--- title: The 5 Best Retail Analytics Software Tools of 2026 --- # The 5 Best Retail Analytics Software Tools of 2026 Last Reviewed: March 18, 2026 4 min read [8 comments](https://www.selecthub.com/business-analytics/top-analytical-tools-retail/#comments) [ ![Ritinder Kaur](https://www.selecthub.com/wp-content/uploads/2021/06/cropped-Ritinder-Kaur-v2-1-96x96.png) ](https://www.selecthub.com/author/ritinder-kaur/) [Written by Ritinder Kaur](https://www.selecthub.com/author/ritinder-kaur/) Sr. Technical Content Writer [ ![Hunter Lowe](https://www.selecthub.com/wp-content/uploads/2023/11/cropped-Hunter-Headshot-96x96.jpg) ](https://www.selecthub.com/author/hunter-lowe/) [Edited by Hunter Lowe](https://www.selecthub.com/author/hunter-lowe/) Content Editor [ ![Sagardeep Roy](https://www.selecthub.com/wp-content/uploads/2025/01/Sagardeep-Roy-96x96.jpg) ](https://www.selecthub.com/author/sagardeep-roy/) [Technical Research by Sagardeep Roy](https://www.selecthub.com/author/sagardeep-roy/) Senior Analyst Table of Contents * [Best Retail Analytics Software Tools](#Best%5FRetail%5FAnalytics%5FSoftware%5FTools) * [Power BI](#Power%5FBI) * [Oracle Analytics Cloud](#Oracle%5FAnalytics%5FCloud) * [Strategy One](#Strategy%5FOne) * [Qlik Sense](#Qlik%5FSense) * [Spotfire](#Spotfire) * [How We Choose Products](#How%5FWe%5FChoose%5FProducts) * [Use Cases](#Use%5FCases) * [Walmart](#Walmart) * [PDPAOLA](#PDPAOLA) * [Features to Consider](#Features%5Fto%5FConsider) * [Next Steps](#Next%5FSteps) Did you know that the top 25 fashion retailers garnered over [90% of retail revenue](https://www.mckinsey.com/industries/retail/our-insights/jumpstarting-value-creation-with-data-and-analytics-in-fashion-and-luxury) during the pandemic? What are they doing right, and why don’t we see more of it? What’s holding back other players? Much of it has to do with [business analytics tools](https://www.selecthub.com/c/business-analytics-tools/) and data culture. Not having the right retail analytics software and mindset can set you back. This article introduces you to the best retail solutions and answers the above questions. [Compare Top Business Analytics Software Leaders](https://pmo.selecthub.com/ba-report-pd-vers/) Select up to 5 products from the list below to compare \> < | Product | Analyst Score i SelectHub's Analyst Rating is based on data from our 400+ point analysis of Business Intelligence Tools, user reviews, and our own crowd-sourced data from our free software selection platform. Scores are used to determine the top features and are periodically updated via ongoing selection projects and user activity within our platform. | Awards | User Sentiment Score i The percentage of users who would recommend this product based on user reviews collected from popular reviews sites. | Start Price | Free Trial | Company Size | Deployment | | ------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------ | ------------------------------------------------------------------------------------------------------------------------------------------- | ----------- | ---------- | ------------ | ---------- | | [Strategy One](https://www.selecthub.com/p/business-intelligence-tools/strategy-one/) | 90 | Best Overall | 84%Great | $13Per User, Monthly | 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Strategy+One&category=Business+Intelligence+Tools&product%5Flogo=https://cdn.selecthub.com/products/2df45244f09369e16ea3f9117ca45157-01fabb80c1ce32bd1e4b7632202cfdaf/resources/original/logo.svg?1748904472)) | Small Medium Large | Cloud On-Premise | | ----------------------------------------------------------------------------------------------------- | -- | ----------------------------------------------- | -------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------ | ---------------- | | [Oracle Analytics Cloud](https://www.selecthub.com/p/data-analytics-software/oracle-analytics-cloud/) | 89 | Best for Augmented Analytics | 83%Great | $16Per User, Monthly | 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Oracle+Analytics+Cloud&category=Business+Intelligence+Tools&product%5Flogo=https://cdn.selecthub.com/products/2b45c629e577731c4df84fc34f936a89-3c4c6fb8508063b3d6f2ed03a5737093/resources/normal/logo.png?1723059279)) | Small Medium Large | Cloud On-Premise | | [Power BI](https://www.selecthub.com/p/business-intelligence-tools/power-bi/) | 87 | Best for Embedded Analytics Capabilities | 89%Great | $14Per User, Monthly | 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Power+BI&category=Business+Intelligence+Tools&product%5Flogo=https://cdn.selecthub.com/products/83f2550373f2f19492aa30fbd5b57512-f512a2427dbe017c62a1133c6c6272a5/resources/normal/logo.png?1717438340)) | Small Medium Large | Cloud On-Premise | | [Qlik Sense](https://www.selecthub.com/p/business-intelligence-tools/qlik-sense/) | 87 | None | 85%Great | $31Per User, Monthly | 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Qlik+Sense&category=Business+Intelligence+Tools&product%5Flogo=https://cdn.selecthub.com/products/cd0b43eac0392accf3624b7372dec36e-dafb46ccbc34410f1e66d4389201cef5/resources/original/logo.svg?1743089188)) | Small Medium Large | Cloud On-Premise | | [Spotfire](https://www.selecthub.com/p/data-visualization-tools/spotfire/) | 83 | Best for Geospatial Visualizations and Analysis | 86%Great | Custom Quote i Spotfire doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Business Intelligence Tools typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. | 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Spotfire&category=Business+Intelligence+Tools&product%5Flogo=https://cdn.selecthub.com/products/cd0cbcc668fe4bc58e0af3cc7e0a653d-87a0c205da0ba5c4f1df07ea520af2bc/resources/normal/logo.png?1723575768)) | Small Medium Large | Cloud On-Premise | Compare Compare ## Best Retail Analytics Software Tools The SelectHub research team compared leading retail systems by feature. They ranked each attribute on how well it addressed the needs of the retail industry. Each product got a score of 100 for fully supported features while missing features received a zero. Plus, our analysts made a note of partner integrations, required workarounds and the need for custom development for features missing out of the box. Here’s a discussion of the top five retail analytics tools. We unlocked this data from our [JumpStart Platform](https://pmo.selecthub.com/ba-req-template/) to assist your software search. [ ![Power BI](https://cdn.selecthub.com/products/83f2550373f2f19492aa30fbd5b57512-f512a2427dbe017c62a1133c6c6272a5/resources/normal/logo.png?1717438340 "Power BI") ](https://www.selecthub.com/p/business-intelligence-tools/power-bi/) ### [Power BI](https://www.selecthub.com/p/business-intelligence-tools/power-bi/) Analyst Score 87 Compare User Sentiment: 89% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $14Per User, Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Business+Intelligence+Tools&product%5Fname=Power%2BBI&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F83f2550373f2f19492aa30fbd5b57512-f512a2427dbe017c62a1133c6c6272a5%2Fresources%2Fnormal%2Flogo.png%3F1717438340&price=2) Free Trial: 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Power+BI&category=Business+Intelligence+Tools&product%5Flogo=https://cdn.selecthub.com/products/83f2550373f2f19492aa30fbd5b57512-f512a2427dbe017c62a1133c6c6272a5/resources/normal/logo.png?1717438340)) Good For: Any company size Best For: Embedded Analytics CapabilitiesGeospatial Visualizations and AnalysisMobile Capabilities Feature Scores Advanced Analytics Augmented Analytics Data Management Data Pre-processing Data Transformation Data Visualization Embedded AnalyticsCapabilities GeospatialVisualizations andAnalysis Mobile Capabilities Platform Capabilities Reporting Availability andScalability Integrations andExtensibility Platform Compliance Platform Security 846810073100971001001009610097921001000255075100 expand scores * Pros & Cons * ★ Review * Key Features * Media * **Integrations:** Around 95% of users who mentioned data sources said they were satisfied with its flexibility in connecting to sources. * **Data Visualization:** About 93% of the users who discussed visual analysis said they relied on it for daily reporting. * **Functionality:** Over 75% of the users reviewing features said they were impressed with its live queries, DAX calculations and data modeling. * **Ease of Use:** Approximately 72% of the users who mentioned its UI said it was straightforward to use. * **Speed:** About 95% of recent reviews citing performance said the platform lagged when dealing with large data volumes. * **Adoption:** Around 81.5% of the reviewers mentioning adoption said the learning curve was steep. * **Cost:** Approximately 71% of users discussing pricing complained about the platform being expensive. [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/power-bi/) [Visit Site](https://www.microsoft.com/en-us/power-platform/products/power-bi) Our researchers ranked products on a whole bunch of features. They include data management, querying and visualization, advanced and embedded analytics, mobile BI, and IoT and location analytics. [Heathrow Airport](https://www.microsoft.com/en/customers/story/709586-heathrow-airport-travel-transportation-powerbi-azure#customers-share-modal-dialog) relies on Power BI and Azure Analytics to handle 80 million passengers daily with an army of 75,000 employees. Azure pushes data from flight updates, passenger services and weather reports to Power BI, helping employees prepare for whatever comes their way — a huge asset when flights are delayed and the airport needs to be ready with extra personnel, buses, snacks and waiting areas. In our rankings, Power BI scores 87 for connectivity, leaving behind Tableau, Oracle Analytics and Dundas BI. Robust Microsoft technology is one reason, for sure. Besides, intelligent techniques like DirectQuery and easy data modeling make it popular among users. In product reviews, some users mentioned a lag when sharing reports from the desktop to the cloud. For me, the platform was a tad slow to start, but otherwise, it stayed performant for my average-sized dataset. Some users found the pricing structure too complex. While using Azure data in Power BI for basic queries is free, costs can add up when you go for text and sentiment analysis. With Microsoft Fabric, the pricing complexity is set to rise. Though Power BI is available separately too, you’ll need to rely on Fabric to manage users, licenses and other administrative tasks. About 31% of the users mentioning cost complained about onboarding difficulties, possibly because DAX introduces the complexity of learning syntax. It can daunt non-technical users initially, but guided formulas can make the task easier. That said, I agree with the majority of user reviews that training will speed up onboarding and help your team maximize the investment. Overall, Power BI has many powerful features and will give you value for your money. If you’re not a Microsoft user yet, it’s worth checking out for the baked-in vendor technologies like Azure and SSAS. If you are an MS user, Power BI might be a no-brainer, though be prepared to shell out a little extra for advanced functionality and additional modules. [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/power-bi/) [Visit Site](https://www.microsoft.com/en-us/power-platform/products/power-bi) * **Dataflows:** Save time with reusable workflows that lock the logic in. While shared datasets are open to interpretation, dataflows will take your users in one direction only, ensuring consistent results. It’s like a written recipe, just follow the steps to get the taste right. * **Analyze in Excel:** Focus on the end game. Give your teams the freedom to analyze their data in Excel and move the results back to Power BI. * **DAX:** Empower your people to go beyond raw data. Derive calculated columns and measures with Data Analysis Expressions. Watch them update as you apply filters and slicers and interact with data in other ways. * **Key Influencers Visual:** Make informed decisions by isolating the factors affecting a critical metric. For example, if you’re a transporter, does terrain impact how consistently your trucks deliver, or is the average age of your fleet vehicles also a factor? * **Decomposition Tree:** Identify which product category or region contributed most to sales increase or decrease. For instance, you can analyze sales trends by channel with the decomposition tree. [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/power-bi/) [Visit Site](https://www.microsoft.com/en-us/power-platform/products/power-bi) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/power-bi/) [Visit Site](https://www.microsoft.com/en-us/power-platform/products/power-bi) [ ![Oracle Analytics Cloud](https://cdn.selecthub.com/products/2b45c629e577731c4df84fc34f936a89-3c4c6fb8508063b3d6f2ed03a5737093/resources/normal/logo.png?1723059279 "Oracle Analytics Cloud") ](https://www.selecthub.com/p/data-analytics-software/oracle-analytics-cloud/) ### [Oracle Analytics Cloud](https://www.selecthub.com/p/data-analytics-software/oracle-analytics-cloud/) Analyst