# Best Data Mining Software - 2026 Reviews & Pricing

> Find the best Data Mining Tools for your organization. Compare top Data Mining Tools with customer reviews, pricing, and free demos.

Source: https://www.softwareadvice.com/ca/bi/data-mining-comparison

---

[Home](https://www.softwareadvice.com/)

/

Data Mining Software

Software Advice offers objective insights based on verified user reviews and independent product and market research. When our advisors match you to a software provider, we may earn a referral fee.

# Best Data Mining Software of 2026

Updated July 6, 2026

On this page

1.  Popular Comparisons
2.  Buyers Guide
3.  Related Software

Filter products

73 results

### Compare Products

Showing 1 - 25 of 73 products

#### Company Size

-   Self-Employed
    
-   2-10
    
-   11-50
    
-   51-200
    
-   201-500
    
-   501-1000
    
-   1000+
    

#### Pricing Options

-   $$$$$
    
-   $$$$$
    
-   $$$$$
    
-   $$$$$
    
-   $$$$$
    

### Compare Products

Sort by

**Recommendations**: Sorts listings by the number of recommendations our advisors have made over the past 30 days. Our advisors assess buyers’ needs for free and only recommend products that meet buyers’ needs. Vendors pay Software Advice for these referrals.  
  
**Reviews**: Sorts listings by the number of user reviews we have published, greatest to least.  
  
**Average Rating**: Sorts listings by overall star rating based on user reviews, highest to lowest.  
  
**Alphabetically (A-Z)**: Sorts listings by product name from A to Z.

### Product: APISCRAPY

[APISCRAPY](https://www.softwareadvice.com/data-extraction/apiscrapy-profile/)

5.0

[(26)](https://www.softwareadvice.com/data-extraction/apiscrapy-profile/)

### Pricing availability

Free trial: Available

Free version: Available

Software Advice Summary

APISCRAPY is an AI-driven web scraping and automation platform that converts any web data into ready-to-use data API. The platform is capable to extract data from websites, process data, automate workflows, classify data, and integrate ready to consume data into database or deliver data in any desired format.  Our customers leverage APISCRAPY for building AI products and services, data labelling, data annotation, business intelligence, market research, price monitoring, data aggregation, lead generation, brand protection, robotic process automation and more.  Key Benefits:  > Converts any web & app data into ready-to-use data > AI-augmented & pre-built automation capabilities  > No setup & infrastructure cost and no coding > Pre-built data classification capabilities > Real-time or schedule data with intuitive dashboards  > Ready-built database integrations capabilities  > Outcome based pricing  Other Data Solutions from AIMLEAP: AI-Labeler: AI Augmented Annotation & Labeling Solution AI-Labeler is an AI-augmented data annotation platform that combines the power of artificial intelligence with in-person involvement to label, annotate and classify data, allowing faster development of robust and accurate models. AI-Data-Hub: On-demand Data for Building AI Products & Services  On-demand AI data hub for curated data, pre-annotated data, pre-classified data, and allowing enterprises to obtain easily and efficiently, and exploit high-quality data for training and developing AI models. API-KART: AI driven on-demand data API solution hub  API-KART is a data hub that allows businesses and developers to access and integrate large-volume data from various sources. It is a data solution hub for accessing data through APIs, allowing companies to leverage data, and integrate APIs into their systems and applications. PRICE-SCRAPY: AI Enabled Real-time Pricing Solution An AI and automation-driven price solution that provides real-time price monitoring, pricing analytics, and dynamic pricing for companies across the world.  About AIMLEAP AIMLEAP is an ISO 9001:2015 and ISO/IEC 27001:2013 certified global technology consulting and service provider offering AI-augmented Data Solutions, Data Engineering, Automation, IT Services, and Digital Marketing services. AIMLEAP has been recognized as a ‘Great Place to Work®’.   With special focus on AI and automation, we built quite a few AI & ML solutions, AI-driven web scraping solutions, AI-data Labeling, AI-Data-Hub, and Self-serving BI solutions. We started in 2012 and successfully delivered projects in IT & digital transformation, automation driven data solutions, on-demand data, and digital marketing for more than 750 fast-growing companies in the USA, Europe, New Zealand, Australia, Canada; and more.   An ISO 9001:2015 and ISO/IEC 27001:2013 certified  Served 750+ customers  11+ Years of industry experience  98% Client Retention  Great Place to Work® Certified  Global Delivery Centers in the USA, Canada, India & Australia   Locations: USA: 1-30235 14656  Canada: +1 4378 370 063  India: +91 810 527 1615  Australia: +61 402 576 615   Email: sales@aimleap.com To Visit APISCRAPY's Web Datastore Copy this URL & paste it into your browser:- www.apiscrapy.mydatastorefront.com... [Read more](https://www.softwareadvice.com/data-extraction/apiscrapy-profile/)

### Best rated features:

Reporting/Analytics

5.0

Data Transformation

5.0

Access Controls/Permissions

5.0

Email Address Extraction

5.0

[See all features](https://www.softwareadvice.com/data-extraction/apiscrapy-profile/#key-features)

### Basic

$25.00one time

[See full pricing details](https://www.softwareadvice.com/data-extraction/apiscrapy-profile/#pricing-and-plans)

### Product: Alteryx Designer

[Alteryx Designer](https://www.softwareadvice.com/bi/alteryx-profile/)

4.77

[(102)](https://www.softwareadvice.com/bi/alteryx-profile/reviews/)

Best for:Features

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

Alteryx Designer is a desktop-based self-service data profiling, preparation, blending, and analytics product used to create visual workflows or analytic processes through an intuitive drag-and-drop interface. In addition to dramatically reducing the time and resources required, Alteryx Designer delivers more accurate, transparent, and sophisticated results. You can use Alteryx Designer to connect to your data, profile it, prepare and blend it, run advanced analytics, create visualizations, package and output your work for others, and create analytic applications to enable others to self-serve. Visit Alteryx.com for more information, and to start your free trial.... [Read more](https://www.softwareadvice.com/bi/alteryx-profile/)

### Best rated features:

Query Builder

5.0

Storytelling

5.0

Modeling & Simulation

5.0

Profitability Analysis

5.0

### Worst rated features:

Visual Analytics

3.0

Data Visualization

3.5

Statistical Process Control

4.0

Self-service Analytics

4.0

[See all features](https://www.softwareadvice.com/bi/alteryx-profile/#key-features)

### Basic

Custom

Pricing available upon request

[See full pricing details](https://www.softwareadvice.com/bi/alteryx-profile/#pricing-and-plans)

### Product: Google Cloud

[Google Cloud](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/)

4.68

[(2300)](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/reviews/)

