# Best Retail Analytics Software

## How Many Retail Analytics Software Products Does G2 Track?

**Total Products under this Category:** 241

### Category Stats (Sep 2026)

- **Average Rating:** 4.41/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Epos Now (+2.92%) - Among all products in this category, Epos Now recorded the largest rating increase compared to last month

_Last updated: September 01, 2026_

## How Does G2 Rank Retail Analytics Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 4,200+ Authentic Reviews
- 241+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

## G2 Grid® for Retail Analytics Software
 ![G2 Grid® for Retail Analytics Software plotting products by satisfaction and market presence](https://www.g2.com/categories/retail-analytics/grids.png?focus%5B%5D=135686&focus%5B%5D=166253&focus%5B%5D=115969&focus%5B%5D=991&focus%5B%5D=150628&focus%5B%5D=29188&focus%5B%5D=79937&focus%5B%5D=52919)

Highlighted products: Shopify POS, Crisp Data Platform, Stackline, Board, SMS Storetraffic T.M.A.S., SPS Commerce Analytics, Dataweave, and Omnia Retail.

Underlying data: [Grid® JSON](https://www.g2.com/categories/retail-analytics/grids.json?focus%5B%5D=shopify-shopify-pos&focus%5B%5D=crisp-data-platform&focus%5B%5D=stackline&focus%5B%5D=board&focus%5B%5D=sms-storetraffic-sms-storetraffic-t-m-a-s&focus%5B%5D=sps-commerce-analytics&focus%5B%5D=dataweave&focus%5B%5D=omnia-retail)

### [Shopify POS](https://www.g2.com/products/shopify-shopify-pos/reviews)

Shopify POS is the best point-of-sale solution for retailers who sell in-store and online. Shopify POS brings in-store and online sales together, so you can create the seamless shopping experiences today's customers expect, increase sales, and drastically streamline operations. Our all-in-one POS offers hardware, payments, and software, built to support any type of retail environment. Built on the world's leading commerce platform, Shopify POS makes it easy to expand to new retail locations, international markets, and online channels. Shopify POS is trusted by major retailers like Alo Yoga, Vuori, and Glossier.

**Average Rating:** 4.4/5.0

**Total Reviews:** 354

#### How Do G2 Users Rate Shopify POS?

- **Ease of Admin:** 8.9/10 (Category avg: 8.7/10)
- **Validation :** 8.8/10 (Category avg: 8.3/10)
- **Correction:** 8.6/10 (Category avg: 8.2/10)
- **Cleansing:** 8.3/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Shopify POS?

- **Seller:** [Shopify](https://www.g2.com/sellers/shopify)
- **Company Website:** www.shopify.com
- **Year Founded:** 2006
- **HQ Location:** Ottawa, ON
- **Twitter:** @Shopify  
450,909 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3a47e88783b7429c2984c8a3e2defbd798a6e43fb11bd4596b012234db02fbbd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F784652%2F&secure%5Burl_type%5D=linkedin_company_website)  
28,516 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Owner, Manager
- **Top Industries:** Retail, Apparel & Fashion
- **Company Size:** 75% Small, 16% Medium

#### What Do G2 Reviewers Say About Shopify POS?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Shopify POS, allowing for seamless management and efficient operations.
- Users appreciate the **synchronized inventory management** of Shopify POS, simplifying order tracking for both online and in-store sales.
- Users value the **seamless integration** of Shopify POS for effortless online and offline sales management.
- Users praise the **easy setup** of Shopify POS, allowing quick integration and hassle-free account management.
- Users appreciate the **seamless order management** of Shopify POS, effectively integrating in-person and online sales.

##### Cons

- Users find Shopify POS to be **expensive** , particularly regarding high delivery costs and premium features requiring costly plans.
- Users express concern over **limited features** in Shopify POS, noting restrictions and missing options in lower-tier plans.
- Users find the **lack of customization** in Shopify POS restrictive, hindering tailored experiences and optimal usability.
- Users find the **limited customization** options frustrating, wishing for more flexibility in design and features.
- Users experience **connectivity issues** with Shopify POS, highlighting limitations during offline transactions and slow performance without internet.

#### What Are Recent G2 Reviews of Shopify POS?

**["Incredible Mobile POS for Trade Shows—Customizable, Tap to Pay, and Offline Ready"](https://www.g2.com/survey_responses/shopify-pos-review-12763784)**

**Rating:** 4.0/5.0 stars

_— Jordan D._

[Read full review](https://www.g2.com/survey_responses/shopify-pos-review-12763784)

**["Intuitive Product Setup and Helpful AI Chatbot"](https://www.g2.com/survey_responses/shopify-pos-review-13212196)**

**Rating:** 4.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/shopify-pos-review-13212196)

#### What Are G2 Users Discussing About Shopify POS?

- [What is Shopify Pos Pro?](https://www.g2.com/discussions/what-is-shopify-pos-pro)
- [What are the key features of a POS system?](https://www.g2.com/discussions/shopify-pos-what-are-the-key-features-of-a-pos-system)
- [How does Shopify integrate with POS?](https://www.g2.com/discussions/how-does-shopify-integrate-with-pos)
- [What POS works with Shopify?](https://www.g2.com/discussions/what-pos-works-with-shopify)