Score 89 Compare User Sentiment: 83% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $16Per User, Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Oracle%2BAnalytics%2BCloud&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F2b45c629e577731c4df84fc34f936a89-3c4c6fb8508063b3d6f2ed03a5737093%2Fresources%2Fnormal%2Flogo.png%3F1723059279&price=2) Free Trial: 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Oracle+Analytics+Cloud&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/2b45c629e577731c4df84fc34f936a89-3c4c6fb8508063b3d6f2ed03a5737093/resources/normal/logo.png?1723059279)) Good For: Any company size Best For: Data Pre-processingGeospatial Visualizations and AnalysisAugmented Analytics Feature Scores Advanced Analytics Augmented Analytics Data Management Data Pre-processing Data Transformation Data Visualization Embedded AnalyticsCapabilities GeospatialVisualizations andAnalysis Mobile Capabilities Platform Capabilities Reporting Availability andScalability Integrations andExtensibility Platform Compliance Platform Security 888210010010010071100798398100971001000255075100 expand scores * Pros & Cons * ★ Review * Key Features * Media * **User-Friendly:** Citing its interface, about 91% of users agreed that a drag-and-drop UI makes it easy to use. * **Machine Learning:** Around 86% of users who discussed augmented analytics were impressed with its ML capabilities. * **Integrations:** Approximately 84% of users who mentioned connectivity said the platform worked well with other systems, especially Oracle products. * **Functionality:** According to 83% of users who reviewed capabilities, it has all the required features to support data tasks. * **Data Visualization:** Around 73% of users who mentioned visualization praised the platform for its storytelling features. * **Price:** About 88% of reviews citing pricing said that it’s too expensive. * **Adoption:** Approximately 87% of users who discussed onboarding said there’s a significant learning curve. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/oracle-analytics-cloud/) [Visit Site](https://www.oracle.com/analytics/) Oracle Analytics Cloud is among the vendor’s many data services, including a business intelligence suite and a data intelligence platform. Besides, Oracle offers bespoke solutions for HCM, supply chain and customer experience. What differentiates Oracle Analytics is that extra dash of augmented capabilities. Embedded BI is where it truly shines, giving you natural language insights with a single click. This feature extends to its mobile app, and it outperforms many leading platforms with natural language queries and podcasts on mobile. If you’re worried about data silos slowing operations, you can say goodbye to them with this platform. Here’s a real-world example showing how Oracle Analytics expertly consolidates data. Oracle reports that one [data science company](https://www.oracle.com/a/ocom/docs/oracle-roi-case-study-data-science.pdf) saved over €5,000,000 in legacy system costs and achieved an annual ROI of 48% after migrating to Oracle Analytics and the Oracle Fusion Data Intelligence platform. According to our researchers, Oracle Analytics Cloud has fewer out-of-the-box features than its competitors, such as Power BI and Qlik Sense. Plus, licensing becomes complex when combining the database, middleware and analytics applications. It’s common for large vendors to offer specialized platforms, but the downside is that they can be out of reach of small organizations. But there’s a silver lining. Many vendors offer customized solutions, so we advise reaching out to the vendor for quotes. Users appreciate its regular updates, but some report initial bugs due to its relative newness. Despite a positive user experience, the learning curve can be steep. Some users found technical support slow and inadequate, as did I. They took two business days to get back to me when I needed assistance with my account. Oracle Analytics, though a robust platform, is suitable for mid- and large organizations. If you seek a powerful, scalable platform, consider opting for a trial, but be prepared for sticker shock, especially if you’re new to the Oracle ecosystem. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/oracle-analytics-cloud/) [Visit Site](https://www.oracle.com/analytics/) * **Deployment:** Install and run anywhere, including as a hybrid solution. Scale the instance depending on your workload — deploy OCPUs in multiples of two, extending up to 52\. Or pause it when idle. Though identity management is available, there is the option to use one’s own SSO provider. Admins can set user, group and role-based permissions. * **Direct Query:** Oracle Analytics Cloud uses live queries and data caching to fetch responses. Each has its downside. Live connections are heavier on the system, and you might have to compromise on data freshness with data caching. A combination of both might be best. Consider live queries for critical KPIs and data caching for less frequent queries. * **Data Preparation:** Enrich data from the interface — get data quality insights as you work. Remove the grunt work — create reusable flows for transforming data you can test, share and schedule. Add custom calculations or write regular expressions in the dataset editor. * **Semantic Data Modeling:** Engage business, dev and data teams in meaningful discussions. Give them data views with a presentation layer that simplifies metrics. Hide the physical data structure with a logical one that speaks the business language. Give stakeholders the power to explore data independently. * **AI/ML:** Boost productivity with embedded machine learning and natural language insights every step of the way. Display quick forecasts, trend lines and clusters from a popup menu with one click. View the basic facts, key drivers and anomalies with the Explain option. Hit the ground running with recommendations on dimensions, measures and attributes to use when you don’t know where to start. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/oracle-analytics-cloud/) [Visit Site](https://www.oracle.com/analytics/) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [Read Full Review](https://www.selecthub.com/p/data-analytics-software/oracle-analytics-cloud/) [Visit Site](https://www.oracle.com/analytics/) ![Best overall award](https://www.selecthub.com/display/images/best%20overall.svg) [ ![Strategy One](https://cdn.selecthub.com/products/2df45244f09369e16ea3f9117ca45157-01fabb80c1ce32bd1e4b7632202cfdaf/resources/original/logo.svg?1748904472 "Strategy One") ](https://www.selecthub.com/p/business-intelligence-tools/strategy-one/) ### [Strategy One](https://www.selecthub.com/p/business-intelligence-tools/strategy-one/) Analyst Score 90 Compare User Sentiment: 84% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $13Per User, Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Business+Intelligence+Tools&product%5Fname=Strategy%2BOne&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F2df45244f09369e16ea3f9117ca45157-01fabb80c1ce32bd1e4b7632202cfdaf%2Fresources%2Foriginal%2Flogo.svg%3F1748904472&price=2) Free Trial: 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Strategy+One&category=Business+Intelligence+Tools&product%5Flogo=https://cdn.selecthub.com/products/2df45244f09369e16ea3f9117ca45157-01fabb80c1ce32bd1e4b7632202cfdaf/resources/original/logo.svg?1748904472)) Good For: Medium & large companies Best For: Data Pre-processingEmbedded Analytics CapabilitiesGeospatial Visualizations and AnalysisMobile Capabilities Feature Scores Advanced Analytics Augmented Analytics Data Management Data Pre-processing Data Transformation Data Visualization Embedded AnalyticsCapabilities GeospatialVisualizations andAnalysis Mobile Capabilities Platform Capabilities Reporting Availability andScalability Integrations andExtensibility Platform Compliance Platform Security 94661001009710010010010096100100941001000255075100 expand scores * Pros & Cons * ★ Review * Key Features * Media * **Data Visualization:** Users were satisfied with its powerful dashboards and personalization options for self-service analytics. * **Functionality:** Reviewers praised the platform for delivering on capabilities and scaling with their data needs. * **Ease of Use:** User reviews appreciated its reusable objects and semantic layer for automating data wrangling and visualization workflows. * **Cost:** A majority of the users found the platform to be expensive. * **Adoption:** Most reviews said the platform had a steep learning curve. [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/strategy-one/) [Visit Site](https://www.strategysoftware.com/strategyone) Strategy One is a patchwork quilt of products on the web, desktop and mobile. There’s the Strategy One Library where you can access published content and Auto Express for dashboarding and bot creation. Anyone with basic data skills can feed information to a bot and gain insights in seconds, a key reason why companies across industries are using it to successfully manage their operations. You don’t have to take my word for it — one real-life example of Strategy One in action is Europe’s leading eTailer of children’s products, [babymarkt](https://www.strategysoftware.com/customer-stories/babymarkt-applied-data-analytics). They have online stores in 14 European countries and China, which, needless to say, is a lot to manage. But after implementing Strategy One, they were able to achieve more efficient inventory management, order procurement and digital ad campaigns, resulting in an annual revenue growth of 30%. You don’t need a credit card to sign up for the free trial, but you won’t be able to publish content to the server without a paid upgrade. As for choosing which edition to use, there’s the web and the desktop instance. Which one will suit you? Maybe both? Strategy One Workstation is for developers and data analysts and is more robust for manipulating data. It provides administrative control, even when offline, and helps prototype content before it goes live. Combining multiple visualizations on a single page provided me with more context for the same data. On the other hand, the Workstation version lacks the same level of natural language processing as the web version. Strategy One Web is for delivering content to your clients. Being online, it’s open to seamless upgrades and customization, and identity management and collaboration are built in. If you have a small organization, the web version might suffice, but you might want to consider going for both if you deal with large data volumes. Metadata mapping was immensely useful to me when designing a bot using Strategy One Auto Express. All I needed to do was feed it the data, and it generated a slew of questions I might want to ask. With a semantic layer, Strategy One is among the BI tools that work best with large data warehouses. If you’ve just started in business or haven’t got large data volumes yet, you might want to consider a simpler tool. An oft-repeated sentiment in user reviews was that this motley crew of products — web, desktop and mobile — didn’t always sync. The vendor positions Strategy One as a unified solution that’ll, hopefully, eliminate these annoyances. On the flip side, quite a few users said it could be clunky for inexperienced users. Also, some reviewers said it slowed on occasion. Most people said the solution was expensive and found its learning curve quite steep. In summary, Strategy One is worth considering, especially if you’re a medium or large-sized company looking for a web reporting tool with a user-friendly interface. [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/strategy-one/) [Visit Site](https://www.strategysoftware.com/strategyone) * **HyperIntelligence:** Learn about departments or employees by hovering over their names. To get ready information, add the HyperIntelligence extension to your Chrome instance and configure it to your Strategy One environment. * **Auto Express:** Shift the heavy lifting to AI bots — have them analyze your dashboards and suggest deep-dive questions, many of which you might not have thought of. Pull data from [Amazon Redshift](https://www.selecthub.com/p/big-data-platform-software/redshift/), Azure SQL Database, [Databricks](https://www.selecthub.com/p/big-data-analytics-tools/azure-databricks/), [Google BigQuery](https://www.selecthub.com/p/big-data-analytics-tools/bigquery/) and [Snowflake](https://www.selecthub.com/p/business-intelligence-tools/snowflake/), among others. * **Action Triggers:** Update data in [Salesforce CRM](https://www.selecthub.com/p/crm-software/salesforce/), trigger email campaigns in [Marketo](https://www.selecthub.com/p/marketing-automation-software/marketo/), or approve expenses in [Workday](https://www.selecthub.com/p/procurement-software/workday-spend-management/) from a Strategy One dashboard. Triggering workflows from dashboards is available in Strategy One and Auto Express. * **Intelligent Cubes Technology:** Drive targeted marketing campaigns by digging deep into buyer demographics, purchase histories and engagement levels. Create an