Best for:Mid-size businesses

### Pricing availability

Free trial: Available

Free version: Available

Software Advice Summary

Google Cloud is a suite of cloud computing services that allows businesses to build, deploy, and scale applications. The platform caters to a wide range of industries, such as retail, financial services, healthcare, media, telecommunications, gaming, manufacturing, supply chain, government, education, and automotive. At the core of Google Cloud is its technology through which businesses can build, deploy apps, and analyze data. The platform offers Gemini 20 and Google Agentspace. This includes AI agents, AI-enabled search, and NotebookLM for enterprises. Vertex AI is the fully managed AI platform enhanced by Gemini. It provides access to multiple foundation models. This empowers organizations to build and scale generative AI applications. Contact Center AI also delivers virtual agents and conversational AI products like Speech-to-Text to enhance customer service. Google Cloud's infrastructure includes Compute Engine. The platform features Google Kubernetes Engine and Cloud Run for automatically deploying, scaling, and managing containers. Cloud SQL is a fully-managed database service for MySQL, PostgreSQL, and SQL Server. AlloyDB for PostgreSQL allows enterprises to scale workloads and build generative AI apps. Businesses can also leverage BigQuery for analytics at scale, and Looker, a platform for BI data applications and embedded analytics. Featuring G-Suite and GCP, Google Cloud provides a set of solutions provides secure storage options, integrated data analytics products and computation options. With its G-Suite platform, users can establish team chats and collaborate on projects through productivity tools like Google Docs, Hangouts, Calendar and Drive. Also, G-Suite provides customization options for Gmail accounts of users. GCP data centers all around the globe consist of physical assets which include computers, hard drives and other virtual machines that help streamline distribution of resources, which provides redundancy in case of any failure or latency reduction. Providing Global, regional and zonal resources, GCP has managed to bring people into a serverless environment which has eliminated the need for any infrastructure.The AppEngine on GCP helps scale the system to automatically provide the required resources.... [Read more](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/)

### What users love

-   Robust and scalable data storage
-   User-friendly and intuitive interface
-   Comprehensive security and permissions

### To take in mind

-   Complex and unpredictable pricing
-   Steep learning curve for beginners
-   Limited and slow customer assistance

### Best rated features:

Pre-built Templates

5.0

Scheduling

5.0

Capacity Analytics

5.0

Reminders

5.0

### Worst rated features:

In-Database Processing

2.0

Release Management

3.0

Testing/QA Management

3.0

Offline Access

3.0

[See all features](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/#key-features)

### Free

Custom

Pricing available upon request

New customers get $300 in free credits to fully explore and conduct an assessment of Google Cloud. Users won’t be charged until they upgrade.... [Read more](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/#pricing-and-plans)

### Pay as You Go

Custom

Pricing available upon request

[See full pricing details](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/#pricing-and-plans)

### Product: Neural Designer

[Neural Designer](https://www.softwareadvice.com/deep-learning/neural-designer-profile/)

4.91

[(11)](https://www.softwareadvice.com/deep-learning/neural-designer-profile/)

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

Neural Designer is a user-friendly app for data science and machine learning. It allows you to build AI-powered applications without coding or building block diagrams. Its graphical interface eliminates the need for coding and complex algorithms, allowing users to focus on their applications. In addition, the software offers powerful features like intuitive model construction, instant result visualization, optimized algorithms for superior performance, and seamless integration with other tools. With Neural Designer, businesses can harness the benefits of machine learning, from optimizing performance and preventing churn to driving innovation. It is programmed in C++, offering excellent memory management to import big data sets and CPU and GPU optimization for faster calculations. There are extensive tutorials and solved examples to learn how it works efficiently. Furthermore, Neural Designer offers flexible licensing options and commercial support, making it a versatile and advantageous solution for businesses of all sizes.... [Read more](https://www.softwareadvice.com/deep-learning/neural-designer-profile/)

### Best rated features:

Predictive Analytics

5.0

Data Visualization

5.0

Reporting & Statistics

5.0

Data Import/Export

5.0

### Worst rated features:

Data Connectors

4.0

Data Discovery

4.0

[See all features](https://www.softwareadvice.com/deep-learning/neural-designer-profile/#key-features)

### Basic

$2,495.00/year

[See full pricing details](https://www.softwareadvice.com/deep-learning/neural-designer-profile/#pricing-and-plans)

### Product: Altair Monarch

[Altair Monarch](https://www.softwareadvice.com/bi/datawatch-desktop-profile/)

4.62

[(21)](https://www.softwareadvice.com/bi/datawatch-desktop-profile/reviews/)

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

Altair Monarch is a self-service, web-based data preparation solution that helps businesses extract data from reports such as HTML, PDF and XPS. The platform can access data from customer lists, sales reports, logs, inventories, invoices, and more. Monarch allows users to connect all major databases and extract data from web pages or multi-structured sources automatically. The platform features fuzzy matching and analysis to combine disparate data by wrangling and blending it. Monarch enables users to transform unstructured data into rows and columns leveraging click-based interface and pre-built functions. Primary features of the solution comprise unmatched report trapping, automated repeatable work, lineage and change history, BI integration, and no-scripting functionality. Monarch lets users save parsed data in the tabular format which can later be enhanced by filters, summaries, external data sources and sorts. Data can be visualized with BI tools including Excel, Tableau, and Qlik.... [Read more](https://www.softwareadvice.com/bi/datawatch-desktop-profile/)

### Best rated features:

Web Data Extraction

5.0

Data Visualization

5.0

API

5.0

Reporting/Analytics

4.0

[See all features](https://www.softwareadvice.com/bi/datawatch-desktop-profile/#key-features)

### Basic

$0.01

[See full pricing details](https://www.softwareadvice.com/bi/datawatch-desktop-profile/#pricing-and-plans)

### Product: Wolfram Mathematica

[Wolfram Mathematica](https://www.softwareadvice.com/sales-forecasting/wolfram-mathematica-profile/)

4.62

[(169)](https://www.softwareadvice.com/sales-forecasting/wolfram-mathematica-profile/reviews/)

Best for:Value for money

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

Wolfram Mathematica is a technical computing solution that provides businesses of all sizes with tools for image processing, data visualization and theoretic experiments. The notebook interface enables users to organize documents including texts, runnable codes, dynamic graphics and more. Wolfram Mathematica allows businesses to visualize statistical, financial or geographic information in chart formats such as bar, pie, bubble, sector, histogram and more. It lets users conduct statistical analysis through data smoothing, hypothesis tests, cluster analysis, random sampling and other methodologies. Additionally, the image processing module enables users to create, import and manipulate image properties including brightness, color, alignment and segmentation. Wolfram Mathematica comes with an application programming interface, which lets businesses integrate the system with several third-party solutions. It is available on monthly and annual subscriptions. Support is extended via live chat, phone, documentation and other online measures... [Read more](https://www.softwareadvice.com/sales-forecasting/wolfram-mathematica-profile/)

