.
  • Users desire improved user experience, particularly in customization and data transformation processes for OneSchema.
  • Users desire improved UX and customization options for OneSchema to enhance data transformations and development efficiency.

What Are Recent G2 Reviews of OneSchema?

Plauti

For Salesforce and Dynamics 365 CE teams who want to run reports, automation, and AI on clean, current data, Plauti is a data quality platform that monitors, cleans, and prevents bad data, and makes the result actionable, without the data ever leaving the CRM. Every report, routing rule, campaign, and AI action runs on your CRM data, and that data decays every day. Duplicates and other bad data come in through forms, imports, integrations, and now AI itself. AI raises the stakes: agents act on the first duplicate they find and write more bad data back into your CRM at machine speed. Plauti covers the data quality lifecycle inside your CRM. Monitor shows the health of your data across every object and field, so everyone works from the same picture and can see where bad data comes from. Clean merges duplicates and clears legacy backlog at scale. Prevent blocks bad data at entry points such as manual entry, imports, and the API. Act puts clean data to work for the teams, systems, and AI that depend on it. Unlike bolt-on tools that export your data, or native features that stop at detection, Plauti runs entirely inside your CRM and gives you configurable, governed control across Salesforce and Dynamics 365 CE. It follows your rules and your logic, so the analytics, automation, and AI on top of it work from data that is ready for them. That is what makes CRM data AI-ready and business-ready.

Average Rating: 4.4/5.0

Total Reviews: 114

How Do G2 Users Rate Plauti?

  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 9.1/10)

Who Is the Company Behind Plauti?

  • Seller: Plauti
  • Company Website:
  • Year Founded: 2011
  • HQ Location: Arnhem, Netherlands
  • LinkedIn® Page: www.linkedin.com
    57 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Non-Profit Organization Management, Computer Software
  • Company Size: 56% Medium, 35% Small

What Do G2 Reviewers Say About Plauti?

AI-generated summary from verified user reviews

Pros
  • Users highlight the ease of use of Plauti, appreciating its straightforward tools and responsive support.
  • Users praise the easy implementation and customizable duplicate management features of Plauti, enhancing their Salesforce experience.
  • Users commend the exceptional customer support of Plauti for their helpfulness and quick response times.
  • Users value the excellent merging capabilities of Plauti, particularly for customizable duplicate management in Salesforce.
  • Users value the customizability of Plauti, enabling tailored solutions for managing duplicates effectively within Salesforce.
Cons
  • Users find the learning curve steep, as the configuration options can be intimidating and initially confusing.
  • Users find the complexity of options and configurations in Plauti overwhelming, making it challenging to apply criteria correctly.
  • Users report data management issues with Plauti, highlighting limitations in merge rules and excessive storage usage.
  • Users face challenges with data validation rules and record limits, complicating scalability and functionality.
  • Users find the limited functionality of Plauti challenging, especially with confusing matching rules and merging processes.

What Are Recent G2 Reviews of Plauti?

What Are G2 Users Discussing About Plauti?

Rapidminer Monarch

An industry leader with over 30 years of experience in data discovery and transformation, Rapidminer Monarch offers the fastest and easiest way to extract data from any source. Simple to construct workflows that require no coding enable users to collaborate as they transform difficult data such as PDFs spreadsheets, text files, as well as from big data and other structured sources, into rows and columns. Whether data is on premises or in the cloud, Rapidminer Monarch can automate preparation tasks for expedited results and deliver data you trust for smart business decision making. To learn more about Rapidminer Monarch or download a free version of its enterprise software, please click the links below.

Average Rating: 4.5/5.0

Total Reviews: 91

How Do G2 Users Rate Rapidminer Monarch?

  • Has the product been a good partner in doing business?: 8.4/10 (Category avg: 9.1/10)
  • Data Workflows: 9.2/10 (Category avg: 8.9/10)
  • Profiling and Classification: 9.0/10 (Category avg: 8.6/10)
  • Data Joining: 9.1/10 (Category avg: 8.9/10)

Who Is the Company Behind Rapidminer Monarch?

Who Uses This Product?

  • Top Industries: Financial Services, Hospital & Health Care
  • Company Size: 54% Large, 27% Medium

What Are Recent G2 Reviews of Rapidminer Monarch?

What Are G2 Users Discussing About Rapidminer Monarch?

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