Intelligent Cube to store data in memory and reuse it for as many reports as desired. * **Metadata Management:** Organize data using a handy index that points to where everything is. It also gives contextual names to datasets so everyone uses the same terminology. Metadata management establishes data lineage by narrating its entire journey — where it started, how it was changed and which tasks use it now. [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/strategy-one/) [Visit Site](https://www.strategysoftware.com/strategyone) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/strategy-one/) [Visit Site](https://www.strategysoftware.com/strategyone) [ ![Qlik Sense](https://cdn.selecthub.com/products/cd0b43eac0392accf3624b7372dec36e-dafb46ccbc34410f1e66d4389201cef5/resources/original/logo.svg?1743089188 "Qlik Sense") ](https://www.selecthub.com/p/business-intelligence-tools/qlik-sense/) ### [Qlik Sense](https://www.selecthub.com/p/business-intelligence-tools/qlik-sense/) Analyst Score 87 Compare User Sentiment: 85% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $31Per User, Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Business+Intelligence+Tools&product%5Fname=Qlik%2BSense&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fcd0b43eac0392accf3624b7372dec36e-dafb46ccbc34410f1e66d4389201cef5%2Fresources%2Foriginal%2Flogo.svg%3F1743089188&price=2) Free Trial: 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Qlik+Sense&category=Business+Intelligence+Tools&product%5Flogo=https://cdn.selecthub.com/products/cd0b43eac0392accf3624b7372dec36e-dafb46ccbc34410f1e66d4389201cef5/resources/original/logo.svg?1743089188)) Good For: Any company size Feature Scores Advanced Analytics Augmented Analytics Data Management Data Pre-processing Data Transformation Data Visualization Embedded AnalyticsCapabilities GeospatialVisualizations andAnalysis Mobile Capabilities Platform Capabilities Reporting Availability andScalability Integrations andExtensibility Platform Compliance Platform Security 948010090100100968079968810093861000255075100 expand scores * Pros & Cons * ★ Review * Key Features * Media * **Integrations:** Approximately 86% of users reviewing data sources were satisfied with its wide connectivity. * **Ease of Use:** About 84% of users who cited usability praised the platform for self-service BI. * **Functionality:** Around 80% of the reviews that mentioned features praised it for ETL and data visualization. * **Data Visualization:** About 66% of the users discussing dashboards were satisfied with its interactive displays that allowed them to dig deep. * **Cost:** About 87% of users who mentioned pricing found the tool expensive. * **Performance:** Around 86% of users citing speed said it lagged when processing large and complex datasets. * **Training:** Approximately 69% of users who discussed adoption said there was a significant learning curve. * **Customization:** Around 65% of users who mentioned the freedom to design dashboards said the tool offered limited options. [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/qlik-sense/) [Visit Site](https://www.qlik.com/us/products/qlik-sense) Qlik Sense focuses on independent data analysis for enterprises with advanced tools that include AI, natural language processing and automation. The platform’s shining feature is an associative engine that successfully links related data sets to uncover meaningful insights. [Intuit](https://www.qlik.com/us/solutions/customers/customer-stories/intuit), the technology leader, relies on Qlik Sense to drive a company-wide portal that eliminates reporting inconsistency due to data silos. As a result, over a third of their workforce actively uses the portal for real-time analytics, with a 10X adoption increase within two years. Its Intelligent dataset-linking functionality gets my vote as the most significant differentiator since it makes data modeling seamless and saves time. It was the highlight of my product trial as I could view and establish dataset associations between multiple tables at the onset, and it was a welcome change from creating data models from scratch. On that note, the master list of fields was a lifesaver, allowing me to study data from any of the uploaded tables as a dashboard or standalone visualization by combining it with data from other tables. When stuck, I could rely on the Insight Advisor for explanations and deeper questions. In comparison, manually linking tables in Tableau and Power BI felt like a huge task when I took them for a test drive. Qlik has ready-to-go modules for analytics, automation and printing, which Qlik Sense uses extensively, so keeping it lean is a smart vendor move. Factor in the cost of these additional modules when budgeting. Qlik Sense SaaS is multi-cloud, so unless the admin assigns separate workspaces, your users won’t be able to create personal dashboards — everything is shared otherwise. Some users said the platform slowed when processing large workloads, which is a common issue with many other platforms. Assess your need for speed before committing to a purchase. If upgrading from QlikView, you’ll need to create new objects initially, as both platforms have different architectures. However, the vendor assists in seamless migration with the Qlik Analytics Modernization program. Overall, Qlik Sense is an efficient platform that offers many analysis capabilities worth considering. We recommend checking it out if you’re looking for an alternative to Power BI, entrenched in Microsoft technology, or Tableau, with its emphasis on visualization. [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/qlik-sense/) [Visit Site](https://www.qlik.com/us/products/qlik-sense) * **IoT Analytics:** The Qlik Associative Engine enables edge analytics in various applications, from smart sensor technology in home devices to internet-connected pacemakers in healthcare. Other use cases include gathering environmental data for farming and tracking equipment for fleet management and manufacturing. * **Qlik AutoML:** Qlik Sense offers key driver analysis, automated forecasts and contextual insights using Qlik’s machine learning component. The Insight Advisor lets you ask questions and get answers in plain text or graphics. * **Live Connections:** When loading data into memory, Qlik Sense can leave some data out and still use it in dashboards and queries. When you ask for the data, the platform fetches it directly from the source and shows the real-time data in the chart. It updates the data in memory only if you apply calculations or filters. * **AI