### Best rated features:

Dashboard

5.0

Neural Network Modeling

5.0

Data Visualization

4.7

Visual Analytics

4.6

### Worst rated features:

Ad hoc Reporting

3.7

Customizable Dashboard

3.8

Self-paced Learning

4.0

[See all features](https://www.softwareadvice.com/sales-forecasting/wolfram-mathematica-profile/#key-features)

### Basic

$335.00one time

[See full pricing details](https://www.softwareadvice.com/sales-forecasting/wolfram-mathematica-profile/#pricing-and-plans)

### Product: Lucidworks Fusion

[Lucidworks Fusion](https://www.softwareadvice.com/bi/lucidworks-fusion-profile/)

4.0

[(1)](https://www.softwareadvice.com/bi/lucidworks-fusion-profile/)

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

Lucidworks Fusion is a cloud-based solution designed to help IT teams manage data discovery through natural language processing (NLP), query intent classification, information clustering and ranking algorithms. Key features include contextual search, visual analytics, predictive modeling, full-text search and indexing. Businesses using Lucidworks Fusion can utilize artificial intelligence (AI) to understand the intent of phrases or sentences through topic classification, profanity filtering, entity/sentiment detection and more. With the head/tail query rewriting module, the application automatically generates synonyms by analyzing the most common as well as infrequent queries. Additionally, teams can use training data as per past outcomes and searches to manage autocomplete, query pipeline routing, type-ahead and query parsing. Lucidworks Fusion comes with a Learning to Rank algorithm, which extracts numerous tags, such as document categories, product names and titles in order to determine relevant scores in real-time. It extends support via documentation, phone and other online measures.... [Read more](https://www.softwareadvice.com/bi/lucidworks-fusion-profile/)

### Product: Centralpoint

[Centralpoint](https://www.softwareadvice.com/crm/centralpoint-profile/)

4.56

[(9)](https://www.softwareadvice.com/crm/centralpoint-profile/)

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

Centralpoint, by Oxcyon, featured in Gartner's Magic Quadrant for Digital Experience Platforms and by 451 Research, is a Microsoft-based platform that installs on-premise, in the cloud, or hybrid. It is an N-Tiered, highly scalable, roles-based solution used by Ericsson, Samsung, the US Congress, FedEx, the City of Tallahassee, Tacoma, and many others — as enterprise-grade intranets and as private, secure login portals for employees, partners, and clients. Centralpoint has evolved with its clients. For years it has aggregated disparate structured and unstructured data automatically via scheduled Data Transfer routines, enriching metadata and powering federated, roles-based search, portals, and reporting. Today it integrates that same governed data with AI — agnostically across OpenAI, Anthropic, and Gemini — for a full solution set, building a hybrid index (semantic, natural-language, and lexical) and redacting sensitive data before any model sees it, with full audit logging. The message is simple: aggregate, transform, and modernize your data for ADA compliance, records retention, and enhanced search — with out-of-the-box AI integration using any LLM of your choice. For qualified opportunities, Oxcyon will build a live, functional proof-of-principle on your own data prior to engagement... free of charge.... [Read more](https://www.softwareadvice.com/crm/centralpoint-profile/)

### Best rated features:

Data Import/Export

5.0

Mobile Access

4.0

Electronic Signature

4.0

Web Forms

3.0

[See all features](https://www.softwareadvice.com/crm/centralpoint-profile/#key-features)

### Basic

$500.00/month

[See full pricing details](https://www.softwareadvice.com/crm/centralpoint-profile/#pricing-and-plans)

### Product: JMP

[JMP](https://www.softwareadvice.com/bi/jmp-profile/)

4.55

[(53)](https://www.softwareadvice.com/bi/jmp-profile/reviews/)

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

JMP is an on-premise data analytics solution that helps scientists, engineers and data explorers understand complex data relationships and visualize them via interactive dashboards. The data acquisition and cleanup functionalities allow users to import data from Open Database Connectivity (ODBC) compliant databases and screen data for outliers, entry errors and missing values, among other inconsistencies. JMP enables data explorers to utilize what-if scenarios and reliability analysis to depict patterns, gain insights into product performance and address design vulnerabilities. It lets users design all experiments based on current problems, budgets and available timing. Additionally, leaders can conduct consumer and market research via data mining, survey analysis, choice experiments and more. JMP allows organizations to use third-party analytics tools, such as SAS, MATLAB, R and Python. It is available on a perpetual license and support is extended via email, discussion forum, documentation and FAQs.... [Read more](https://www.softwareadvice.com/bi/jmp-profile/)

### Best rated features:

Reporting & Statistics

5.0

Data Import/Export

5.0

Data Analysis Tools

5.0

Performance Metrics

5.0

### Worst rated features:

Statistical Simulation

1.0

Association Discovery

2.5

KPI Monitoring

3.0

[See all features](https://www.softwareadvice.com/bi/jmp-profile/#key-features)

### Basic

$1,390.00/year

Bulk discounts available

### JMP Pro

$8,820.00/year

Bulk discounts available

### JMP Clinical

$8,820.00/year

Bulk discounts available

[See full pricing details](https://www.softwareadvice.com/bi/jmp-profile/#pricing-and-plans)

### Product: IntelliFront BI

[IntelliFront BI](https://www.softwareadvice.com/bi/intellifront-profile/)

4.0

[(5)](https://www.softwareadvice.com/bi/intellifront-profile/)

### Pricing availability

Free trial: Available

Free version: Available

Software Advice Summary

IntelliFront BI by ChistianStevens Software allows businesses to view multiple data sets in one place. The system offers real-time dashboards with on-demand reporting. Users have access to business process automation, report scheduling, and data-driven subscriptions. Other functionality includes Online Analytical Processing (OLAP), a standalone query and report writer, exact transform and load (ETL) capabilities, automated report scheduling, and business process automation. The platform is deployed on cloud or on-premise and is compatible with Mac and Windows operating systems. IntelliFront BI provides users the ability to choose output formats, report destinations and create custom action types. IntelliFront BI allows end users to export up to four reports simultaneously while keeping a copy of every report that is exported. Users can tailor the suite to their business’ specific needs. The user manager area allows admin to create, edit and delete profiles of new users. Admin can associate the new user with a group and grant him group privileges. Support is provided via an online forum and email.... [Read more](https://www.softwareadvice.com/bi/intellifront-profile/)

### Basic

$11,990.00/year

[See full pricing details](https://www.softwareadvice.com/bi/intellifront-profile/#pricing-and-plans)