### [Crisp Data Platform](https://www.g2.com/products/crisp-data-platform/reviews)

Crisp is a vertical AI platform for retail that connects CPG brands, retailers, and distributors through a unified data foundation. The platform ingests, normalizes, and enriches data from over 200 retailer and distributor sources – including point-of-sale, inventory, shipments, and promotions – and delivers it as clean, analysis-ready intelligence at the DC, SKU, and store level. More than 7,000 customers, including 90 of the top 100 CPG companies, use Crisp to turn daily retail data into decisions across sales, supply chain, and category management. Crisp is purpose-built for retail. Its semantic layer applies retail-specific data modeling so that product hierarchies, promotional calendars, and distributor networks are understood natively, so teams teams can work with data that already speaks their operational language and the retail and ecommerce sector. Core capabilities include: Retail Analytics – Interactive dashboards with DC-, SKU-, and store-level views for sales, supply chain, and category management teams. Pre-built reporting covers voids, velocity, distribution, inventory risk, and promotional performance. AI Agents for Retail – Specialized AI agents that answer business questions using real-time retail data. Every recommendation is 100% traceable to its source, with logic chains that show the data, methodology, and reasoning behind each answer. Reports are presentation-ready in minutes. AI Master Data – Automated product classification and attribution that aligns retail and syndicated datasets to internal reporting standards. AI-suggested enrichments are human-approved before application. Forecasting and Order Automation – Demand-sensing models that predict demand and generate optimized orders for every SKU and store, reducing waste and keeping shelves stocked. Space Planning – End-to-end category management support, from automated planogram generation to optimized floor plans, powered by clean POS and inventory data. Data Integrations and Destinations – Secure daily connections to 200+ retailers and distributors, with outbound delivery to Snowflake, Databricks, Google Cloud, Power BI, Excel, and other platforms teams already use. Crisp serves CPG brands of all sizes – from emerging natural brands selling through KeHE and UNFI to enterprise organizations managing thousands of SKUs across global retail networks. Sales teams, supply chain managers, category managers, and brokers use the platform daily to track performance, identify distribution gaps, reduce out-of-stocks, and plan promotions. Crisp is SOC 2 compliant and ISO 27001 and ISO 27017 certified.

**Average Rating:** 4.4/5.0

**Total Reviews:** 151

#### How Do G2 Users Rate Crisp Data Platform?

- **Ease of Admin:** 8.7/10 (Category avg: 8.7/10)
- **Validation :** 7.4/10 (Category avg: 8.3/10)
- **Correction:** 7.1/10 (Category avg: 8.2/10)
- **Cleansing:** 7.2/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Crisp Data Platform?

- **Seller:** [Crisp](https://www.g2.com/sellers/crisp)
- **Company Website:** www.gocrisp.com
- **Year Founded:** 2016
- **HQ Location:** New York, NY
- **Twitter:** @Go\_Crisp  
93 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1192574679b34e4060497dad699f0f52351711419c16f9f4f47a50d37dac604c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgocrisp&secure%5Burl_type%5D=linkedin_company_website)  
318 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Food & Beverages, Consumer Goods
- **Company Size:** 67% Small, 27% Medium

#### What Do G2 Reviewers Say About Crisp Data Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Crisp Data Platform, simplifying data analysis for all team members.
- Users value the **data accuracy** of Crisp Data Platform, as it eliminates manual errors and improves efficiency.
- Users value the **data comprehensiveness** of Crisp Data Platform, enabling efficient analysis and insights through varied reporting options.
- Users commend the **responsive customer support** from Crisp, enhancing their understanding and seamless integration of data.
- Users value the **robust data management capabilities** of Crisp, enhancing analysis and accessibility for better decision-making.

##### Cons

- Users face **data management issues** like incorrect mappings, missing data, and slow site performance, causing frustration.
- Users find the **process time-consuming** , especially when dealing with report generation and navigating the platform.
- Users find **improvement needed** in client management, password alerts, and error notifications on the Crisp Data Platform.
- Users face significant **time delays** with data uploads, shipment processing, and system freezes impacting efficiency.

#### What Are Recent G2 Reviews of Crisp Data Platform?

**["Effortless Data Analysis with Crisp"](https://www.g2.com/survey_responses/crisp-data-platform-review-12699938)**

**Rating:** 4.5/5.0 stars

_— Ben M._

[Read full review](https://www.g2.com/survey_responses/crisp-data-platform-review-12699938)

**["Still the best and absolute must have tool for managing item distribution"](https://www.g2.com/survey_responses/crisp-data-platform-review-8443579)**

**Rating:** 5.0/5.0 stars

_— Joe S._

[Read full review](https://www.g2.com/survey_responses/crisp-data-platform-review-8443579)

### [Stackline](https://www.g2.com/products/stackline/reviews)

On a mission to fuel the future of commerce by bringing brands and customers closer together, Stackline is the first full-funnel connected commerce platform for the world’s most innovative brands. Stackline's proprietary neural networks and deep learning systems surface and visualize transformational omnichannel insights, power market-leading advertising performance, and activate every step of the shopper journey. Brand leaders, product innovators, and performance marketers trust Stackline to power profitable growth in an increasingly complex retail ecosystem. Founded in 2014 in Seattle, Stackline employs over 250 connected commerce professionals creating value for 7,000 global brands. 