Integration:** Ask and answer questions in natural language and automate processes using OpenAI and H2O.ai. Feed massive datasets to the LLM and watch as it summarizes the insight for you. Move beyond traditional analysis by working with the IBM Watson API for natural language. * **Qlik Sense Management Console:** Develop apps, manage tasks and connections, and track performance. With QMC, create content and consume data insights. [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/qlik-sense/) [Visit Site](https://www.qlik.com/us/products/qlik-sense) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [Read Full Review](https://www.selecthub.com/p/business-intelligence-tools/qlik-sense/) [Visit Site](https://www.qlik.com/us/products/qlik-sense) [ ![Spotfire](https://cdn.selecthub.com/products/cd0cbcc668fe4bc58e0af3cc7e0a653d-87a0c205da0ba5c4f1df07ea520af2bc/resources/normal/logo.png?1723575768 "Spotfire") ](https://www.selecthub.com/p/data-visualization-tools/spotfire/) ### [Spotfire](https://www.selecthub.com/p/data-visualization-tools/spotfire/) Analyst Score 83 Compare User Sentiment: 86% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ Custom Quote i Spotfire doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Visualization Tools typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Visualization+Tools&product%5Fname=Spotfire&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fcd0cbcc668fe4bc58e0af3cc7e0a653d-87a0c205da0ba5c4f1df07ea520af2bc%2Fresources%2Fnormal%2Flogo.png%3F1723575768&price=2) Free Trial: 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Spotfire&category=Data+Visualization+Tools&product%5Flogo=https://cdn.selecthub.com/products/cd0cbcc668fe4bc58e0af3cc7e0a653d-87a0c205da0ba5c4f1df07ea520af2bc/resources/normal/logo.png?1723575768)) Good For: Any company size Best For: Geospatial Visualizations and Analysis Feature Scores Advanced Analytics Augmented Analytics Data Management Data Pre-processing Data Transformation Data Visualization Embedded AnalyticsCapabilities GeospatialVisualizations andAnalysis Mobile Capabilities Platform Capabilities Reporting Availability andScalability Integrations andExtensibility Platform Compliance Platform Security 80451009090907510084831001009886960255075100 expand scores * Pros & Cons * ★ Review * Key Features * Media * **Data Visualization:** About 86% of reviewers were satisfied with the available options when designing dashboards. * **Support:** Around 74% of users praised vendor support for their timely response and helpful attitude. * **Integration:** Almost 72% of users were satisfied that it integrates with their preferred systems. * **Friendly Interface:** Around 68% of reviewers said the platform was easy to use. * **Functionality:** About 64% of users said it had a rich feature set. * **Cost:** Around 96% of the user reviews said it the price was high and licensing complex. * **Adoption:** 90% of reviewers said there was a significant learning curve and users would need specialized knowledge of data science and statistics. [Read Full Review](https://www.selecthub.com/p/data-visualization-tools/spotfire/) [Visit Site](https://www.spotfire.com/) In online reviews, Spotfire emerges as a user-friendly big data platform. Most users found data exploration easy with a drag-and-drop interface. Some users said the UI was dated, though, and said it could use a revamp. Most users praised its interactive visualizations and dashboards, saying they helped them interpret data better. But, a few said they would love to have more visuals to choose from. [Keysight Technologies](https://www.spotfire.com/customers/keysight-technologies) saved their client a lot of headaches by pinpointing why their equipment was failing much before the expected date — prolonged usage beyond the prescribed duration. Quicker data loads with Spotfire meant fast reporting, which helped spot the issue in no time. A user mentioned they did the calculations in Excel and imported them into Spotfire for visualization. It’s a common scenario when a steep learning curve slows down adoption, and teams fall back on Excel. In my opinion, attempting to replace Excel would be asking too much of your teams, no matter what software you plan to use, and using a combination of the two would help ease the transition. Most users said Spotfire takes time to learn. You might have to opt for a balance of multiple platforms to balance your departmental and enterprise needs. Spotfire surpasses Excel in data management, especially data prep. Customizable visualizations and custom Mods give you enough freedom to work within the platform. Though 72% of reviewers were happy with the integrations, Spotfire lacks some standard connectors, such as for Apache Kafka, forcing users to rely on workarounds. A majority of users found its pricing structure complex, especially as users increased. In such cases, organizations often tend to opt for a cheaper alternative for less advanced use cases while using the pricier platform for the critical ones. We advise doing a deep dive into the vendor's pricing plans to avoid making your tech stack top-heavy. [Read Full Review](https://www.selecthub.com/p/data-visualization-tools/spotfire/) [Visit Site](https://www.spotfire.com/) * **Spotfire Actions:** Decide what to do with and act instantly — no need to switch to your procurement application to pause new orders. This powerful feature allows you to run scripts within analytics workflows. You can also trigger actions in your external system through visualization. Spotfire can set up over 200 commercial connections and has 1800 community connectors. * **Mods:** Build reusable workflows and visualization components, much like apps in Power BI and Qlik Sense. They allow your users to tailor their analytical processes so they don’t have to start from scratch every time. Based on code, they run in a sandbox with limited access to system resources for security. Users can share them through the Spotfire library. Mods improve efficiency and collaboration. * **Batch Edits:** Make similar changes to multiple files in one go. Write custom scripts to call the Spotfire API that’ll make changes to the files. Update the IronPython version to the latest one or embed the Spotfire JQueryUI library instead of its references. * **Recurring Jobs:** Simplify event scheduling to better manage your time and tasks. Improve efficiency and deliver reports at the same time on the same day of the week or month. The latest Spotfire version allows you to set recurring automation jobs to occur every X hours, days, weeks