### Product: Statgraphics Centurion

[Statgraphics Centurion](https://www.softwareadvice.com/bi/statgraphics-profile/)

4.49

[(35)](https://www.softwareadvice.com/bi/statgraphics-profile/reviews/)

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

Statgraphics is a business intelligence (BI) solution that helps enterprises utilize collected information to facilitate data visualization, modeling and predictive analysis. It provides professionals with interfaces for text mining, classification and regression trees, multidimensional scaling and seasonal adjustment of time series data. Statgraphics allows businesses to construct demographic maps from SHP files and display data using dynamic population pyramids, heat maps, donut charts, time series baseline plots and more. Developers can perform equivalence/noninferiority testing and streamline statistical control processes (SPC) through Bayesian estimation and control charts. Additionally, other features include orthogonal regression, trivariate density plots, normality tests, email alerts, sample generation and forecasting. The product is available on an annual and one-time license basis. Support is extended via documentation, phone, email and other online measures.... [Read more](https://www.softwareadvice.com/bi/statgraphics-profile/)

### Best rated features:

Statistical Analysis

5.0

[See all features](https://www.softwareadvice.com/bi/statgraphics-profile/#key-features)

### Corporate Annual License

$990.00one time

Monolingual to multilingual

### Research Annual License

$742.50one time

Monolingual to multilingual

### Academic Annual License

$495.00one time

Monolingual to multilingual

[See full pricing details](https://www.softwareadvice.com/bi/statgraphics-profile/#pricing-and-plans)

### Product: import.io

[import.io](https://www.softwareadvice.com/business-performance-managemen/import-profile/)

4.14

[(14)](https://www.softwareadvice.com/business-performance-managemen/import-profile/)

### Pricing availability

Free trial: Available

Free version: Available

Software Advice Summary

Import.io enables businesses from SMB to enterprise to automate website data extraction from any web page. The solution provides teams like IT, market research, data scientists, marketing, and business intelligence/competitive intelligence with timely, high-quality data sets. Import.io’s Web Data Integration treats the entire web data lifecycle as a single integrated process where extraction, preparation, integration and analysis can occur in a single environment, providing more data quality and control. Data collected can be viewed and structured, cleansed and organized, visualized and analyzed all within the platform. The data collected can be prepared within the platform then integrated into other systems or processes. By simply entering a URL, Import.io identifies information from a web page and transforms the page content into a structured format. The platform can collect images, data from lists, nested categories, hidden content and follow pagination structures like get more, next or infinitive scrolling to ensure all data is gathered. Available as a SaaS or DaaS offering, Import.io serves both individuals or team effort, as well as the large-scale managed data service need for those who just want the data. Pricing for the SaaS offering is per month, or per year. Phone and online support are available.... [Read more](https://www.softwareadvice.com/business-performance-managemen/import-profile/)

### Best rated features:

Data Extraction

5.0

API

5.0

Alerts/Notifications

4.0

Data Transformation

4.0

[See all features](https://www.softwareadvice.com/business-performance-managemen/import-profile/#key-features)

### Basic

$299.00/month

[See full pricing details](https://www.softwareadvice.com/business-performance-managemen/import-profile/#pricing-and-plans)

### Product: Altair AI Studio

[Altair AI Studio](https://www.softwareadvice.com/bi/rapidminer-profile/)

4.39

[(23)](https://www.softwareadvice.com/bi/rapidminer-profile/reviews/)

### Pricing availability

Free trial: Available

Free version: Available

Software Advice Summary

RapidMiner is a cloud-based and on-premise data science solution, which helps small to large organizations access, load and analyze structured and unstructured data. Key features include process automation, model validation, data connection, and blending. The application comes with a visual drag-and-drop tool and machine learning library, which enables developers to create and deploy predictive models. Programmers can use the data cleansing functionality to visualize the performance/stability of datasets and remove low-quality data. Additionally, the solution helps users identify data problems such as correlations, missing values and more. RapidMiner includes a scoring feature which allows analysts to detect manufacturing defects in models and measure financial risks. The solution is available on an annual subscription and support is provided via phone, email, chat and documentation.... [Read more](https://www.softwareadvice.com/bi/rapidminer-profile/)

### Basic

Custom

Pricing available upon request

[See full pricing details](https://www.softwareadvice.com/bi/rapidminer-profile/#pricing-and-plans)

### Product: Sisense

[Sisense](https://www.softwareadvice.com/product/119281-Sisense/)

4.52

[(378)](https://www.softwareadvice.com/product/119281-Sisense/reviews/)

Best for:Customer support

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

SiSense offers a full suite of BI applications, as well as standalone data and text mining with innovative analytics tools that can be used by any type of user. A great solution to manage and support your business data.... [Read more](https://www.softwareadvice.com/product/119281-Sisense/)

### Best rated features:

Scheduled/Automated Reports

5.0

Scorecards

5.0

Query Builder

5.0

Ad hoc Query

5.0

### Worst rated features:

Self-service Analytics

2.0

Key Performance Indicators

3.0

Collaboration Tools

3.0

ETL

3.0

[See all features](https://www.softwareadvice.com/product/119281-Sisense/#key-features)

### Plan

Custom

Pricing available upon request

Pricing not available

[See full pricing details](https://www.softwareadvice.com/product/119281-Sisense/#pricing-and-plans)

### Product: IBM SPSS Statistics

[IBM SPSS Statistics](https://www.softwareadvice.com/bi/ibm-spss-statistics-profile/)

4.52

[(644)](https://www.softwareadvice.com/bi/ibm-spss-statistics-profile/reviews/)

Best for:Mid-size businesses

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

IBM SPSS Statistics is a cloud-based data analysis engine that helps individuals and enterprises by providing statistical foresight to improve efficiency across the business. Designed for businesses of all sizes, it offers solutions including fraud mitigation, risk management and enterprise data offloading. IBM SPSS Statistics enables optimization of hiring processes through big data and machine-learning algorithms. Its database management module allows users to scale transaction processes and store information as structured and unstructured data. It provides additional services such as business intelligence, predictive analytics and financial performance oversight. IBM SPSS Statistics provides data governance and enables businesses to build integration tools to replicate information. Further, Its SPSS modeler module helps users to manage complete data science cycle. Support is extended via phone, email and documentation and pricing is available on request.... [Read more](https://www.softwareadvice.com/bi/ibm-spss-statistics-profile/)

### What users love

-   Comprehensive data analysis capabilities
-   Robust statistical analysis functions
-   Essential tool for researchers

### To take in mind

-   Complexity hinders user experience
-   Steep learning curve for beginners
-   Outdated and unintuitive interface

