# Best Big Data Software - 2026 Reviews & Pricing > Find the best Big Data Tools for your organization. Compare top Big Data Tools with customer reviews, pricing, and free demos. Source: https://www.softwareadvice.com/bi/big-data-comparison --- [Home](https://www.softwareadvice.com/) / Big Data 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 Big Data Software of 2026 Updated July 13, 2026 On this page 1. FrontRunners 2. Popular Comparisons 3. Buyers Guide 4. Related Software Filter products 194 results ### Compare Products Showing 1 - 25 of 194 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: SAS Viya [SAS Viya](https://www.softwareadvice.com/data-catalog/sas-viya-profile/) 4.42 [(12)](https://www.softwareadvice.com/data-catalog/sas-viya-profile/) ### Pricing availability Free trial: Available Free version: Not available Software Advice Summary SAS Viya is a cloud-native platform designed for data analytics, machine learning and data management. It supports organizations in industries such as banking, insurance, healthcare, manufacturing and telecommunications. The platform covers the entire analytics lifecycle, from data integration to model deployment and operational decision-making. It provides comprehensive data management with access to various data sources and platforms, along with built-in governance, lineage tracking and auditability. The platform includes tools for data mining, machine learning and statistical modeling, accessible through visual and code-based interfaces. Features include automated machine learning, computer vision, forecasting and optimization. SAS Viya Copilot offers AI-powered assistance for data and AI-related tasks. The platform includes AI governance tools for fairness testing, bias detection, model explainability and compliance with regulatory requirements. It supports real-time event detection and integrates intelligence into workflows using business rules and decision governance. SAS Viya operates on cloud environments such as AWS, Azure and Google Cloud Platform, as well as on-premises setups. It is designed to enable collaboration among IT teams, data scientists and business users within a unified environment.... [Read more](https://www.softwareadvice.com/data-catalog/sas-viya-profile/) ### Best rated features: Workflow Management 5.0 Self-service Analytics 5.0 Modeling & Simulation 5.0 Configurable Workflow 5.0 ### Worst rated features: Real-Time Analytics 2.0 Data Connectors 2.0 Visual Discovery 2.0 Data Extraction 3.0 [See all features](https://www.softwareadvice.com/data-catalog/sas-viya-profile/#key-features) ### Basic Custom Pricing available upon request [See full pricing details](https://www.softwareadvice.com/data-catalog/sas-viya-profile/#pricing-and-plans) ### Product: Luz Analytics [Luz Analytics](https://www.softwareadvice.com/bi/luz-analytics-profile/) 4.0 [(1)](https://www.softwareadvice.com/bi/luz-analytics-profile/) ### Pricing availability Free trial: Not available Free version: Not available Software Advice Summary Luz is the first E-commerce Competitor Insights platform of its kind, Luz is the secret weapon every e-commerce business needs to know where they stand in the market. Built for big and small brands, the database tracks 280K+ websites daily, 500M+ SKUs, and $60B+ in sales product volume propelling equipping businesses to innovate, optimize, and expand their product offerings.... [Read more](https://www.softwareadvice.com/bi/luz-analytics-profile/) ### 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: Hevo [Hevo](https://www.softwareadvice.com/bi/hevo-profile/) 4.69 [(110)](https://www.softwareadvice.com/bi/hevo-profile/reviews/) Best for:Ease of use ### Pricing availability Free trial: Available Free version: Available Software Advice Summary Hevo is a no-code, bi-directional data pipeline platform specially built for modern ETL, ELT, and Reverse ETL Needs. It helps data teams streamline and automate org-wide data flows that result in a saving of ~10 hours of engineering time/week and 10x faster reporting, analytics, and decision making. The platform supports 100+ ready-to-use integrations across Databases, SaaS Applications, Cloud Storage, SDKs, and Streaming Services. Over 500 data-driven companies spread across 35+ countries trust Hevo for their data integration needs. Try Hevo today and get your fully managed data pipelines up and running in just a few minutes.... [Read more](https://www.softwareadvice.com/bi/hevo-profile/) ### Best rated features: Customer Database 5.0 Data Analysis Tools 5.0 Automatic Backup 5.0 Real-Time Reporting 5.0 [See all features](https://www.softwareadvice.com/bi/hevo-profile/#key-features) ### Free Custom Pricing available upon request For data teams that want to get started with analytics. Includes 1 million free events. ### Starter $299.00/month For data teams that want to scale up their analytics. Get 5 million events for this starter plan and scale up as per your needs. Save upto 20% when billed yearly.... [Read more](https://www.softwareadvice.com/bi/hevo-profile/#pricing-and-plans) ### Business Custom Pricing available upon request For large data teams with many data sources and high data volume. [See full pricing details](https://www.softwareadvice.com/bi/hevo-profile/#pricing-and-plans) ### Product: Google Cloud [Google Cloud](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/) 4.68 [(2302)](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 - Reliable and scalable data storage - User-friendly setup and navigation - 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 Policy Management 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: Phocas [Phocas](https://www.softwareadvice.com/bi/phocas-profile/) 4.74 [(135)](https://www.softwareadvice.com/bi/phocas-profile/reviews/) Best for:Value for