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Top Rated Data Preparation Software with Data Mapping - Page 2

Last updated: April 2026

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60 software options

Hevo logo

No-code, data pipeline for advanced ETL, ELT and Reverse ETL

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Hevo is a no-code, bi-directional data pipeline technology designed specifically for advanced ETL, ELT, and Reverse ETL requirements.

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ClicData logo

The Modern Data Platform made for data people.

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ClicData is a modern data platform to build your data stack or enhance your existing one with powerful, integrated tools.

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Yellowfin logo

The Most Powerful Embedded Bl Platform

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Yellowfin’s single platform includes one of the broadest ranges of capabilities, spanning data preparation, reporting with scheduled distributions, visual exploration and augmented analytics.

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Tableau logo

Visual analytics platform for data exploration

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Tableau is a business intelligence and analytics platform that enables users to connect to databases, create data visualizations, and share insights. The platform offers deployment options including cloud-based, self-hosted, and desktop environments with drag-and-drop functionality for building interactive dashboards. It features AI-based analytics capabilities, integration with Salesforce CRM, and supports visual storytelling and collaboration across organizations.

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JMP logo

Statistical tools for data analysis and discovery

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JMP is statistical software designed for data exploration and analysis, primarily serving scientists and engineers. The platform includes tools for data preparation, statistical analysis, graphing, and visualization within a single interface. JMP offers capabilities for importing data from multiple sources, automating repeat analyses without coding requirements, and sharing analytical discoveries across organizations.

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Adverity logo

Integrated data platform for marketing analytics

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Adverity helps marketing and analyst teams improve performance and trust their data by automating data integration and governance.

• 600+ data connectors across marketing, advertising, sales and finance
• Unrivaled data transformations
• Automated data quality and management tools

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Logi Symphony logo

Analytics that work everywhere - including where your data a

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Transform your software with Logi Symphony's embedded analytics - the only platform delivering full AI capabilities on-premises.

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TARGIT Decision Suite logo

Cloud-based business intelligence and analytics software

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TARGIT offers built-in data preparation tools to cleanse, transform, and model data from multiple sources. Users can create data flows, join datasets, and define business logic to ensure accurate, analysis-ready data for dashboards and reports.

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Stata logo

Statistical software for data analysis

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Stata is an integrated statistical software for data analysis, visualization, and management across disciplines. It offers tools like linear and logistic regression, time-series, panel-data, survival models, causal inference, Bayesian analysis, and machine learning. Stata provides publication-quality graphics with customizable layouts and supports automated report generation, exporting to Word, Excel, PDF, and HTML formats.

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Kinective Bridge logo

API connectivity as a service for financial institutions.

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OmniConnect's API connectivity as a service is the quickest and most cost-effective way to securely connect a FinTech solution to any US-based financial institution. The platform support integration with various systems such as payments, point of sale (POS), lending, general ledger, deposits & more.

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SAS Studio logo

An interactive development environment with flow designers.

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SAS Studio is a rapid-application development platform that integrates data analysis, modeling, and visualization platforms. It offers powerful features to efficiently prepare and orchestrate your SAS code for better decisions across the business. SAS Studio gives users a rich library of prebuilt snippets and tasks to speed up analytical process. With these advanced tools, the effort of preprocessing, cleaning, and transforming data is reduced significantly, while promoting data consistency.

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SAS Viya logo

Cloud native AI and analytics platform

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SAS Viya is a cloud-native data and artificial intelligence platform designed to support analytics workflows across organizations. The platform features data management capabilities that provide access to multiple data sources with built-in governance and lineage tracking. It includes machine learning, statistical modeling, and data mining tools accessible through both visual and code-based interfaces, along with SAS Viya Copilot for AI-assisted tasks.

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Spotfire logo

Visual data science to make smart people smarter

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Spotfire is a visual data science solution, combining advanced analytics with industry-specific visualizations.

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Vantage logo

Web-based database and analytics tool for IoT enhancement

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Teradata Database allows individuals to break down and distribute complex analytics workloads to improve performance. Key features include access control, data dictionary & workload management, programming languages support, data storage & analysis, reporting, fallback protection, and more.

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TapClicks logo

A Unified Marketing Operations Platform Powered By Your Data

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TapClicks delivers a unified digital marketing services, reporting, and analytics platform built for marketing agencies, media agencies, and enterprises

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Oracle Analytics Cloud logo

Become analytics-driven to improve business decisions

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Oracle Analytics is the cloud platform for the entire analytics process. It securely ingests, models, prepares, enriches, and visualizes data, with embedded ML & natural language tech to increase productivity. Available on-prem, cloud, or hybrid, it offers flexible cloud paths.

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IBM Cognos Analytics logo

Business intelligence suite

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IBM Cognos is a suite of business intelligence and performance management software, that includes dashboards, reports, forecasting, visualization & automation.

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Infor OS logo

Modern business intelligence and analytics platform.

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Infor OS is a BI product that promises to enable a single view of data and eliminate data silos. Additionally, decentralized teams and individual users can augment this shared analytic fabric with their own local data, without compromising data governance. This consistency comes from a unified semantic layer, which maintains common definitions and key metrics, no matter where users sit. The platform can be deployed to a fully managed cloud or client managed cloud/on-premises.

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Datameer logo

Datameer Cloud: Your Data Transformation Solution

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Datameer Cloud simplifies data transformation for data engineers. Optimize analytics, job management, and data accessibility with ease.

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Experian Address Verification logo

Validate global addresses in real-time

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Experian Address Validation helps to improve account opening and checkout processes as well as order fulfilment and online conversion rates. Your business can maintain complete, accurate and contactable customer data in your database.

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Definitive Healthcare logo

Data analytics tool for biotech & pharmaceutical industries

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Definitive Healthcare is a data analytics software designed to help businesses analyze clinical and medical data. It enables professionals to categorize audiences, conduct patient analysis, and assess market trends based on technological installations, medical claims, patient demographics, and more.

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BaseCap Analytics logo
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Automated Data Quality Control and Data Validation,

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BaseCap Analytics offers an automated solution that helps businesses manage data quality and remediate data issues.

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Signals Clinical logo
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Clinical data workflow management system

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Signals Clinical streamlines clinical data workflows and reduces the time spent preparing data for analytics to enable the rapid delivery of clinical insights that inform clinical and operational study decisions. With a focus on optimizing efficiency and accelerating the generation of critical clinical insights, Signals Clinical is designed to empower researchers and clinicians to make informed decisions that drive progress in clinical development.

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Pyramid Decision Intelligence Platform logo
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Analytics at the speed of business

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Pyramid Decision Intelligence Platform provides fast and seamless access to data across all types of infrastructure. It works with existing data sources and delivers business insights that improve decision-making by delivering actionable recommendations.

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Dataflow logo
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AI-ready data platform for unified workflows

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Dataflow is a data platform that unifies development tools including Airflow, VS Code, and Jupyter notebooks for data engineering and AI/ML workflows. The platform features managed Python dependency environments, GPU-powered instances for machine learning workloads, and integrated tools for data exploration, ETL orchestration, and visualization. It supports one-click deployment to production and includes MLflow integration for model tracking.

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