### Best rated features:

Data Connectors

5.0

Bayesian Analysis

5.0

Storytelling

5.0

Ad hoc Query

5.0

### Worst rated features:

Forecasting

2.0

SSL Security

3.0

What-if Analysis

3.0

Data Clustering

3.0

[See all features](https://www.softwareadvice.com/bi/ibm-spss-statistics-profile/#key-features)

### Basic

$99.00

[See full pricing details](https://www.softwareadvice.com/bi/ibm-spss-statistics-profile/#pricing-and-plans)

### Product: HyperSense AI

[HyperSense AI](https://www.softwareadvice.com/machine-learning/hypersense-ai-studio-profile/)

### Pricing availability

Free trial: Not available

Free version: Not available

Software Advice Summary

Hypersense AI Studio is a no-code AI platform that can build and deploy machine learning models in minutes. HyperSense helps businesses thrive in a hyper-connected world by using data and analytics to sense change and respond effectively. HyperSense is an AI Orchestration platform that spruce up business intelligence with actionable insights, driven by AI To empower companies with a competitive advantage that comes from having a single source of truth across all functions, Subex has launched a cloud-native and SaaS-based platform that democratizes AI across the entire data value chain and delivers elasticity, agility, and scalability.... [Read more](https://www.softwareadvice.com/machine-learning/hypersense-ai-studio-profile/)

### Product: Grepsr

[Grepsr](https://www.softwareadvice.com/data-management-platforms/grepsr-profile/)

4.75

[(85)](https://www.softwareadvice.com/data-management-platforms/grepsr-profile/reviews/)

### Pricing availability

Free trial: Not available

Free version: Not available

Software Advice Summary

𝗚𝗿𝗲𝗽𝘀𝗿 𝗲𝗺𝗽𝗼𝘄𝗲𝗿𝘀 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀𝗲𝘀 𝘄𝗶𝘁𝗵 𝗿𝗲𝗹𝗶𝗮𝗯𝗹𝗲, 𝗮𝗰𝗰𝘂𝗿𝗮𝘁𝗲, 𝗮𝗻𝗱 𝗮𝗰𝘁𝗶𝗼𝗻𝗮𝗯𝗹𝗲 𝘄𝗲𝗯 𝗱𝗮𝘁𝗮. First, we'll discuss the specifics of your data needs and the KPIs you would like to have in order to ensure successful project execution. We will then set up crawlers tailored to your specifications, and extract a sample dataset for you to examine before we move to a full scale crawl. Once you've approved the sample data, we will start scaling and performing the full run, and deliver the data in the agreed timeframe. We understand how crucial data is to your success, and we know how to get it. 𝐅𝐚𝐢𝐫 𝐏𝐫𝐢𝐜𝐢𝐧𝐠: For any project request, we quote a fair rate after our engineers have analyzed the source websites. Every subscription plan includes access to features in our data extraction platform to help you automate crawl runs and delivery integrations, monitor data quality, and do much more! 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 𝐓𝐡𝐫𝐨𝐮𝐠𝐡 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞: With more than a decade of experience, our engineers are seasoned pros in delivering the most reliable and complete data despite the challenges and obstacles many websites place on our crawlers. 𝐄𝐚𝐬𝐢𝐥𝐲 𝐂𝐮𝐬𝐭𝐨𝐦𝐢𝐳𝐞𝐝: Each of our data crawlers are built based on individual requests, and are therefore easily customizable if anything changes. 𝐑𝐞𝐬𝐩𝐨𝐧𝐬𝐢𝐛𝐥𝐞 𝐚𝐧𝐝 𝐂𝐨𝐧𝐟𝐢𝐝𝐞𝐧𝐭𝐢𝐚𝐥: We take necessary precautions to comply with the target website's ToS and ascertain the smooth running of their platform. From setup to day-to-day maintenance of your data sources and filters — all taken care of on your behalf!... [Read more](https://www.softwareadvice.com/data-management-platforms/grepsr-profile/)

### Best rated features:

Image Extraction

5.0

Phone Number Extraction

5.0

Auto Extraction

5.0

User Management

5.0

### Worst rated features:

AI/Machine Learning

3.0

Trend Analysis

3.0

Reporting & Statistics

3.5

Monitoring

4.0

[See all features](https://www.softwareadvice.com/data-management-platforms/grepsr-profile/#key-features)

### Product: Octoparse

[Octoparse](https://www.softwareadvice.com/bi/octoparse-profile/)

4.66

[(106)](https://www.softwareadvice.com/bi/octoparse-profile/reviews/)

Best for:Ease of use

### Pricing availability

Free trial: Available

Free version: Available

Software Advice Summary

Octoparse is a leading web scraping tool that empowers users to easily extract data from any website without coding. 🌱Key Features: 💛Built-in Free Templates💛 - Utilize our pre-built templates for popular websites to quickly start extracting data without the need to create custom workflows from scratch. 💛Anti-blocking Measures💛 - Proxies and IP Rotation: Automatically switch between multiple IP addresses to avoid detection and blocking. - Login and CAPTCHAs: Bypass login requirements and CAPTCHAs with ease, ensuring uninterrupted data extraction. - User Agents: Mimic different browsers and devices to stay under the radar while scraping. 💛24/7 Cloud Extraction and API Access💛 - Perform data extraction tasks around the clock with our robust cloud-based service, eliminating the need for local resources. - Access your extracted data via API for seamless integration with your applications and workflows. 💛24/7 Support💛 - Get assistance whenever you need it with our round-the-clock support via chat, email, and video. Our dedicated support team is always ready to help you resolve any issues and optimize your scraping tasks. 💛Task Scheduling💛 - Schedule your scraping tasks to run automatically at specified intervals, ensuring you always have up-to-date data without manual intervention. 💛Flexible Data Export Options💛 - Export your scraped data to various formats, including Database, Google Sheets, Excel, JSON, HTML, XML, and CSV, making it easy to integrate with your existing systems and workflows. 💛Customer Review Analysis (VOC)💛 - Leverage Octoparse for voice-of-customer (VOC) analysis by extracting and analyzing customer reviews, gaining valuable insights to drive business decisions. 💛Robotic Process Automation (RPA)💛 - Enhance your automation capabilities with Octoparse’s RPA features, enabling you to automate repetitive tasks beyond data extraction. 💛Free Plan Available💛 - Start scraping with our free plan, offering essential features to get you started on your data extraction journey without any upfront cost. Octoparse is your ultimate solution for efficient, reliable, and versatile web scraping. Whether you’re a data analyst, marketer, researcher, or developer, Octoparse has the tools you need to unlock the full potential of web data. Try Octoparse today and experience the difference in data extraction efficiency and reliability.... [Read more](https://www.softwareadvice.com/bi/octoparse-profile/)