money ### Pricing availability Free trial: Not available Free version: Not available Software Advice Summary Phocas is a SaaS platform designed to help mid-market businesses in manufacturing, wholesale distribution, and retail make data-driven decisions. Combining business intelligence (BI) and financial planning and analysis (FP&A) in one integrated solution, it simplifies the way businesses access, analyze, and plan their data. It connects teams with the insights they need to understand their business better and drive growth. Phocas integrates with ERP systems including Epicor, Sage, and Oracle NetSuite, extending their capabilities by centralizing data from ERP, CRM, spreadsheets, and other systems into one intuitive platform. This unified view enables cross-functional teams to make more informed decisions with real-time insights. Key features include intuitive dashboards, ad hoc reporting, financial statements, budgeting, forecasting, and automated rebate management. Phocas is designed for self-service, empowering users at all levels of the business to access and analyze data. By automating manual processes including consolidating financial and operational data, it helps users focus on strategic activities. It assists with preparing monthly reports, analyzing trends, managing cash flow, or optimizing rebates. Phocas centralizes data from ERP and other systems into one platform. With drill-down capabilities, AI-powered queries, and customizable pivot tables, users can explore everything from high-level overviews to granular transaction details. Ad hoc reporting tools let users create custom reports and dashboards, while KPI alerts ensure teams stay on top of performance and act to drive improvements across sales, products, and customers. Phocas transforms ERP data into up-to-date profit and loss, balance sheet, and cash flow statements. By automating financial reporting, integrating prebuilt formulas and ratios, and offering drill-down capabilities, it helps finance teams identify and resolve performance issues quickly. With customizable statements and secure access controls, teams can share actionable financial data with stakeholders across the business. Phocas provides a tool for connected business planning. It consolidates financial budgets, sales forecasts, headcount, and demand planning into one platform, enabling collaboration through workflows, user permissions, and audit logs. Live actuals and driver-based functionality allow businesses to track performance, compare plans to results, and adjust forecasts. The self-serve tool supports growing businesses with the ability to manage budgeting, helping users make informed decisions. Phocas Rebates automates rebate calculations and ensures accuracy. Built on a BI foundation, it helps businesses identify trends, spot near misses, and assess rebate performance. With real-time updates, users can optimize product offers, pricing, and purchasing decisions to capitalize on emerging opportunities and maximize profitability while strengthening trading relationships. Phocas CRM brings sales, finance, and customer data together in one platform, offering real-time insights for sales analysis and account management. By providing accurate sales reporting and streamlining the customer relationship process, it bridges the gap between finance and sales, empowering businesses to make informed decisions.... [Read more](https://www.softwareadvice.com/bi/phocas-profile/) ### Best rated features: Data Management 5.0 Reporting & Statistics 5.0 ETL 5.0 Statistical Analysis 5.0 ### Worst rated features: Data Cleansing 3.0 Collaboration Tools 3.5 [See all features](https://www.softwareadvice.com/bi/phocas-profile/#key-features) ### Product: Peakboard [Peakboard](https://www.softwareadvice.com/bi/peakboard-profile/) 4.71 [(28)](https://www.softwareadvice.com/bi/peakboard-profile/reviews/) ### Pricing availability Free trial: Available Free version: Available Software Advice Summary With its low-code platform for creating industrial applications, Peakboard GmbH supports production and logistics companies in monitoring their internal processes and interactively managing their systems. The solution collects, evaluates, and displays process data from all common sources like SAP, machine controls, material flow controls, and Excel in real-time on screens. This helps identify error sources and increase productivity. Customers can choose which key figures they want to see on the dashboard. Additionally, information can be relayed back to over 100 connected IT interfaces using touchscreens. This creates an intuitive user interface, allowing employees in production and warehousing to interact with the complex IT landscape. Controlling production machinery becomes as simple as using a smartphone.... [Read more](https://www.softwareadvice.com/bi/peakboard-profile/) ### Best rated features: Real-Time Monitoring 5.0 Root Cause Analysis 5.0 Workflow Management 5.0 Real-Time Analytics 5.0 ### Worst rated features: Drag & Drop 3.0 Data Connectors 4.0 [See all features](https://www.softwareadvice.com/bi/peakboard-profile/#key-features) ### Peakboard Pro €49.00/month Erhältlich in zwei Produktvarianten: Peakboard Box Pro und Peakboard BYOD Pro ### Peakboard Enterprise €79.00/month Erhältlich in zwei Produktvariationen: Peakboard Box Enterprise und Peakboard BYOD Enterprise [See full pricing details](https://www.softwareadvice.com/bi/peakboard-profile/#pricing-and-plans) ### Product: Decile [Decile](https://www.softwareadvice.com/bi/decile-profile/) 4.78 [(9)](https://www.softwareadvice.com/bi/decile-profile/reviews/) ### Pricing availability Free trial: Not available Free version: Not available Software Advice Summary Decile harnesses the power of customer data to deliver business intelligence and customer