getapp-logo

App comparison

Add up to 4 apps below to see how they compare. You can also use the "Compare" buttons while browsing.

Software categoriesBlog & researchAbout us

GetApp offers objective, independent research and verified user reviews. We may earn a referral fee when you visit a vendor through our links. 

Data Preparation Software with Reporting/Analytics (2026)

Last updated: January 2026

Verified reviewer profile picture
Get free expert advice+1 (888) 216-6745
Call now for a one-to-one consultation in under 15 mins.

Data Preparation Software Key Features

    Based on 316 user opinions, we identified 6 features that are important for any product in Data Preparation Software

  • Reporting/Analytics

    View and track pertinent metrics

    Average user rating

    4.6

  • Data Quality Control

    Establish guidelines about how much and what kind of data can be stored in the repository

    Average user rating

    4.4

  • Data Analysis Tools

    Analyze survey results via statistical testing or crosstabs directly within the software

    Average user rating

    4.7

  • Data Integration

    Combining data from different sources and providing a unified view

    Average user rating

    4.7

  • Data Mapping

    Track the management and flow of data throughout the organization

    Average user rating

    4.6

  • Data Extraction

    Automatically retrieve and pull information from documents, websites, images, data sets, and other sources

    Average user rating

    4.7
1 filter applied

Features

Integrated with

Pricing model

Devices supported

Organization types

User rating

96 software options

Logi Symphony logo

Logi Symphony

Analytics that work everywhere - including where your data a

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

Read more about Logi Symphony

Users also considered
Pyramid Decision Intelligence Platform logo

Pyramid Decision Intelligence Platform

(0)

Analytics at the speed of business

visit website
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.

Read more about Pyramid Decision Intelligence Platform

Users also considered
Zoho DataPrep logo

Zoho DataPrep

AI-powered no-code ETL Data Preparation platform

visit website
Zoho DataPrep automates data cleaning, transformation & enrichment with AI, drag-and-drop tools & 100+ connectors for analytics prep.

Read more about Zoho DataPrep

Users also considered
Tableau logo

Business intelligence & analytics

learn more
Tableau is the world’s leading AI-powered analytics and business intelligence platform. Learn More!

Read more about Tableau

Users also considered
MongoDB logo

Database management and application development software

learn more
AI demands adaptability. MongoDB offers flexible, scalable, AI-ready data solutions, eliminating friction and accelerating innovation.

Read more about MongoDB

Users also considered
Sisense logo

BI & dashboard software for multiple, large data sets

learn more
Sisense data & analytics platform makes it incredibly easy to mashup data from across your entire data landscape and transform it into powerful, actionable analytics applications that can be embedded anywhere. From startups to brands like GE, Nasdaq, & Philips, thousands of organizations use Sisense

Read more about Sisense

Users also considered
Zoho Analytics logo

Self-service BI and Analytics platform

learn more
Zoho Analytics is a self-service BI and analytics platform that helps users get new insights from their business data.

Read more about Zoho Analytics

Users also considered
Domo logo

The AI and Data Products Platform

learn more
Domo is a comprehensive AI and data platform that connects and prepares data from any source, enabling users to transform it into insights. It helps users automate workflows, predict trends, and provide answers directly from the source for data-driven decisions.

Read more about Domo

Users also considered
Phocas logo

Business intelligence, financial reporting & sales analytics

learn more
Phocas delivers cloud-based BI and FP&A solutions for mid-market distribution, manufacturing and retail businesses. Seamlessly integrating with ERP systems, it simplifies data analysis, streamlines financial planning, and empowers teams to uncover insights, forecast accurately, and drive growth.

Read more about Phocas

Users also considered
ClicData logo

The Modern Data Platform made for data people.

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

Read more about ClicData

Users also considered
Stata logo

Unlock insights with powerful data analysis.

learn more
Stata is a complete, integrated statistical software package for data science. It offers a broad suite of statistical features, publication-quality graphics, automated reporting, and Python integration for truly reproducible research. Stata is trusted, reliable, continuously updated, and easy to use, grow with, automate, and extend, making it a powerful tool for data analysis and visualization.

Read more about Stata

Users also considered
Alteryx Designer logo

The AI Platform for Enterprise Analytics

learn more
Alteryx enables the preparation, blending and analysis of data using repeatable workflows, facilitating a faster reporting of analytics for deeper BI insights

Read more about Alteryx Designer

Users also considered
Hevo logo

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

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

Read more about Hevo

Users also considered
BOARD logo

The Enterprise Planning Platform

learn more
Board is the Enterprise Planning Platform built to accelerate business performance and enable continuous planning with greater forecast accuracy to drive confident, aligned decisions.

Read more about BOARD

Users also considered
TapClicks logo

A Unified Marketing Operations Platform Powered By Your Data

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

Read more about TapClicks

Users also considered
Elastic Stack logo

Distributed search and analytics solution

learn more
Reliably and securely take data from any source, in any format, then search, analyze, and visualize it in real time.

Read more about Elastic Stack

Users also considered
IBM Cognos Analytics logo

Business intelligence suite

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

Read more about IBM Cognos Analytics

Users also considered
ActiveBatch logo

Workload automation and job scheduling orchestration tool

learn more
ActiveBatch is a workload automation and job scheduling software that helps businesses develop, optimize, and monitor IT operations, infrastructure, applications, and more. Features include change management, auto-remediation, alerts, a self-service portal, and role-based permissions.

Read more about ActiveBatch

Users also considered
Argos logo

Enterprise-level reporting tools for colleges & universities

learn more
Argos from Evisions is a cloud-based enterprise reporting tool developed by higher education experts, that enables college and university administrators to leverage departmental and institutional data in delivering real time insights visualized within chart-rich reports and interactive dashboards.

Read more about Argos

Users also considered
BroadPeak logo

Low Code Enterprise Integration & ETL

learn more
BroadPeak, certified by major global exchanges like ICE, CME, Trayport, B3, and Nodal, simplifies data flows across all your systems.

Read more about BroadPeak

Users also considered
JMP logo

Statistical Discovery.

learn more
The tool of choice for hundreds of thousands of scientists, engineers, and other data explorers worldwide.

Read more about JMP

Users also considered
Spotfire logo

Visual data science to make smart people smarter

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

Read more about Spotfire

Users also considered
datapine logo

Business Intelligence & Dashboards for KPI-Driven Companies

learn more
datapine enables data driven companies to explore, analyze, visualize and share their data in one central analytics platform, that offers smart data connectors, a wealth of advanced BI 4.0 features and dynamic, interactive business dashboards.

Read more about datapine

Users also considered
CleverMaps logo

Location Insights you can trust.

learn more
CleverMaps is a map-based analytics platform transforming how the world is using data to solve location-related problems. CleverMaps empowers people and organizations to make data-driven decisions based on the insights visualized in our intuitive and interactive analytical map.

Read more about CleverMaps

Users also considered
TARGIT Decision Suite logo

Cloud-based business intelligence and analytics software

learn more
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.

Read more about TARGIT Decision Suite

Users also considered