### Best rated features:

Integration Management

5.0

Data Aggregation and Publishing

5.0

Data Storage Management

5.0

Scheduling

5.0

### Worst rated features:

Email Address Extraction

3.0

[See all features](https://www.softwareadvice.com/bi/octoparse-profile/#key-features)

### Free

$0.00/month

😆10 tasks 😆Run tasks on local devices 😆Up to 10K data rows per export 😆Unlimited pages per run

### Standard

$69.00/year

All features in Free, plus: ⭐️100 tasks ⭐️Run tasks with up to 6 concurrent cloud processes ⭐️IP rotation ⭐️Local boost mode ⭐️100+ preset task templates ⭐️IP proxies ⭐️CAPTCHA solving ⭐️Image & file download ⭐️Automatic export ⭐️Task scheduling ⭐️API access ⭐️Standard support... [Read more](https://www.softwareadvice.com/bi/octoparse-profile/#pricing-and-plans)

### Professional

$249.00/year

All features in Standard, plus: ⭐️250 tasksquestion ⭐️Up to 20 concurrent cloud processes ⭐️Advanced APIquestion ⭐️Auto backup data to cloudquestion ⭐️Priority support ⭐️Task review & 1-on-1 training... [Read more](https://www.softwareadvice.com/bi/octoparse-profile/#pricing-and-plans)

[See full pricing details](https://www.softwareadvice.com/bi/octoparse-profile/#pricing-and-plans)

### Product: WebAutomation

[WebAutomation](https://www.softwareadvice.com/data-extraction/webautomation-profile/)

4.83

[(24)](https://www.softwareadvice.com/data-extraction/webautomation-profile/)

### Pricing availability

Free trial: Available

Free version: Available

Software Advice Summary

WebAutomation takes the time, cost and effort out of gathering data from the web. Our marketplace is home to hundreds of extractors that convert websites into spreadsheets or APIs in minutes with just a few clicks. What’s more, we maintain these extractors so you don’t have to worry about hiring developers to build them for you. This lets you focus on using your data to support your business goals.... [Read more](https://www.softwareadvice.com/data-extraction/webautomation-profile/)

### Best rated features:

Email Address Extraction

5.0

Image Extraction

5.0

API

5.0

Data Aggregation and Publishing

5.0

[See all features](https://www.softwareadvice.com/data-extraction/webautomation-profile/#key-features)

### Free

$0.00

### Starter

$39.00/month

Add-on (Concierge extractor builder) price starts from $49.

### Project

$99.00/month

Add-on (Concierge extractor builder) price starts from $49.

[See full pricing details](https://www.softwareadvice.com/data-extraction/webautomation-profile/#pricing-and-plans)

### Product: Hermix

[Hermix](https://www.softwareadvice.com/sales-forecasting/hermix-profile/)

4.72

[(99)](https://www.softwareadvice.com/sales-forecasting/hermix-profile/reviews/)

### Pricing availability

Free trial: Available

Free version: Available

Software Advice Summary

Hermix helps companies win public contracts, through AI-driven tender monitoring, analysis, and real-time market intelligence. We work with Capgemini, Atos, Publicis-Sapient, Fujitsu, Indra, Accenture, Unisys, Technopolis, Cegeka, Cancom, OTE, Kyndryl, Tata etc. We cover the entire Europe, including Belgium, Luxembourg, Netherlands, Norway, Germany, UK, France, Spain, Portugal, Italy, Greece, Romania, Poland, Czechia etc. What you can do: - Monitor public tenders across Europe, with tailored alerts - Summarize complex tender documents instantly with AI - Qualify opportunities based on budgets, buyers, competition, and past awards - Gain deep market intelligence: understand who buys, who wins, what, when, where, and how - Use segmentation, forecasting, and drill-downs via our governmentgraphics engine - See detailed partner and competitor profiles - Adopt a faster, clearer, and more strategic B2G sales process All powered by AI, built for sales and bid teams, and tested against the challenges of public procurement. The Public Sector Opportunity: - 53% of the EU’s GDP is public spending. - €2 trillion in public procurement across the EU. - €14 trillion worldwide. Many companies still rely on Excel to track tenders, with insights buried in PDFs, leading sales teams to spend hours on unqualified opportunities. We built Hermix to change that. What Changes for Your Team: - Save time with clean, automated workflows. - Win more with better-qualified tenders. - Achieve proposal success rates of 60–70%. - Enhance delivery quality with better partners and data. - Establish predictable public sector sales at scale. Our partners: University of Luxembourg, KU Leuven, University of Bucharest, EuropIA. We are part of Microsoft, Amazon AWS, and Nvidia programmes for cloud and AI. Need help? Reach us via chat, email, phone, social media, or WhatsApp. Follow us and bring B2G into the 21st century.... [Read more](https://www.softwareadvice.com/sales-forecasting/hermix-profile/)

### Best rated features:

Role-Based Permissions

5.0

Ad hoc Reporting

5.0

Trend Analysis

4.8

Alerts/Notifications

4.7

### Worst rated features:

Visual Discovery

4.0

[See all features](https://www.softwareadvice.com/sales-forecasting/hermix-profile/#key-features)

### Starter

€160.00/month

Get instant access to public sector sales intelligence. Search tenders, monitor updates, and run commercial & competitive analysis in one powerful platform.... [Read more](https://www.softwareadvice.com/sales-forecasting/hermix-profile/#pricing-and-plans)

### Pro

€360.00/month

Unlock the full power of the Hermix platform. Search everything. Analyze strategically. Export, integrate, and act with confidence across the entire public sector sales lifecycle.... [Read more](https://www.softwareadvice.com/sales-forecasting/hermix-profile/#pricing-and-plans)

[See full pricing details](https://www.softwareadvice.com/sales-forecasting/hermix-profile/#pricing-and-plans)

### Product: Ficstar

[Ficstar](https://www.softwareadvice.com/product/277159-Ficstar/)

4.80

[(15)](https://www.softwareadvice.com/product/277159-Ficstar/)

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

Ficstar is a Toronto based Web Scraping Company, offering fully-managed data solutions to enterprise clients for over 20 years. At Ficstar, we are a leading data service provider dedicated to helping our clients succeed by delivering precise, customized data solutions. Since our launch in 2005 in Canada, we have grown into a trusted authority in web scraping and data collection, proudly serving over 200 major companies across diverse industries. By focusing on each client’s unique needs, we provide tailored solutions that empower businesses to make data-driven decisions and thrive in competitive markets.... [Read more](https://www.softwareadvice.com/product/277159-Ficstar/)

### Best rated features:

IP Address Extraction

5.0

Monitoring

5.0

Database Support

5.0

Document Extraction

5.0

### Worst rated features:

Data Visualization

3.0

Data Extraction

3.8

Web Data Extraction

4.0

Data Aggregation and Publishing

4.0

[See all features](https://www.softwareadvice.com/product/277159-Ficstar/#key-features)