insights proven to drive profitability. Decile's extensive capabilities unlock the potential of your customer data, and guide your e-commerce business to the next stage of profitability. Access dozens of dashboards to help you understand customer cohorts, product analytics, business forecasting and more - all with easy integration with leading platforms. Enrich existing data with behavioral and psychographic information to help you better understand your customers and build marketing campaigns to reach those most likely to convert.... [Read more](https://www.softwareadvice.com/bi/decile-profile/) ### Best rated features: Dashboard 4.9 Visual Analytics 4.9 Self Service Data Preparation 4.6 [See all features](https://www.softwareadvice.com/bi/decile-profile/#key-features) ### Product: Mozart Data [Mozart Data](https://www.softwareadvice.com/bi/mozart-data-profile/) 5.0 [(3)](https://www.softwareadvice.com/bi/mozart-data-profile/) ### Pricing availability Free trial: Available Free version: Not available Software Advice Summary Backed by award-winning data analyst support, Mozart Data is the fastest way to set up scalable, reliable data infrastructure that doesn’t need to be maintained by you. Mozart Data’s all-in-one modern data platform includes ETL, a data warehouse, and data transformation tools, empowering anyone to easily centralize, organize, and analyze their data without engineering resources. Instead of piecing together multiple tools, companies get everything they need to spin up a data stack in an hour, get visibility into their data pipelines, and ensure their data is reliable.... [Read more](https://www.softwareadvice.com/bi/mozart-data-profile/) ### Best rated features: Query Builder 5.0 Alerts/Notifications 5.0 Ad hoc Reporting 5.0 Data Capture and Transfer 5.0 [See all features](https://www.softwareadvice.com/bi/mozart-data-profile/#key-features) ### Product: Zuar Runner [Zuar Runner](https://www.softwareadvice.com/bi/mitto-profile/) 4.71 [(7)](https://www.softwareadvice.com/bi/mitto-profile/) ### Pricing availability Free trial: Available Free version: Not available Software Advice Summary Utilizing the data that's spread across your organization shouldn't be so difficult! With Zuar Runner you can automate the flow of data from hundreds of potential sources into a single destination. Collect, transform, model, warehouse, report, monitor and distribute: it's all managed by Zuar Runner. Zuar is a leading provider of business intelligence solutions for companies of all sizes. Please contact us for more information.... [Read more](https://www.softwareadvice.com/bi/mitto-profile/) ### Best rated features: Data Connectors 5.0 Integrations Management 5.0 Access Controls/Permissions 5.0 High Volume Processing 5.0 ### Worst rated features: Customer Database 4.0 Accounting Integration 4.0 [See all features](https://www.softwareadvice.com/bi/mitto-profile/#key-features) ### Basic Custom Pricing available upon request [See full pricing details](https://www.softwareadvice.com/bi/mitto-profile/#pricing-and-plans) ### Product: MarkLogic [MarkLogic](https://www.softwareadvice.com/master-data-management/marklogic-profile/) 5.0 [(2)](https://www.softwareadvice.com/master-data-management/marklogic-profile/) ### Pricing availability Free trial: Not available Free version: Not available Software Advice Summary MarkLogic is an on-premise and cloud-based solution that helps businesses store enterprise data in NonSQL databases to streamline operational and transactional processes. Professionals can connect the platform with various sources to import information into the platform and improve data storage operations using lineage tracking and auditing capabilities. MarkLogic allows organizations to build data pipelines, grant role-based access permissions and secure confidential information via data encryption. Managers can view ingested data in JSON, XML, text, geospatial, semantic graphs and relational views. Additionally, it lets supervisors utilize probabilistic algorithms to match and organize master data across the database. MarkLogic provides an application programming interface (API), which enables businesses to integrate the platform with various third-party applications. Pricing is available on request and support is extended via documentation, FAQs and other online measures.... [Read more](https://www.softwareadvice.com/master-data-management/marklogic-profile/) ### Product: Collibra [Collibra](https://www.softwareadvice.com/data-privacy/collibra-profile/) 4.56 [(9)](https://www.softwareadvice.com/data-privacy/collibra-profile/) ### Pricing availability Free trial: Not available Free version: Not available Software Advice Summary Collibra unites organizations by delivering trusted data for every use, for every user, and across every source. Our Data Intelligence Cloud brings flexible governance, continuous quality and built-in privacy to all types of data. The Global 2000 relies on Collibra to create the critical alignment that accelerates workflows and delivers better results faster.... [Read more](https://www.softwareadvice.com/data-privacy/collibra-profile/) ### Best rated features: Data Governance 5.0 Data Security 4.7 Process Management 4.5 Data Lineage 4.0 ### Worst rated features: Policy Management 3.0 Data Mapping 3.7 Data Discovery 3.7 Access Controls/Permissions 4.0 [See all features](https://www.softwareadvice.com/data-privacy/collibra-profile/#key-features) ### Product: AtScale [AtScale](https://www.softwareadvice.com/bi/atscale-profile/) 5.0 [(1)](https://www.softwareadvice.com/bi/atscale-profile/) ### Pricing availability Free trial: Available Free version: Not available Software Advice Summary AtScale is a data warehouse virtualization solution that creates a live connection between people and data without