**Average Rating:** 4.4/5.0

**Total Reviews:** 245

#### How Do G2 Users Rate Stackline?

- **Ease of Admin:** 8.9/10 (Category avg: 8.7/10)
- **Validation :** 6.6/10 (Category avg: 8.3/10)
- **Correction:** 6.7/10 (Category avg: 8.2/10)
- **Cleansing:** 6.4/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Stackline?

- **Seller:** [Stackline](https://www.g2.com/sellers/stackline)
- **Year Founded:** 2014
- **HQ Location:** Seattle, US
- **Twitter:** @StacklineHQ  
1,882 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e0375f748083946d9b6314fd14c26b49b2db63adcd27dfefaa303ab7f11773a7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstackline%2F&secure%5Burl_type%5D=linkedin_company_website)  
264 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Consumer Goods, Consumer Electronics
- **Company Size:** 47% Medium, 36% Large

#### What Do G2 Reviewers Say About Stackline?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **powerful data analysis** from Stackline, enhancing strategy development and market success evaluation.
- Users value the **invaluable category insights** from Stackline, aiding in competitive analysis and performance understanding.
- Users appreciate the **ease of use** of Stackline, finding it user-friendly and efficient for data analysis.
- Users value the **granular insights** and fast data visualization of Stackline, improving their retail analytics workflow.
- Users value the **excellent customer support** from Stackline, appreciating timely communication and responsive assistance for their needs.

##### Cons

- Users face significant **data inaccuracy** in Stackline, leading to skewed results and challenges in navigating competitive insights.
- Users are frustrated by **data delays** affecting sales tracking, with low refresh rates and inconsistent reporting hindered performance.
- Users face challenges with **poor categorization** in Stackline, impacting filtering and segmentation effectively.
- Users experience **slow performance** with Stackline, making navigation and data comparison cumbersome and time-consuming.
- Users criticize the **inadequate reporting** of Stackline, noting delays and recent format changes complicating data analysis.

#### What Are Recent G2 Reviews of Stackline?

**["The Single Best Resource for Amazon Intgelligence"](https://www.g2.com/survey_responses/stackline-review-11162046)**

**Rating:** 4.5/5.0 stars

_— Michael B._

[Read full review](https://www.g2.com/survey_responses/stackline-review-11162046)

**["Integrating Stackline into our Walmart eCommerce strategy has been transformative"](https://www.g2.com/survey_responses/stackline-review-11209155)**

**Rating:** 5.0/5.0 stars

_— Sarah K._

[Read full review](https://www.g2.com/survey_responses/stackline-review-11209155)

#### What Are G2 Users Discussing About Stackline?

- [What is Stackline used for?](https://www.g2.com/discussions/what-is-stackline-used-for)

### [Board](https://www.g2.com/products/board/reviews)

Board is the Enterprise Planning Platform built to accelerate business performance and enable continuous planning with greater forecast accuracy to drive confident, aligned decisions. Its fully integrated planning solution spans the entire enterprise, delivering value for financial and operational planning in one unified platform. Using internal data and expert-curated external indicators, Board provides real-time visibility into your business. Board offers the most flexible, collaborative and adaptive user experience, powering executive dashboards and analytic capabilities that allows clear explanation and interpretation delivered through generative AI. This allows organizations to respond in an agile manner: capitalize on opportunities, optimize resources and mitigate risks.

**Average Rating:** 4.4/5.0

**Total Reviews:** 304

#### How Do G2 Users Rate Board?

- **Ease of Admin:** 8.1/10 (Category avg: 8.7/10)
- **Validation :** 10.0/10 (Category avg: 8.3/10)
- **Correction:** 10.0/10 (Category avg: 8.2/10)
- **Cleansing:** 8.3/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Board?

- **Seller:** [Board International](https://www.g2.com/sellers/board-international)
- **Company Website:** www.board.com
- **Year Founded:** 1994
- **HQ Location:** Chiasso, Ticino
- **Twitter:** @BoardSoftware  
27,073 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f8ce543b4ab52ef9ff3a193f5b9907487af6980029b68461a54f1dd2dbee6a92&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F98246%2F&secure%5Burl_type%5D=linkedin_company_website)  
932 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Group Controller
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 57% Medium, 40% Large

#### What Do G2 Reviewers Say About Board?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of Board, facilitating quick deployment and intuitive self-service interactions.
- Users value the **flexibility** of Board, allowing customization to fit diverse business needs seamlessly.
- Users value the **centralized access to information** , making board meetings efficient and focused on strategic discussions.
- Users value the **efficiency** of Board, benefiting from faster deployment and streamlined meeting management.
- Users appreciate the **highly flexible customization** of Board, allowing tailored solutions for diverse business needs.

##### Cons

- Users experience **slow performance** with large datasets on Board, impacting efficiency and complicating the use of advanced features.
- Users find that the **learning curve** for Board can be steep, particularly in configuration and advanced features.
- Users find the **missing features** like layout exclusions limiting, impacting their overall experience with Board.
- Users express frustration with **poor visualization** in Board, highlighting inefficiencies in dashboard design and data handling.
- Users find the **complexity of configuration** in Board challenging, especially for new users and smaller teams.