### Basic

$1,000.00one time

Per website scrape

[See full pricing details](https://www.softwareadvice.com/product/277159-Ficstar/#pricing-and-plans)

### Product: Jobin.cloud

[Jobin.cloud](https://www.softwareadvice.com/crm/jobin-cloud-profile/)

4.66

[(172)](https://www.softwareadvice.com/crm/jobin-cloud-profile/reviews/)

Best for:Small businesses

### Pricing availability

Free trial: Available

Free version: Available

Software Advice Summary

Easily finding and contacting the people you're looking for is the cornerstone of every business, be it customers, candidates, clients, you name it. Jobin.cloud specializes in conglomerating this huge aspect of every business's workflow all in one easy-to-use platform, while also providing a repository to store, filter, and track each contact's progress in custom buildable workflow Pipelines. You can even fully customize which aspects of this all-in-one system interest you the most, and pick the subscription that suits you best. 👉 What does Jobin.cloud do? Jobin allows you to extract full LinkedIn profiles, in bulk, from any LinkedIn list or search (even from posts!) and automatically adds them to your Contacts or Accounts list (yes, you can even import companies) -- there's also an integrated X-ray search. Since each profile is fully downloaded, they can properly be filtered for, meaning you can quickly create a very easy to use and maintain list of valuable Profiles for your business. All Profiles within your lists can be reached out to in bulk, either by email, LinkedIn message, inMail or connection request campaigns, and you can set them all up in a multi-channel messaging campaign to automatically send them out in a flexible sequence. Email campaigns have an integrated enrichment feature that automatically finds emails (+ phone numbers, other social media profiles, and more) for anyone who doesn't have an email, so together with automatically extracted LinkedIn emails you can also have your contacts automatically enriched from other Social Media platforms, automatically broadening your email campaign's outreach while also saving the enriched data into your Contact lists. LinkedIn campaigns are even better! Rather than having to rely on email addresses, with Jobin.cloud you can reach out to ANYONE as long as you have their LinkedIn URL (automatically added on import) This is because Jobin doesn't just automate your LinkedIn messaging, but it can also bypass LinkedIn's connection request limit, so not only can you connect with an unlimited amount of people, but each invitation can also be given an attached note to directly have a message to reach out with, and you can even add automated follow-ups! Resulting in a complete and bulk alternative to LinkedIn's expensive inMails. Lastly, all contact interactions get automatically logged in event timelines to easily help you and your team know who's been messaged and what's going on with every contact, furthermore you have entire Project pipelines with custom buildable pipeline stages and a visual graph interface to easily keep track of every step in each of your workflows.... [Read more](https://www.softwareadvice.com/crm/jobin-cloud-profile/)

### Best rated features:

Social Marketing

5.0

Segmentation

5.0

Access Controls/Permissions

5.0

Resume Storage

5.0

[See all features](https://www.softwareadvice.com/crm/jobin-cloud-profile/#key-features)

### Starter

$8.99/month

Incredibly cost-effective and budget-friendly plan. Covers all basic features but is missing some extra bells and whistles.... [Read more](https://www.softwareadvice.com/crm/jobin-cloud-profile/#pricing-and-plans)

### Pro

$23.99

Most popular plan. Providing all features, but with slight intensity/scale limitations.

### Ultimate

$39.99

The top-tier plan. Covers all features at unlimited intensity and scale.

[See full pricing details](https://www.softwareadvice.com/crm/jobin-cloud-profile/#pricing-and-plans)

### Product: SCALUE

[SCALUE](https://www.softwareadvice.com/bi/scalue-profile/)

4.71

[(14)](https://www.softwareadvice.com/bi/scalue-profile/)

### Pricing availability

Free trial: Not available

Free version: Not available

Software Advice Summary

SCALUE is a data analysis software designed to help businesses accelerate decision-making, get insights on spending, and optimize procurement processes. The platform enables managers to create and monitor budgets across departments and locations. Administrators can search for stock-keeping units (SKUs) and access supplier contracts on a unified interface. Additionally, SCALUE allows teams to access current spending information and evaluate purchase options. Pricing is available on request.... [Read more](https://www.softwareadvice.com/bi/scalue-profile/)

### Best rated features:

Catalog Management

5.0

Self-service Analytics

5.0

Procurement Management

5.0

Self Service Data Preparation

5.0

### Worst rated features:

Search/Filter

4.0

Expense Tracking

4.0

[See all features](https://www.softwareadvice.com/bi/scalue-profile/#key-features)

### Product: Apteco FastStats

[Apteco FastStats](https://www.softwareadvice.com/lead-nurturing/faststats-profile/)

4.78

[(9)](https://www.softwareadvice.com/lead-nurturing/faststats-profile/)

### Pricing availability

Free trial: Available

Free version: Not available

Software Advice Summary

FastStats is a data analysis software that allows marketers to gain actionable insights from customer data. The software unifies all customer information into a single view for intelligent data exploration, visualization, and mining. FastStats is designed for marketing and analytics teams who need to segment audiences, identify new opportunities, and personalize customer experiences. The software can analyze millions of records in seconds to uncover hidden patterns and relationships in transactional and behavioral data. Users can perform profiling, predictive modeling, basket analysis, and geographical analysis to understand their customers. Key features include powerful and intuitive data visualization tools to create interactive charts, maps, and dashboards from the data. FastStats also enables audience building by allowing users to segment, filter, and export data for use in marketing campaigns and channels. Integration with Python and R provides access to advanced analytics capabilities. The software makes it easy for users to move from data to insight to action.... [Read more](https://www.softwareadvice.com/lead-nurturing/faststats-profile/)

### Best rated features:

Performance Metrics

5.0

Third-Party Integrations

5.0

Predictive Analytics

5.0

Data Visualization

5.0

### Worst rated features:

Data Mining

3.0

Multiple Data Sources

4.0

Data Transformation

4.0

[See all features](https://www.softwareadvice.com/lead-nurturing/faststats-profile/#key-features)

### Basic

£6,500.00/year

[See full pricing details](https://www.softwareadvice.com/lead-nurturing/faststats-profile/#pricing-and-plans)

### Product: Hexomatic

[Hexomatic](https://www.softwareadvice.com/bi/hexomatic-profile/)

4.67

[(42)](https://www.softwareadvice.com/bi/hexomatic-profile/reviews/)