moving it, regardless of where it is stored or how it is formatted - on-premise or in the cloud - turning your data warehouse into a powerful multidimensional analytics engine. This enables enterprises to migrate to the cloud on their own terms with zero business interruption and without having to rewrite applications or train business users on new tools, leveraging existing investments in big data platforms, applications and tools. AtScale improves the performance of any Business Intelligence tool. The Universal Semantic Layer allows business logic to be applied across the organization, providing consistent answers for queries from any team or tool, while autonomous engineering optimizes queries for better speed and cost performance. AtScale is the category creator of data warehouse virtualization. Enterprises worldwide use AtScale to virtualize data silos and modernize their application data architectures while providing rich, atomic level data access to empower their data science and analytics teams. By making data consumers more productive and enabling the democratization of data, AtScale helps organizations transform into insight-driven enterprises.... [Read more](https://www.softwareadvice.com/bi/atscale-profile/) ### Basic $50,000.00 [See full pricing details](https://www.softwareadvice.com/bi/atscale-profile/#pricing-and-plans) ### Product: Conversionomics [Conversionomics](https://www.softwareadvice.com/bi/conversionomics-profile/) 5.0 [(1)](https://www.softwareadvice.com/bi/conversionomics-profile/) ### Pricing availability Free trial: Available Free version: Not available Software Advice Summary Conversionomics is an efficient data aggregation tool that offers a simple user interface that makes it easy to quickly build data API sources. From those sources, users can create interactive dashboards and reports using Conversionomics' templates and data visualization tools. Increase the rate analysts find trends and deliver insights with all data visualized in one convenient dashboard. Conversionomics works well with Google Analytics, Search Console, Sheets, AdWords, BigQuery, Facebook, Bing, Email, or users' own sources.... [Read more](https://www.softwareadvice.com/bi/conversionomics-profile/) ### Best rated features: OLAP 5.0 Scheduled/Automated Reports 5.0 Ad hoc Reporting 5.0 Data Mapping 5.0 ### Worst rated features: Forecasting 3.0 Activity Dashboard 3.0 [See all features](https://www.softwareadvice.com/bi/conversionomics-profile/#key-features) ### Basic $250.00/month [See full pricing details](https://www.softwareadvice.com/bi/conversionomics-profile/#pricing-and-plans) ### Product: Incorta [Incorta](https://www.softwareadvice.com/bi/incorta-profile/) 5.0 [(1)](https://www.softwareadvice.com/bi/incorta-profile/) ### Pricing availability Free trial: Available Free version: Not available Software Advice Summary Incorta provides a unified data and analytics platform that’s built for business agility. Its unique technology unlocks the full potential of business data within complex source systems, eliminates traditional data transformation and aggregation steps and delivers 100% of usable data to the business. Pre-packaged data apps for common business applications such as Oracle E-Business Suite (EBS), NetSuite and more make it easy to prepare data for analysis. Backed by GV, Kleiner Perkins, M12, Prysm Capital, Telstra Ventures and Sorenson Capital, Incorta empowers the most forward-thinking companies to tackle their toughest data challenges, from innovators in the midmarket to Fortune 1000 category leaders such as Broadcom, Comcast and Shutterfly.... [Read more](https://www.softwareadvice.com/bi/incorta-profile/) ### Best rated features: Self Service Data Preparation 5.0 Self-service Analytics 5.0 Data Discovery 5.0 Data Visualization 5.0 ### Worst rated features: Dashboard 4.0 Trend Analysis 4.0 [See all features](https://www.softwareadvice.com/bi/incorta-profile/#key-features) ### Product: OpenText Analytics Cloud [OpenText Analytics Cloud](https://www.softwareadvice.com/bi/opentext-magellan-profile/) 5.0 [(1)](https://www.softwareadvice.com/bi/opentext-magellan-profile/) ### Pricing availability Free trial: Available Free version: Not available Software Advice Summary OpenText Magellan is a predictive analytics platform powered by artificial intelligence (AI) and machine learning. The platform is designed to help businesses across various industries make data-driven decisions by combining self-service analytics and real-time access to big data. Reports and dashboards can be created using both structured and unstructured data imported from enterprise data management platforms and third party systems. Features of OpenText Magellan include machine learning model creation, data crawlers, natural language processing (NLP), data visualization, algorithm customization, data connectors, and more. Reports and analytics can be used to better understand customers, partners, employees, sales, incidents, and other metrics that affect business performance.... [Read more](https://www.softwareadvice.com/bi/opentext-magellan-profile/) ### Basic $0.01 [See full pricing details](https://www.softwareadvice.com/bi/opentext-magellan-profile/#pricing-and-plans) ### Product: Microsoft Power BI [Microsoft Power BI](https://www.softwareadvice.com/bi/microsoft-power-bi-profile/) 4.58 [(1886)](https://www.softwareadvice.com/bi/microsoft-power-bi-profile/reviews/) Best for:Data Visualization ### Pricing availability Free trial: Not available Free version: Available Software Advice Summary Microsoft Power BI is a comprehensive data visualization tool that forms part of the Power Platform suite of products. Power BI enables users to connect to and visualize data from various sources, seamlessly integrating visualizations into everyday