or months. * **Web Player REST API:** Share insight with clients and partners without them needing to sign up for a paid Spotfire account. Engage them via data visualizations on the web browser, thanks to Spotfire Web Player. Update analyses on the web with real-time data in the latest Spotfire version. [Read Full Review](https://www.selecthub.com/p/data-visualization-tools/spotfire/) [Visit Site](https://www.spotfire.com/) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [Read Full Review](https://www.selecthub.com/p/data-visualization-tools/spotfire/) [Visit Site](https://www.spotfire.com/) ## How We Choose Products Our team of writers and analysts at SelectHub is committed to giving you the best recommendations based on our data. To make our list, products had to meet two criteria: 1. Closely match the topic 2. Earn a top-5 analyst score in our selection platform Our analyst scores are based on an in-depth research process using primary and secondary sources. This includes SelectHub Analyst Briefings, direct communication with vendors, and reviewing materials such as user reviews, product brochures, specification sheets, case studies, user manuals, and technical documentation. Our platform’s Scoring Engine processes the research and computes the analyst score. The score also factors in platform settings such as industry and company size. Learn more about our [**research methodology**](https://www.selecthub.com/research-methodology/) and [**editorial standards**](https://www.selecthub.com/editorial-guidelines/) ## Use Cases ### Walmart Here’s how [Walmart](https://tech.walmart.com/content/walmart-global-tech/en%5Fus/news/articles/three-ways-we-are-using-conversational-ai-at-walmart.html) aced the retail game. * They enabled voice shopping by pairing their app with smartphones and speakers. * With text-to-shop, you can search, add or remove products from your cart and schedule a delivery. * Ask Sam, an AI voice assistant, helps staff locate items, look up prices and view sales information. Walmart has millions of products spread over thousands of stores, making Ask Sam a life-saver for staff. ### PDPAOLA PDPAOLA, an online jewelry business, struggled with scaling data pipelines on Google. Would they need to hire more employees? The [company opted for Google Cloud Dataprep](https://www.alteryx.com/resources/customer-story/pdpaola-stands-out-in-a-crowded-ecommerce-market-with-google-cloud-dataprep), powered by [Alteryx](https://www.selecthub.com/p/big-data-analytics-tools/alteryx/), for automated data prep. Now, one employee manages several data pipelines! Their other challenge was procuring deeper insights. They chose Stitch to ingest diverse data types and Google BigQuery to clean and organize data. Visualization and reporting happen in Google Data Studio. Now, they can view shipping and product information and Google Analytics data together. Dataprep drives intelligent business decisions, empowering the company to hold its own. ## Features to Consider Here’s a handy requirements list. * **[Data integration](https://www.selecthub.com/c/data-integration-tools/) and Management** * **Connectors and Integrations:** Can the system connect to your POS, CRM, inventory and marketing platforms? Are pre-built connectors and integrations available? * **Data Cleaning:** Can it handle missing and incorrect values and duplicates? Are data cleaning and conversion tools available? * **Security and Governance:** Will data stay secure and confidential? Is user management part of the feature set? * **Analytics** * **Reporting and Visualization:** Are your preferred reports, dashboards, charts and graphs available? * **Analysis Techniques:** Are descriptive statistics, correlations and predictive modeling available? How does the software perform when handling large datasets? * **AI and Machine Learning:** Is workflow automation available? Which parts of the data modeling process can you automate? * Is the user interface intuitive and accessible? * Is the tool scalable and affordable? * Did you factor in hidden costs and additional charges? * How responsive is vendor support? [Compare Top Business Analytics Software Leaders](https://pmo.selecthub.com/ba-report-pd-vers/) ## Next Steps The sky is the limit for retail analytics software, and companies are nailing it with modern tech stacks. Convincing senior stakeholders about the pros and cons of your shortlisted product requires hardcore data. And we have just the thing. Get our free [comparison report](https://pmo.selecthub.com/ba-report-pd-vers/) to evaluate up to five products at a time for your company size. Our analyst scores will help your stakeholders make an informed decision. All the best! Have you used retail analytics platforms? What were your takeaways? Let us know in the comments! **Analyst-Picked Related Content** **Pricing Guide:** [Discover the true cost of Business Analytics software ](https://pmo.selecthub.com/ba-report-pd-vers/?category=Business%20Analytics%20Tools) **Comparison Report:** [An Interactive analyst report with comparison ratings, reviews and pricing ](https://pmo.selecthub.com/ba-report-pd-vers/) ### Trending Topics #### [Big Data](https://www.selecthub.com/category/big-data-analytics/) [Business Analytics vs. Data Analytics: What’s the Difference?](https://www.selecthub.com/business-analytics/web-analytics-and-business-analytics/) [Would you believe that over 100,000 business analytics jobs were posted in the U.S. as… ](https://www.selecthub.com/business-analytics/web-analytics-and-business-analytics/) [ ![Ritinder Kaur](https://www.selecthub.com/wp-content/uploads/2021/06/cropped-Ritinder-Kaur-v2-1-96x96.png) Ritinder Kaur ](https://www.selecthub.com/author/ritinder-kaur/) May 12, 2026 #### [Business Analytics](https://www.selecthub.com/category/business-analytics/) [The 5 Best Visual Analytics Tools of 2026](https://www.selecthub.com/business-intelligence/visual-analytics-tools/) [Choosing visual analytics software can feel overwhelming. 