### Pricing availability

Free trial: Not available

Free version: Available

Software Advice Summary

Hexomatic is a no-code, work automation platform that enables businesses to harness the internet as their own data source and leverage ready-made automations to scale time-consuming tasks. This platform allows users to scrape the web, find new leads and perform complex data enrichment with just a few clicks. Hexomatic lets you use Lego-style blocks to create the perfect workflow to automate repetitive tasks at scale, so teams can focus on higher-value work.... [Read more](https://www.softwareadvice.com/bi/hexomatic-profile/)

### Best rated features:

Data Aggregation and Publishing

4.7

Auto Extraction

4.7

Business Process Automation

4.5

Data Import/Export

4.4

### Worst rated features:

Configurable Workflow

3.0

Activity Dashboard

3.0

Alerts/Notifications

3.5

Workflow Management

3.8

[See all features](https://www.softwareadvice.com/bi/hexomatic-profile/#key-features)

1

[2](https://www.softwareadvice.com/bi/data-mining-comparison/?page=2)[3](https://www.softwareadvice.com/bi/data-mining-comparison/?page=3)

## Popular Comparisons

[

XLSTAT vs IBM SPSS Statistics

](https://www.softwareadvice.com/bi/ibm-spss-statistics-profile/vs/xlstat/)[

Google Cloud vs Wolfram Mathematica

](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/vs/wolfram-mathematica/)[

Bright Data vs Octoparse

](https://www.softwareadvice.com/data-extraction/luminati-profile/vs/octoparse/)[

JMP vs Statgraphics Centurion

](https://www.softwareadvice.com/bi/jmp-profile/vs/statgraphics/)[

Hermix vs SAS Enterprise Miner

](https://www.softwareadvice.com/sales-forecasting/hermix-profile/vs/sas-enterprise-miner/)

 A major challenge for businesses is how to turn large, convoluted data sets into information that users can leverage to improve operations. Meanwhile, as companies struggle to find the best approach, their data sets continue growing larger and more convoluted, while some of their competitors turn their own analyses into actionable insight and competitive advantage.

Data mining software addresses this exact problem. It’s a core application in most business intelligence initiatives and it’s often the only tool able to extract insight from mountains of data. And as computing and application costs continue to become more affordable, data mining is no longer an exclusively enterprise-class endeavor. Now, even companies in the SMB space are rolling out data mining initiatives and reaping their rewards.

In this buyer’s guide, we address the following points and answer the following questions:

[What Is Data Mining Software?](#WhatIsDataMiningSoftware)

[Common Features of Data Mining Software](#CommonFeaturesofDataMiningSoftware)

[Benefits of Data Mining](#BenefitsofDataMining)

[Key Considerations for Selecting Data Mining Software](#KeyConsiderationsforSelectingDataMiningSoftware)

## What Is Data Mining Software?

Data mining software allows users to apply semi-automated and predictive analyses to parse raw data and find new ways to look at information. It’s typically applied to very large data sets, those with many variables or related functions, or any data set too large or complex for human analysis.

Some examples of how data mining is used in different industries include:

-   Ecommerce companies use data mining to analyze visitor demographics and discover how to deliver a better customer experience. They might, for example, find that some products sell better during certain times of the day. Using this insight they could increase sales by reconfiguring which products are displayed based on time of day.
    
-   Insurance companies use data mining to find patterns in populations that can inform the processes of underwriting and policy management. Armed with these insights, they can offer more attractive policies tailored to specific customer segments.
    
-   Service providers use data mining to better cater to their clients’ needs and make suggestions for the most effective upsell opportunities. Cable and internet service providers regularly mine customer data to improve their service offerings.
    
-   Governmental agencies use data mining to better understand many large-scale social, political and economic changes. A local government might, for example, discover better ways to develop its road and traffic infrastructure by mining the data created from the monitoring of traffic patterns throughout the week.
    

It’s also important to note what data mining software does not do. Namely, it doesn’t collect the data in the first place. Most data mining solutions are designed to work with pre-existing data sets. Buyers are advised to pay close attention to the language and descriptions used in vendor marketing materials to ensure the tool they buy is the actual solution they need.

## Common Features of Data Mining Software

Data mining platforms often include a variety of tools, sometimes borrowing from other, related fields such as machine learning, artificial intelligence and statistical modeling. The offerings do vary from vendor to vendor, but there are some features common across the board. These can include:

**Data pre-processing**

Help convert existing data-sets into the proper formats necessary in order to begin the mining process.

**Cluster analysis**

These tools can categorize (or cluster) groups of entries based on predetermined variables, or can suggest variables which will yield the most distinct clustering.

**Anomaly detection**

A common data mining tool that finds outliers and anomalous entries in vast, complex and/or interrelated data-sets.

**Process automation**

Data mining, by definition, requires automation. But different data mining platforms require different degrees of human input and oversight.

## Benefits of Data Mining

Data mining applications help users discover correlations and connections within large data sets. These often include numerous entries with multiple variables and can even contain mixed structured and unstructured data. Because of the size and complexity of these data sets, any valuable correlations within them would have gone unnoticed if not for the tireless algorithmic analysis performed with data mining software.

While specific goals vary from company to company, we can say that companies generally implement data mining systems to:

-   Accelerate discovery with semi-automated analyses
    
-   Segment customers into groups based on homogeneous activities and demographics 
    
-   Generate models to predict future trends
    

A classic example of how these systems can be used is with customer purchasing patterns at grocery stores. If shoppers tend to buy items such as toilet paper, diapers and alcohol before the weekend, retailers can place these items closer together to maximize revenue. Store owners can further capitalize on this opportunity by running specials on these items to encourage additional purchases.

## Key Considerations for Selecting Data Mining Software

When evaluating data mining software, you should consider the following:

**Best-of-breed or integrated suite?** Buyers should consider whether they want a stand-alone, best-of-breed data mining application or would prefer to go with the data mining module from their existing Enterprise Resource Planning (ERP) provider. If buyers choose to evaluate stand-alone systems, they should discuss integration capabilities with these pure-play vendors.

**Do you need to invest in hardware?** Businesses without IT resources (or a budget to invest in new, faster servers) may choose to instead host their data in the cloud. However, in-memory processing advances have improved the speed and capability of these applications, lessening the IT investment previously necessary to effectively utilize data mining applications.

**Do you have the talent to utilize these applications?** Like with any software application, data mining solutions require the right questions to discover useful answers within data. For example, if you are evaluating data mining tools from enterprise vendor SAS, do you have analysts versed in the sample, explore, modify, model, assess (SEMMA) framework used in SAS data mining applications? Businesses must have sophisticated users to make the most out of their investment in these systems.

### Related Data Mining Software

-   [Big Data Software](https://www.softwareadvice.com/bi/big-data-comparison/)
-   [Business Intelligence Software](https://www.softwareadvice.com/bi/)
-   [Data Extraction Software](https://www.softwareadvice.com/data-extraction/)