applications. With a focus on uncovering valuable insights and translating them into actionable outcomes, Power BI offers a range of features and capabilities to support data-driven decision-making across organizations. One of the key strengths of Power BI lies in its ability to leverage advanced data-analysis tools, artificial intelligence (AI) capabilities, and a user-friendly report-creation interface. Users can easily turn their raw data into visually appealing charts, graphs, and reports to communicate insights effectively. The platform also facilitates the creation of datasets from diverse data sources, allowing organizations to establish a single source of truth within the OneLake data hub. Power BI empowers users to make informed decisions by embedding insights directly into the applications they use daily, such as those within the Microsoft 365 suite. By activating Microsoft Fabric within the Power BI experience, organizations can reshape how they access, manage, and act on data. The platform offers enterprise-grade ingestion and semantic modeling to handle large datasets and scale across thousands of users seamlessly. Sharing insights generated through Power BI is effortless, as reports can be embedded and distributed within various Microsoft services like Teams, PowerPoint, Excel, and the Power Platform. Additionally, Power BI incorporates artificial intelligence features to find patterns in data, generate reports instantly, and deliver answers promptly, enhancing productivity and decision-making efficiency. To ensure data governance, security, and compliance, Power BI provides robust features that meet regulatory requirements and offer end-to-end visibility into data management. Using conversational language, users can create reports, generate DAX calculations, and derive answers swiftly, simplifying the data exploration process. The platform also allows open access for users without paid licenses to interact with reports and access Microsoft Fabric workloads. Power BI supports self-service analytics, enabling users to create and publish reports effortlessly, fostering a culture of data-driven decision-making within organizations. Users can license individual users with modern analytics capabilities for publishing reports and accessing content. By integrating Power BI Pro with other Microsoft 365 applications, users can leverage industry-leading security features at a competitive price point. For those interested in exploring the capabilities of Power BI, a free account option is available for creating interactive reports with visual analytics features. Additionally, Power BI Desktop offers a free application for connecting, modeling, and visualizing data through a user-friendly report canvas with a wide range of visuals. Users can also sign up for a free trial of the Microsoft Fabric suite to access the full range of services, including Power BI offerings. Power BI caters to a wide range of business needs, allowing organizations to establish a governed source of truth, combine enterprise-scale and self-service BI for insights, seamlessly embed data experiences within applications, empower users with data exploration capabilities, and kickstart their data journey with AI-generated reports and templates. The platform supports reducing time-to-market by customizing BI reports for embedding in applications and branding as your own. In terms of industry recognition, Microsoft Power BI has been lauded in the 2024 Gartner Magic Quadrant for Analytics and Business Intelligence Platforms for its Ability to Execute and Completeness of Vision. Additionally, independent studies like The Total Economic ImpactTM showcase the cost savings and business benefits enabled by Microsoft Fabric, including a significant return on investment over a three-year period. Power BI serves as a valuable tool for organizations looking to extract meaningful insights from their data, foster a data-driven culture, and drive innovation across all levels. With its intuitive interface, advanced analytics capabilities, seamless integration with Microsoft applications, and robust security features, Power BI stands as a prominent solution for businesses seeking to leverage their data effectively for informed decision-making and business growth.... [Read more](https://www.softwareadvice.com/bi/microsoft-power-bi-profile/) ### What users love - Comprehensive data analysis capabilities - Interactive and visual dashboards - Flexible and efficient reporting tools ### To take in mind - Not intuitive for new users - Complex and costly licensing structure - Steep learning curve for beginners ### Best rated features: Charting 5.0 Ad hoc Analysis 5.0 Activity Dashboard 4.8 Multiple Data Sources 4.7 [See all features](https://www.softwareadvice.com/bi/microsoft-power-bi-profile/#key-features) ### Product: Chaossearch [Chaossearch](https://www.softwareadvice.com/bi/chaossearch-profile/) 4.67 [(3)](https://www.softwareadvice.com/bi/chaossearch-profile/) ### Pricing availability Free trial: Not available Free version: Not available Software Advice Summary CHAOSSEARCH is a fully-managed Software-as-a-Service (SaaS) platform that helps organizations build log analytics on Amazon Simple Storage Service (S3). The solution transforms S3 into a searchable data repository, allowing users to visualize application logs, devices, server logs or AWS logs and optimize costs for the analysis of data. The platform helps users store, assess and visualize log and event data in bulk on Amazon S3 infrastructure. CHAOSSEARCH offers integration with Cloudflare, Fastly, Slack and AWS VPC Flow Logs and extends support via email and documentation.... [Read more](https://www.softwareadvice.com/bi/chaossearch-profile/) ### Product: Integrate.io [Integrate.io](https://www.softwareadvice.com/bi/xplenty-profile/) 