#### What Are Recent G2 Reviews of Board?

**["Very Good UI and No-Code Flexibility for Easy Internal Development"](https://www.g2.com/survey_responses/board-review-13341945)**

**Rating:** 5.0/5.0 stars

_— Verified User in Glass, Ceramics & Concrete_

[Read full review](https://www.g2.com/survey_responses/board-review-13341945)

**["Ideal solution for improving business performance"](https://www.g2.com/survey_responses/board-review-10785693)**

**Rating:** 4.5/5.0 stars

_— Lorenzo L._

[Read full review](https://www.g2.com/survey_responses/board-review-10785693)

#### What Are G2 Users Discussing About Board?

- [What is Board used for?](https://www.g2.com/discussions/what-is-board-used-for) - 1 upvote

### [SMS Storetraffic T.M.A.S.](https://www.g2.com/products/sms-storetraffic-sms-storetraffic-t-m-a-s/reviews)

SMS Storetraffic T.M.A.S. is a powerful People Counting & Analytics Software Platform. Connect our People Counter devices to get visitor & customer foot traffic trends for your Retail store(s), libraries, museum, university, churches, events, casinos, and any other type of "real-world" places. We offer in-depth analysis features, automated counting, specialized tools for Retailers, and the ability to monitor & control occupancy in real-time for any type of buildings, and/or specific rooms.

**Average Rating:** 4.6/5.0

**Total Reviews:** 59

#### How Do G2 Users Rate SMS Storetraffic T.M.A.S.?

- **Ease of Admin:** 8.8/10 (Category avg: 8.7/10)
- **Validation :** 7.2/10 (Category avg: 8.3/10)
- **Correction:** 7.7/10 (Category avg: 8.2/10)
- **Cleansing:** 7.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind SMS Storetraffic T.M.A.S.?

- **Seller:** [SMS Storetraffic](https://www.g2.com/sellers/sms-storetraffic)
- **Year Founded:** 1972
- **HQ Location:** St-Jean-sur-Richelieu, CA
- **Twitter:** @SMSStoretraffic  
388 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=38922298f3fff19079a05cb8d92a20ee310137613ed3f551a589dad50927eec9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsms-store-traffic&secure%5Burl_type%5D=linkedin_company_website)  
15 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Retail, Libraries
- **Company Size:** 59% Small, 34% Medium

#### What Do G2 Reviewers Say About SMS Storetraffic T.M.A.S.?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **responsive customer support** , highlighting excellent training and assistance throughout their T.M.A.S. experience.
- Users value the **ease of use** of T.M.A.S., appreciating its straightforward setup and informative features.
- Users value the **timely and customizable reports** from T.M.A.S., which simplify data compilation and analysis.
- Users find the **setup ease** of T.M.A.S. remarkable, enabling effortless implementation without professional assistance.
- Users value the **reliable data accuracy** of T.M.A.S., enabling informed decisions and effective operational management.

##### Cons

- Users express frustration with the **inadequate reporting** options, preferring a more streamlined approach to data access.
- Users find the software **overcomplicated** , noting that too many features can confuse less tech-savvy individuals.
- Users experience **data inaccuracy** with T.M.A.S., leading to unreliable counts of personnel entering or exiting the building.
- Users face **confusing instructions** due to a lack of guidance, leading to difficulties in utilizing T.M.A.S. effectively.
- Users experience **occasional delays in data syncing** , which can hinder the overall efficiency of T.M.A.S.

#### What Are Recent G2 Reviews of SMS Storetraffic T.M.A.S.?

**["Accurate Visitor Counting with Flexible Reporting and Easy Adjustments"](https://www.g2.com/survey_responses/sms-storetraffic-t-m-a-s-review-13323009)**

**Rating:** 5.0/5.0 stars

_— Simply R._

[Read full review](https://www.g2.com/survey_responses/sms-storetraffic-t-m-a-s-review-13323009)

**["Automated Reporting That Makes Visitor Data Collection Effortless"](https://www.g2.com/survey_responses/sms-storetraffic-t-m-a-s-review-12608003)**

**Rating:** 5.0/5.0 stars

_— Verified User in Museums and Institutions_

[Read full review](https://www.g2.com/survey_responses/sms-storetraffic-t-m-a-s-review-12608003)

#### What Are G2 Users Discussing About SMS Storetraffic T.M.A.S.?

- [What is T.M.A.S. used for?](https://www.g2.com/discussions/what-is-t-m-a-s-used-for)

### [SPS Commerce Analytics](https://www.g2.com/products/sps-commerce-analytics/reviews)

SPS Analytics is a decision optimization platform that transforms fragmented retail sales, inventory, and item performance data into a clear, connected foundation teams can act on. It enables suppliers and brands to improve forecasting, inventory allocation, promotions, pricing, and retailer collaboration with trusted, decision-ready insight.

**Average Rating:** 4.5/5.0

**Total Reviews:** 25

#### How Do G2 Users Rate SPS Commerce Analytics?

- **Ease of Admin:** 9.6/10 (Category avg: 8.7/10)
- **Correction:** 5.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind SPS Commerce Analytics?