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Contributions from Ritinder Kaur, Sagardeep Roy, Akshay Parekh, and Hunter Lowe. ## About the Contributors The following team members helped research, create, and review this content. [ ](https://www.selecthub.com/author/ritinder-kaur/) Written by [Ritinder Kaur](https://www.selecthub.com/author/ritinder-kaur/) Sr. Technical Content Writer Ritinder Kaur is a Senior Technical Content Writer at SelectHub and has ten years of experience writing about B2B software and quality assurance. She has a Masters degree in English language and literature and writes about Business Intelligence and Data Science. Her articles on software testing have been published on Stickyminds. [See Full Bio](https://www.selecthub.com/author/ritinder-kaur/) [ ](https://www.selecthub.com/author/sagardeep-roy/) Technical Research by [Sagardeep Roy](https://www.selecthub.com/author/sagardeep-roy/) Senior Analyst Sagardeep is a Senior Research Analyst at SelectHub, specializing in diverse technical categories. His expertise spans Business Intelligence, Analytics, Big Data, ETL, Cybersecurity, artificial intelligence and machine learning, with additional proficiency in EHR and Medical Billing. Holding a Master of Technology in Data Science from Amity University, Noida, and a Bachelor of Technology in Computer Science from West Bengal University of Technology, his experience across technology, healthcare, and market research extends back to 2016\. As a certified Data Science and Business Analytics professional, he approaches complex projects with a results-oriented mindset, prioritizing individual excellence and collaborative success. [See Full Bio](https://www.selecthub.com/author/sagardeep-roy/) [ ](https://www.selecthub.com/author/akshay-parekh/) Technical Research by [Akshay Parekh](https://www.selecthub.com/author/akshay-parekh/) Principal Analyst Akshay is a highly analytical and detail-oriented Software Research Analyst with a proven track record of generating industry-standard templates for RTs, RFIs, pricing guides, LTSRs, and more across software categories like Big Data Analytics, BI, ETL, EDI, EHR, Endpoint Security and Medical Billing. He holds a Bachelor of Technology in Computer Science Engineering and an MBA in Marketing and Analytics from IBS Hyderabad. He loves to spend time exploring spirituality, reading books, and watching sports, especially cricket, tennis, MMA, and boxing. [See Full Bio](https://www.selecthub.com/author/akshay-parekh/) [ ](https://www.selecthub.com/author/hunter-lowe/) Edited by [Hunter Lowe](https://www.selecthub.com/author/hunter-lowe/) Content Editor Hunter Lowe is a Content Editor, Writer and Market Analyst at SelectHub. His team covers categories that range from ERP and business intelligence to transportation and supply chain management. Hunter is an avid reader and Dungeons and Dragons addict who studied English and Creative Writing through college. In his free time, you'll likely find him devising new dungeons for his players to explore, checking out the latest video games, writing his next horror story or running around with his daughter. [See Full Bio](https://www.selecthub.com/author/hunter-lowe/) Ritinder KaurThe Future of Business Analytics Trends in 2026 * ‹ * › ### Conversation (8) ![Avatar](https://secure.gravatar.com/avatar/281d3616cf761f3582c0d76c23517846?s=32&d=mm&r=g) Write a response [Cancel reply](https://www.selecthub.com/business-analytics/top-analytical-tools-retail/#respond) Your message Your name \* Your email \* Website Save my name, email, and website in this browser for the next time I comment. * ![Avatar photo](https://secure.gravatar.com/avatar/08e8811f17b77e2970794f1c7be64e19e3e2c820b5624add0590c9688ac4c6bf?s=96&d=mm&r=g) #### **Ridha Fathima A M** \- February 9, 2022 Thanks for the article on the Best Retail Analytics Software Tools.Looking forward for more articles like this. **[Reply](#comment-113850)** [![Ritinder Kaur](https://www.selecthub.com/wp-content/uploads/2021/06/cropped-Ritinder-Kaur-v2-1-48x48.png)](https://www.selecthub.com/author/ritinder-kaur/) #### **Ritinder Kaur** \- February 21, 2022 Thank you for reading, Fathima!! We’re glad you found the article useful. **[Reply](#comment-115372)** * ![Avatar photo](https://secure.gravatar.com/avatar/217bae84d8d07006ceca7a8aeaece36347881c8976ad1b73db4f4f95f9f4d4cb?s=96&d=mm&r=g) #### **Seetha Lakshmi** \- September 30, 2021 The information that you have shared about retail data analytics is really useful for everyone who wants to know more about data analytics . **[Reply](#comment-90646)** * ![Avatar photo](https://secure.gravatar.com/avatar/58f0a73c83b2c33cb31d00146e3548ef3cb7bbcbb711993a0deb14336d423095?s=96&d=mm&r=g) #### **Laurice Salerno** \- June 23, 2021 Incredible news, Generally I never remark on online journals yet your article is persuading to the point that I never stop myself to say something concerning it. You’re working feasibly, Keep it up. You can see this article, may be of help 🙂 **[Reply](#comment-76975)** * ![Avatar photo](https://secure.gravatar.com/avatar/54b83c47de714a6d986319aa16bc5e332f17d538c469dc5a14a968f3087910b5?s=96&d=mm&r=g) #### **alvishnu** \- December 4, 2020 I like your Blog. Great work thanks for you sharing such useful information. **[Reply](#comment-55484)** [![](https://secure.gravatar.com/avatar/9f5a984573ea50b5cafe39e56c06dd8aab5ed4d3eab96e2b516ef5098ad0f95c?s=48&d=mm&r=g)](https://www.selecthub.com/author/hsing-tseng/) #### **Hsing Tseng** \- December 7, 2020 Thank you for reading and sharing your thoughts! **[Reply](#comment-55904)** * ![Avatar photo](https://secure.gravatar.com/avatar/c5cdf90a284a34f9967e01499e4d7b5efb549818b599e29e18c1e5fb7686d6cc?s=96&d=mm&r=g) #### **Jean-Pierre Priso** \- November 16, 2019 Hey Jason, Could you tell the data of publication of this article? Thank you, Jean-Pierre **[Reply](#comment-24807)** [![](https://secure.gravatar.com/avatar/0a70318abf570a91327f52af7dcd64ecdaa06bcc991260053e38c9c53317112a?s=48&d=mm&r=g)](https://www.selecthub.com/author/jason-keller/) #### **Jason Keller** \- November 18, 2019 Hi there, This article was published 11/11/2019\. Hope that helps! – Jason **[Reply](#comment-24879)** **Tier 1:** Fully/moderately supported out-of-the-box allowing for quick and easy deployment. Fully or moderately supported out-of-the-box with industry-leading capabilities and is immediately available after installation without needing any add-ons, integrations, or custom development. **Tier 2:** Supported with workarounds or add-ons that may require additional costs. Not directly available in the software, but can be accomplished using other built-in features, workarounds, or add-ons/products from the vendor with or without any additional cost. **Tier 3:** Requires partner integrations or custom development that is often at an additional cost. Requires additional integrations, plugins, marketplace applications from a third-party vendor, or custom development using the APIs, libraries, extensions, and development framework supported by the software, with or without any additional cost. 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