4.59 [(17)](https://www.softwareadvice.com/bi/xplenty-profile/reviews/) ### Pricing availability Free trial: Available Free version: Not available Software Advice Summary Unify Your Data Stack: Experience the first no-code data pipeline platform and power enlightened decision making. Integrate.io is the only complete set of data solutions & connectors for easy building and managing of clean, secure data pipelines. Increase your data team's output with all of the simple, powerful tools & connectors you’ll ever need in one no-code data integration platform. Empower any size team to consistently deliver projects on-time & under budget. Integrate.io's Platform includes: -No-Code ETL & Reverse ETL: Drag & drop no-code data pipelines with 220+ out-of-the-box data transformations -Easy ELT & CDC :The Fastest Data Replication On The Market -Automated API Generation: Build Automated, Secure APIs in Minutes - Data Warehouse Monitoring: Finally Understand Your Warehouse Spend - FREE Data Observability: Custom Pipeline Alerts to Monitor Data in Real-Time... [Read more](https://www.softwareadvice.com/bi/xplenty-profile/) ### Best rated features: Data Management 5.0 Integrations Management 5.0 Multiple Data Sources 5.0 [See all features](https://www.softwareadvice.com/bi/xplenty-profile/#key-features) ### Basic $1,200.00/month [See full pricing details](https://www.softwareadvice.com/bi/xplenty-profile/#pricing-and-plans) ### Product: AnswerDock [AnswerDock](https://www.softwareadvice.com/bi/answerdock-profile/) 4.50 [(2)](https://www.softwareadvice.com/bi/answerdock-profile/) ### Pricing availability Free trial: Available Free version: Available Software Advice Summary Answerdock is a cloud-based business intelligence solution for organizations of all sizes across industries such as retail, healthcare, finance, communication and media. Key features include scheduled data loads, search-based analytics, user management, data mining and automatic chart selection. The time series analysis tool allows users to plot metrics over time on a monthly or yearly basis. Data filters can be used to view data from specific timeframes or geographies. Dashboards can be shared with a user or a group. Users can also download data after analysis. Answerdock lets users edit or set up the schedules for importing the data from specific sources to the dataset. Administrators can add, edit and delete group memberships for users in the user management section. Integrations include Google Analytics and Asana. Services are available on a monthly subscription basis and customer support is available via an online inquiry form and online knowledge base.... [Read more](https://www.softwareadvice.com/bi/answerdock-profile/) ### Basic $10.00/month [See full pricing details](https://www.softwareadvice.com/bi/answerdock-profile/#pricing-and-plans) ### Product: Atlan [Atlan](https://www.softwareadvice.com/data-collection/atlan-profile/) 4.50 [(2)](https://www.softwareadvice.com/data-collection/atlan-profile/) ### Pricing availability Free trial: Available Free version: Available Software Advice Summary The Atlan Collect platform helps businesses collect and track high-quality customer experience data. Also available on an easy to use mobile app, Atlan Collect is designed to work anywhere. The intuitively designed dashboard helps users easily create forms and collect responses providing insights immediately and also through integration with most BI tools. Atlan Collect also works without internet connection allowing users to collect responses even when a team is in the field. All data is instantly synced upon reconnection to the internet.... [Read more](https://www.softwareadvice.com/data-collection/atlan-profile/) ### Basic Custom Pricing available upon request [See full pricing details](https://www.softwareadvice.com/data-collection/atlan-profile/#pricing-and-plans) ### Product: Tableau [Tableau](https://www.softwareadvice.com/bi/tableau-profile/) 4.56 [(2356)](https://www.softwareadvice.com/bi/tableau-profile/reviews/) Best for:Small businesses ### Pricing availability Free trial: Available Free version: Available Software Advice Summary Tableau is an integrated business intelligence (BI) and analytics solution that helps to analyze key business data and generate meaningful insights. The solution helps businesses to collect data from multiple source points such as SQL databases, spreadsheets, cloud apps, such as Google Analytics and Salesforce to create a collective dataset. Tableau's live visual analytics and interactive dashboard allow slicing & dicing datasets for generating relevant insights and exploring new opportunities. Users can create interactive maps and analyze data across regions, territories, demographics and more. Tableau helps to create a narrative story of the data analysis with interactive visualizations that can be shared with their audience. Tableau can be personalized to serve a number of industry verticals including banking, communication, education, healthcare, real estate, manufacturing and technology. The solution can be either installed on-premises or hosted on the cloud as a SaaS application. Users can also view and analyze data on their Android and iOS smartphones with Tableau Mobile app.... [Read more](https://www.softwareadvice.com/bi/tableau-profile/) ### What users love - Powerful and flexible visualizations - Robust data integration and analytics - Customizable interactive dashboards ### To take in mind - Complex and unintuitive interface - Expensive for small teams - Steep learning and training demands ### Best rated features: Multivariate Analysis 5.0 Compliance Tracking 5.0 Data Migration 5.0 Customizable Fields 5.0 ### Worst rated features: Text Analysis 1.0 Multi-Channel Attribution 3.5 Behavioral Analytics 3.5 [See all features](https://www.softwareadvice.com/bi/tableau-profile/#key-features) ### Tableau Viewer $15.00/month ### Tableau Explorer $42.00/month ### Tableau Creator $75.00/month [See full pricing details](https://www.softwareadvice.com/bi/tableau-profile/#pricing-and-plans) ### Product: Etleap [Etleap](https://www.softwareadvice.com/bi/et-leap-profile/) 4.0 [(1)](https://www.softwareadvice.com/bi/et-leap-profile/) ### Pricing availability Free trial: Available Free version: Not available Software Advice Summary Etleap is a cloud-based AWS database management tool that allows users to analyze data from disparate sources. Users can add or modify new data sources and apply custom transformations to their datasets. It works with analytical tools such as ChartIO, Looker, Metabase, Periscope Data, Tableau and Zoomdata. Etleap is HIPAA-compliant and EU-US privacy shield certified. It provides end-to-end encryption and single sign-on support. The dashboard shows the status of data pipelines and allows users to drill down into data processing activities and individual pipeline properties. The software provides data access controls that allow users to decide which data to extract, how to analyze the data and how to load it into a data warehouse. Etleap integrates with data sources such as MySQL, Postgres, S3, Salesforce, Marketo, Google Analytics, Google AdWords and more. Pricing is subscription-based. Email and chat support is available.... [Read more](https://www.softwareadvice.com/bi/et-leap-profile/) ### Basic $1.00 [See full pricing details](https://www.softwareadvice.com/bi/et-leap-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) 1 [2](https://www.softwareadvice.com/bi/big-data-comparison/?page=2)[3](https://www.softwareadvice.com/bi/big-data-comparison/?page=3)[4](https://www.softwareadvice.com/bi/big-data-comparison/?page=4)[5](https://www.softwareadvice.com/bi/big-data-comparison/?page=5) ... [8](https://www.softwareadvice.com/bi/big-data-comparison/?page=8) ## Popular Comparisons [ Microsoft Power BI vs Tableau ](https://www.softwareadvice.com/bi/microsoft-power-bi-profile/vs/tableau/)[ MongoDB vs Google Cloud ](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/vs/mongodb/)[ Minitab vs IBM SPSS Statistics ](https://www.softwareadvice.com/bi/ibm-spss-statistics-profile/vs/minitab/)[ Amazon EC2 vs vSphere ](https://www.softwareadvice.com/virtualization/amazon-ec2-profile/vs/vmware-vsphere/)[ Splunk Enterprise vs Datadog ](https://www.softwareadvice.com/bi/datadog-profile/vs/splunk-enterprise/)[ Zoho Analytics vs Looker ](https://www.softwareadvice.com/bi/looker-profile/vs/zoho-analytics/) ## Your Guide to Top Big Data Software, November 2020 Software Advice uses reviews from real software users to highlight the top-rated Big Data products in North America. [Learn how products are chosen](https://www.softwareadvice.com/legal-page/frontrunners-methodology/) #### Explore FrontRunners - [Redis Enterprise](https://www.softwareadvice.com/devops/redis-enterprise-profile/) “Usability” includes user ratings for Functionality and Ease of Use. “Customer Satisfaction” includes user ratings for Customer Support, Likelihood to Recommend and Value for Money. Reviews analysis period: The reviews analysis period spans two years and ends the 15th of the month prior to publication. It's safe to say that “big data" is no longer just a buzzword. Today it's a [$200 billion](https://www.forbes.com/sites/gilpress/2017/01/20/6-predictions-for-the-203-billion-big-data-analytics-market/#f8b7eda20838) industry addressing one of the most significant challenges facing organizations: analyzing vast amounts of disparate data to find patterns or trends that can potentially improve their business. With the advent of social media and the internet, businesses from small startups to large enterprises are contending with more data than they know what to do with. Approximately [2.5](https://www.ibm.com/blogs/insights-on-business/consumer-products/2-5-quintillion-bytes-of-data-created-every-day-how-does-cpg-retail-manage-it/) of new data are created every single day, meaning the need for big data tools to do the heavy lifting on this analysis will only continue to grow. According to [Gartner](https://www.gartner.com/document/3446724), almost half of all businesses are investing in big data now, and a quarter plan to invest in big data soon. (Full content available to Gartner clients.) That's where we come in. In this Buyer's Guide, we'll explain everything you need to know about the big data landscape so you can choose the right tool that will best suit your needs and budget. Here's what we'll cover: [What Are Big Data Tools?](#WhatAreBigDataTools) [Common Big Data Tool Functionality](#CommonBigDataToolFunctionality) [What Type of Big Data Tool Buyer Are You?](#WhatTypeofBigDataToolBuyerAreYou) [Key Considerations When Purchasing Big Data Tools](#KeyConsiderationsWhenPurchasingBigDataTools) [Other Big Data Tool Resources](#OtherBigDataToolResources) ## What Are Big Data Tools? Gartner [defines](https://research.gartner.com/definition-whatis-big-data) big data as “high-volume, high-velocity and/or high-variety information assets that demand cost-effective, innovative forms of information processing." Big data tools include any [business intelligence (BI) tool](https://www.softwareadvice.com/bi/) that does this all-important processing. More specifically known as big data analytics tools, these software platforms are designed to parse through large, disparate datasets—be they product data, customer data, employee data etc.