- **Seller:** [SPS Commerce](https://www.g2.com/sellers/sps-commerce)
- **Company Website:** www.spscommerce.com
- **Year Founded:** 1987
- **HQ Location:** Minneapolis, MN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8db45f0fc0f0cd9b4e5687786906de81deaec4cb91f97631ca0089cd5a9ef5a6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F15345%2F&secure%5Burl_type%5D=linkedin_company_website)  
3,271 employees on LinkedIn®
- **Ownership:** NASDAQ:SPSC

#### Who Uses This Product?

- **Top Industries:** Apparel & Fashion, Sporting Goods
- **Company Size:** 37% Large, 33% Medium

#### What Are Recent G2 Reviews of SPS Commerce Analytics?

**["Effortless Setup, Excellent Support, Needs Billing Improvements"](https://www.g2.com/survey_responses/sps-commerce-analytics-review-12973685)**

**Rating:** 4.0/5.0 stars

_— Caden M._

[Read full review](https://www.g2.com/survey_responses/sps-commerce-analytics-review-12973685)

**["Decision-Ready Retail Visibility That Speeds Insights and Forecasting"](https://www.g2.com/survey_responses/sps-commerce-analytics-review-12972329)**

**Rating:** 5.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/sps-commerce-analytics-review-12972329)

### [Dataweave](https://www.g2.com/products/dataweave/reviews)

DataWeave is a SaaS-based digital commerce enablement platform providing digital shelf analytics and dynamic pricing solutions for global consumer brands and retailers. The company’s digital commerce enablement and channel optimization platform enables global consumer brands and retailers to accelerate sales growth, expand market share and compete profitably at scale. With more and more digital channels launching, DataWeave’s customers leverage the company's proprietary technology to gain superior performance measurement capabilities across each of their online channels that in turn help them in making smarter and faster decisions. The unique capabilities delivered through DataWeave’s platform provide customers with the right KPIs – including price competitiveness, content quality and benchmarking, product availability, promotion performance, search & media share of voice, rating and review analysis – on a real-time basis, driving increased sales and market share while empowering clients to compete profitably. The platform is language-agnostic which is critical in facilitating DataWeave to serve global accounts.

**Average Rating:** 4.4/5.0

**Total Reviews:** 85

#### How Do G2 Users Rate Dataweave?

- **Ease of Admin:** 7.9/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Dataweave?

- **Seller:** [DataWeave](https://www.g2.com/sellers/dataweave)
- **Year Founded:** 2011
- **HQ Location:** Bangalore
- **Twitter:** @dataweavein  
1,030 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=96a74d63fa4fa31caee262947e4a970fd6683f2f0c8a6835dcc1a5333a731eee&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2256618%2F&secure%5Burl_type%5D=linkedin_company_website)  
235 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Retail, Consumer Goods
- **Company Size:** 51% Large, 33% Medium

#### What Do G2 Reviewers Say About Dataweave?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **excellent customer support** from Dataweave, appreciating their responsiveness and effective communication throughout the process.
- Users appreciate the **ease of use** of Dataweave, making it straightforward to implement and navigate effectively.
- Users appreciate the **variety of features** in Dataweave, enhancing their ability to track and analyze products effectively.
- Users commend the **excellent communication** from the team, ensuring timely updates and effective issue resolution.
- Users appreciate the **accurate and timely competitive insights** from Dataweave, enhancing their strategic decision-making process.

##### Cons

- Users experience **filtering issues** with competitor product matches, leading to inefficiencies in finding exact matches.
- Users note the **inadequate tracking** of the image carousel, leading to frustration with browsing experiences.
- Users face **limited tracking issues** with the images carousel, affecting the navigation experience in Dataweave.

#### What Are Recent G2 Reviews of Dataweave?

**["DataWeave Delivers Reliable Competitor Matching and Pricing Intelligence"](https://www.g2.com/survey_responses/dataweave-review-13331730)**

**Rating:** 5.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/dataweave-review-13331730)

**["Great Experience with Dataweave"](https://www.g2.com/survey_responses/dataweave-review-11325054)**

**Rating:** 5.0/5.0 stars

_— Verified User in Business Supplies and Equipment_

[Read full review](https://www.g2.com/survey_responses/dataweave-review-11325054)

#### What Are G2 Users Discussing About Dataweave?

- [Is DataWeave a language?](https://www.g2.com/discussions/is-dataweave-a-language)
- [Is DataWeave proprietary?](https://www.g2.com/discussions/is-dataweave-proprietary) - 1 comment
- [What is DataWeave?](https://www.g2.com/discussions/what-is-dataweave) - 1 comment
- [What are the functions in DataWeave?](https://www.g2.com/discussions/what-are-the-functions-in-dataweave) - 1 comment

### [Omnia Retail](https://www.g2.com/products/omnia-retail/reviews)

Seamlessly automate pricing strategies with Omnia, blending business rules and advanced Machine Learning and AI algorithms with ease. Our new Pricing Strategy Tree™ feature offers total flexibility and transparency, allowing you to adjust or replicate existing approaches and providing full visibility across your pricing landscape. Omnia’s enterprise platform is scalable, enabling you to manage millions of product assortments across multiple markets and channels globally while localising pricing strategies. Whether your assortment includes hundreds or millions of products, Omnia offers a robust dynamic pricing tool and a dedicated team to execute your pricing strategy. Our pricing software is also designed for brands selling through retail partners and those managing their own direct-to-consumer (D2C) channels. Omnia empowers you to maintain a competitive edge by keeping track of your product's prices and understanding market dynamics. Curious? Click Request a Demo to get started. PriceTracer is a subsidiary product of Omnia Retail

**Average Rating:** 4.4/5.0

**Total Reviews:** 99

#### How Do G2 Users Rate Omnia Retail?

- **Ease of Admin:** 8.5/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Omnia Retail?

- **Seller:** [Omnia Retail](https://www.g2.com/sellers/omnia-retail-eee40c60-49a1-4873-b7a8-44c18500d565)
- **Company Website:** www.omniaretail.com
- **Year Founded:** 2012
- **HQ Location:** Amsterdam , Noord-Holland
- **Twitter:** @OmniaRetail  
85 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=56cd779e31ccedf97bd52cbe7f2bc72dbf7ccfd6f0e1901128ad514fa73605d0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10269253%2F&secure%5Burl_type%5D=linkedin_company_website)  
48 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Pricing Manager
- **Top Industries:** Retail, Consumer Electronics
- **Company Size:** 43% Medium, 26% Small

#### What Do G2 Reviewers Say About Omnia Retail?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **quick and helpful customer support** from Omnia Retail, enhancing their overall experience with the tool.
- Users value the **helpful support team** at Omnia Retail, ensuring quick and friendly assistance whenever needed.
- Users appreciate the **ease of use** of Omnia Retail, highlighting its user-friendly interface and smooth integration.
- Users value the **customizable pricing strategy** of Omnia Retail, enhancing competitiveness and streamlining their pricing processes.
- Users value the **comprehensive market analysis** provided by Omnia Retail, enhancing efficiency and strategic decision-making.

##### Cons

- Users find the **lack of customizable features** in Omnia Retail limits their ability to meet specific needs.
- Users note that the **difficult learning process** requires significant time and effort to master Omnia Retail's features.
- Users find the **limited customization** of Omnia Retail restricts feature development and overall tool potential.
- Users find the **complexity** of Omnia Retail challenging, especially when implementing non-standard pricing strategies.
- Users find the **expensive pricing** of Omnia Retail to be a significant drawback in their overall experience.

#### What Are Recent G2 Reviews of Omnia Retail?

**["Great pricing tool, with commitment from the people of Omnia & always available for questions!"](https://www.g2.com/survey_responses/omnia-retail-review-7318424)**

**Rating:** 4.0/5.0 stars

_— David J._

[Read full review](https://www.g2.com/survey_responses/omnia-retail-review-7318424)

**["A Flexible and Supportive Pricing Partner That Grows with You"](https://www.g2.com/survey_responses/omnia-retail-review-11155727)**

**Rating:** 4.5/5.0 stars

_— Brend K._

[Read full review](https://www.g2.com/survey_responses/omnia-retail-review-11155727)

#### What Are G2 Users Discussing About Omnia Retail?

- [Which advantages do dynamic pricing tools offer?](https://www.g2.com/discussions/which-advantages-do-dynamic-pricing-tools-offer) - 1 comment
- [What is dynamic pricing strategy?](https://www.g2.com/discussions/what-is-dynamic-pricing-strategy) - 1 comment
- [What are dynamic pricing tools?](https://www.g2.com/discussions/what-are-dynamic-pricing-tools) - 1 comment
- [What is Omnia pricing?](https://www.g2.com/discussions/what-is-omnia-pricing) - 1 comment

### [Epos Now](https://www.g2.com/products/epos-now/reviews)

Epos Now is a leading point of sale (POS) provider empowering retail and hospitality businesses worldwide. Our cloud-based POS system, card machines, and embedded finance services help you take payments, manage inventory, and grow with 100+ app integrations. Founded to simplify business, Epos Now delivers fast setup, real-time reporting, and seamless payment solutions all in one platform built for small businesses and enterprises alike.

**Average Rating:** 4.6/5.0

**Total Reviews:** 26

#### How Do G2 Users Rate Epos Now?

- **Ease of Admin:** 9.2/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Epos Now?

- **Seller:** [EposNow.com](https://www.g2.com/sellers/eposnow-com)
- **Company Website:** www.eposnow.com
- **Year Founded:** 2011
- **HQ Location:** Norwich, Norfolk
- **Twitter:** @EposNow  
16,543 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c7c81faef96f5d826793e7293bfa8f11dcccf942edce591ac46805fab17b4254&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2373725%2F&secure%5Burl_type%5D=linkedin_company_website)  
462 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Director
- **Top Industries:** Retail
- **Company Size:** 81% Small, 15% Medium

#### What Are Recent G2 Reviews of Epos Now?

**["Helpful Support That Resolves Issues Fast"](https://www.g2.com/survey_responses/epos-now-review-13134728)**

**Rating:** 5.0/5.0 stars

_— Alex L._

[Read full review](https://www.g2.com/survey_responses/epos-now-review-13134728)

**["Beginner-Friendly Interface, Outstanding Performance"](https://www.g2.com/survey_responses/epos-now-review-13125473)**

**Rating:** 5.0/5.0 stars

_— zaheer i._

[Read full review](https://www.g2.com/survey_responses/epos-now-review-13125473)