—to discover meaningful patterns that connect them and visualize the results in an easily interpretable way for stakeholders to make decisions. _Big data analytics in_ [Tableau](https://www.softwareadvice.com/bi/tableau-profile/) ## Common Big Data Tool Functionality Because big data is such a broad term, the functionality of big data tools can vary greatly. Some tools represent robust BI suites that can handle data collection, extraction, cleaning, visualization and more, while others are more stripped down, focusing solely on one aspect of big data analysis. In general though, here is some of the most common functionality you can expect to find in big data tools: [Data extraction](https://www.softwareadvice.com/data-extraction/) Pulls raw data from various integrated sources and reformats it all into a similar schema or format for easier analysis. [Data mining](https://www.softwareadvice.com/bi/data-mining-comparison/) Uses statistics and data modeling to analyze vast amounts of disparate data and identify trends or patterns that connect them. Learn more about data mining [here](https://lab.getapp.com/what-is-data-mining-small-business/). [Data visualization](https://www.softwareadvice.com/bi/data-visualization-comparison/) Visualizes trends in an easy-to-understand graphical form. These visualizations are usually customizable and interactive, allowing users to change various scales and data sources to analyze trends. [Predictive analytics](https://www.softwareadvice.com/bi/predictive-analytics-comparison/) Applies discovered trends from historical data sets to create models predicting what's likely to happen with that data moving forward. **Reporting** Allows users to create and distribute a preloaded set of customized reports or customize their own. ## What Type of Big Data Tool Buyer Are You? Big data tool buyers generally fall into two categories, each with vastly different needs and priorities: - **Leadership buyers.** These buyers represent your department managers, your vice presidents, even your CEO. Because they often lack in-depth tech knowledge, these buyers tend to prioritize the ease of use and fast deployment of [self-service BI tools](#selfserviceBItools) over in-depth functionality and customization found in more robust systems. Dashboards are key for these buyers, who want to see meaningful big data trends at a glance. - **IT buyers.** IT department buyers are more common, and have the technological know-how to dive into complex functions. Ease of use is still a concern, but these buyers prioritize smooth integration with their existing data warehouses and other business applications first and foremost. ## Key Considerations When Purchasing Big Data Tools Simply picking a tool based on good reviews and signing on the bottom line is a surefire way to end up with buyer's remorse. When evaluating different big data tools and talking to software vendors, here are a few things you should keep in mind: - **What is your goal with big data?** Ultimately, big data tools can't find meaningful patterns if you don't know where to look. That's why it's important for you to define a purpose for your big data tools before investing. According to Gartner, common reasons your company might invest in these tools [include](https://www.gartner.com/document/3446724) enhancing the customer experience, deploying more targeted marketing and increasing process efficiency. (Full content available to Gartner clients.) - **BoB or integrated suite?** Best-of-breed (BoB) or stand-alone big data tools are robust but require integration with other systems to become useful. In some cases, a [customer relationship management](https://www.softwareadvice.com/crm/) or [enterprise resource planning](https://www.softwareadvice.com/erp/) suite with built-in analytics may be a better option, especially if you're only looking to gain insights from the data in that one system. - **Do you have all the parts in place first?** Big data tools can't do it all. You need a secure, organized [data warehouse](https://www.softwareadvice.com/resources/data-warehouse-problems/) to store your vast amounts of data. You also need skilled staff who are able to manage your systems and interpret the data. Don't put the cart before the horse, so to speak, by buying a big data tool without the right systems and employees to support it. ## Other Big Data Tool Resources If you're ready to find the right big data tool for your needs, call us at **(844) 680-2046** for a no-obligation consultation. Our BI tool advisors will ask you a few questions about your business and your software needs and send you a shortlist of best fit products for free. If you're not ready to take the plunge yet though, that's OK. This is a complicated software market for beginners. Here are a few more resources where you can learn more about big data: - **"How Big Data and Healthcare Analytics Boost Value-Based Care."** If you're a hospital, this free e-book is for you. In it, we talk to experts to explain how big data can help you reduce costs, increase efficiency and make care more patient-centric. - **"A Beginner's Guide to Big Data Recruiting and Hiring."** Big data is taking over recruiting in a big way. In this article, we cover everything you need to know about big data recruiting and hiring. - **"**[ETL vs. ELT: How to Choose the Best Approach for Your Data Warehouse.](https://www.softwareadvice.com/resources/etl-vs-elt-for-your-data-warehouse/)**"** Just as big data looks to overwhelm current data storage capabilities, extract, load and transform (ELT) promises to keep things in check. Learn more about this new data integration approach in our [buyer's guide](https://www.softwareadvice.com/bi/data-integration-tools-comparison/#buyers-guide). ### Related Big Data Software - [Business Intelligence Software](https://www.softwareadvice.com/bi/) - [Dashboard Software](https://www.softwareadvice.com/bi/dashboard-comparison/) - [Data Visualization Software](https://www.softwareadvice.com/bi/data-visualization-comparison/)