#### What Are G2 Users Discussing About Epos Now?

- [What type of system is EPOS?](https://www.g2.com/discussions/what-type-of-system-is-epos)
- [How much is an EPOS Now system?](https://www.g2.com/discussions/how-much-is-an-epos-now-system)
- [What are the benefits of using EPOS?](https://www.g2.com/discussions/what-are-the-benefits-of-using-epos)
- [What is EPOS software?](https://www.g2.com/discussions/what-is-epos-software)

### [iQmetrix Interconnected Commerce](https://www.g2.com/products/iqmetrix-interconnected-commerce/reviews)

iQmetrix is the only provider of Interconnected Commerce software solutions for telecom retail. Interconnected Commerce is a complete set of software and technologies that are modular, flexible, and have telecom-specific capabilities, enabling telecom retailers to provide an uplifting experience for their customers. We empower telecom retailers to transact, activate, and fulfill products, as well as operate their business, and unify the online and in-store experiences. We interconnect the entire industry, bridging carriers, retailers, manufacturers, and a huge ecosystem of vendors and external system integrations. For 26 years, we’ve been passionate about helping the leading brands in telecom to grow by providing best-in-class software, services, and expertise that enables them to adapt and thrive. Our solutions powered $17BN in sales last year, handling more than 53 million invoices and more than 26 million activations, and are used by hundreds of thousands of telecom retail professionals across almost 800 clients. iQmetrix is a privately held software-as-a-service (SaaS) company with employees in Canada, the U.S., India, and Europe. For more information, please visit www.iqmetrix.com.

**Average Rating:** 4.0/5.0

**Total Reviews:** 48

#### How Do G2 Users Rate iQmetrix Interconnected Commerce?

- **Ease of Admin:** 7.5/10 (Category avg: 8.7/10)
- **Validation :** 10.0/10 (Category avg: 8.3/10)
- **Correction:** 10.0/10 (Category avg: 8.2/10)
- **Cleansing:** 10.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind iQmetrix Interconnected Commerce?

- **Seller:** [iQmetrix](https://www.g2.com/sellers/iqmetrix)
- **Year Founded:** 1999
- **HQ Location:** Vancouver, BC
- **Twitter:** @iQmetrix  
4,953 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4e116ff0362475d377a26c4fddb042fb5f83f210802476935326a66aadceef27&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F53866%2F&secure%5Burl_type%5D=linkedin_company_website)  
255 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Retail, Telecommunications
- **Company Size:** 47% Large, 29% Medium

#### What Are Recent G2 Reviews of iQmetrix Interconnected Commerce?

**["Easiest Retail Inventory and Point of Sale Management System EVER"](https://www.g2.com/survey_responses/iqmetrix-interconnected-commerce-review-9699055)**

**Rating:** 5.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/iqmetrix-interconnected-commerce-review-9699055)

**["Innovative Solutions and Outstanding Optimization Support"](https://www.g2.com/survey_responses/iqmetrix-interconnected-commerce-review-12045659)**

**Rating:** 4.5/5.0 stars

_— Anubhuti G._

[Read full review](https://www.g2.com/survey_responses/iqmetrix-interconnected-commerce-review-12045659)

### [Dot Insights](https://www.g2.com/products/dot-insights/reviews)

Usersdot is a SaaS platform with AI Agents, founded in 2020 to help brands thrive in today’s dynamic commerce landscape. Usersdot empowers brand teams with autonomous intelligence to make smarter, faster decisions and drive sustained growth. We accelerate brand growth through autonomous AI Agents, Dot Insights and Dot Assist, built to analyze market trends, understand shopper insights, monitor competitors, optimize retail media, and deliver 24/7 personalized answers to every customer inquiry. Empowering brand teams to sell more, boost ROI, save time, and act faster with AI-based insights. Dot Insights, our AI Insight Agent, analyzes market trends, understands shopper behavior, monitors competitors and digital shelves, and optimizes retailer media strategies. This autonomous agent continuously delivers actionable insights that drive growth and sharpen your competitive edge. On the other side, Dot Assist, our AI Customer Agent, instantly learns each brand’s tone, store operations, and products to deliver 24/7 personalized answers to every customer inquiry. Dot responds with speed and accuracy, boosting satisfaction and increasing conversion rates. Today, we monitor millions of products across 300+ retailer websites and mobile apps in over 20 countries, helping more than 2,000 brands stay ahead in an ever-evolving market. Trusted by industry leaders like L'Oréal, Henkel, Reckitt, Mavi, Adidas, Skechers, Haleon, Beiersdorf, Kiko Milano, Yves Rocher, The Purest Solutions, Groupe SEB, Estée Lauder, Eczacıbaşı, Kahve Dünyası, Pandora, Penti, Vestel, Flormar, Philips, Altınyıldız Classics and more. We love working together with our partners to shape the future of intelligent decision-making. At Usersdot, we are open we are partner-obsessed we are innovators we are experts we are doers. We love data and we are here to turn it into your competitive edge. Our mission is to empower every brand team with AI Agents and support transforming decision-making across industries. Following our Series A investment in 2021, Usersdot reached an $11 million valuation in 2023, with Arya Ventures leading the investment round alongside notable investors Nuwa Capital and ÜNLÜ & Co. Usersdot isn’t just a platform, it’s your all-in-one AI Agents built for smarter, faster brand growth.

**Average Rating:** 4.9/5.0

**Total Reviews:** 40

#### How Do G2 Users Rate Dot Insights?

- **Ease of Admin:** 9.3/10 (Category avg: 8.7/10)
- **Validation :** 9.8/10 (Category avg: 8.3/10)
- **Correction:** 9.8/10 (Category avg: 8.2/10)
- **Cleansing:** 9.5/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Dot Insights?

- **Seller:** [Usersdot](https://www.g2.com/sellers/usersdot)
- **Year Founded:** 2020
- **HQ Location:** Sarıyer, İstanbul
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2a879f63d43c0ef63878f6f2cba0c1230d90dd9571e13ae1902513987984fbda&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fusersdot&secure%5Burl_type%5D=linkedin_company_website)  
27 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Cosmetics, Consumer Goods
- **Company Size:** 57% Medium, 31% Small

#### What Do G2 Reviewers Say About Dot Insights?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **instant insights and actionable data** provided by Dot Insights, enhancing their decision-making efficiency.
- Users appreciate the **instant actionable insights** from Dot Insights, significantly enhancing their strategic decision-making processes.
- Users find the **insightful results** from Dot Insights invaluable for data-driven decision-making and swift adaptations in e-commerce.
- Users appreciate the **instant, actionable AI insights** from Dot Insights, enhancing decision-making and teamwork in e-commerce.
- Users appreciate the **instant decision-making capabilities** of Dot Insights, enabling data-driven strategies and actionable insights.

##### Cons

- Users face a **difficult learning curve** initially, but later find Dot Insights becomes intuitive and user-friendly.
- Users note a slight **learning curve** with Dot Insights initially, but find it becomes intuitive over time.
- Users note a **steep learning curve** initially, but find the insights intuitive once accustomed to the system.
- Users suggest that **improvements in user-friendly design** are needed to enhance overall experience and efficiency.
- Users feel the platform needs a **more user-friendly design** , especially regarding the panel interface and filter usage.

#### What Are Recent G2 Reviews of Dot Insights?

**["Multi-Store Shopper Insights Made Simple"](https://www.g2.com/survey_responses/dot-insights-review-13397672)**

**Rating:** 5.0/5.0 stars

_— Yunus ._

[Read full review](https://www.g2.com/survey_responses/dot-insights-review-13397672)

**["Insight AI Agent Speeds Up Product Development"](https://www.g2.com/survey_responses/dot-insights-review-13399429)**

**Rating:** 5.0/5.0 stars

_— Gülse K._

[Read full review](https://www.g2.com/survey_responses/dot-insights-review-13399429)

### [Style Arcade](https://www.g2.com/products/style-arcade/reviews)

For fashion and apparel brands who want to grow faster, Style Arcade is a retail analytics platform that turns merchandising into a competitive advantage.​ Instead of relying on inaccessible systems; manual processes; and unreliable projections – Style Arcade unlocks merchandise data and proactively guides retailers on how to realize their untapped revenue potential.

**Average Rating:** 4.5/5.0

**Total Reviews:** 117

#### How Do G2 Users Rate Style Arcade?

- **Ease of Admin:** 8.7/10 (Category avg: 8.7/10)
- **Validation :** 7.8/10 (Category avg: 8.3/10)
- **Correction:** 7.8/10 (Category avg: 8.2/10)
- **Cleansing:** 7.7/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Style Arcade?

- **Seller:** [Style Arcade](https://www.g2.com/sellers/style-arcade)
- **Company Website:** stylearcade.com
- **Year Founded:** 2018
- **HQ Location:** New York City, New York
- **Twitter:** @stylearcade  
56 Twitter followers
- **LinkedIn® Page:** [au.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3d218fe3f1ea5d1f8ae7e180203a2ccda16e328fdc9f81a094f853cfcd07704d&secure%5Burl%5D=https%3A%2F%2Fau.linkedin.com%2Fcompany%2Fstylearcade&secure%5Burl_type%5D=linkedin_company_website)  
32 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Apparel & Fashion, Retail
- **Company Size:** 50% Medium, 38% Small

#### What Do G2 Reviewers Say About Style Arcade?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Style Arcade, finding it intuitive and essential for daily operations.
- Users find Style Arcade to be a **game-changing tool** for creative planning and insightful visual representations.
- Users value the **easy and visual reporting** of Style Arcade, enhancing efficiency in monitoring and planning.
- Users love the **intuitive and easy-to-use interface** of Style Arcade, making it suitable for all skill levels.
- Users love the **intuitive visual design** of Style Arcade, finding it user-friendly and effective for performance monitoring.

##### Cons

- Users experience **data inaccuracy** with Style Arcade, encountering glitches during data imports and exports, affecting reporting.
- Users experience **integration issues** with Style Arcade, leading to inaccuracies and glitches in data handling.
- Users face **metrics issues** with Style Arcade, as filters often revert to original settings, causing frustration.
- Users experience **slow performance** with Style Arcade, facing glitches and delayed loading times during their interactions.
- Users are frustrated with **data delays** and limitations in selecting specific time periods in Style Arcade.

#### What Are Recent G2 Reviews of Style Arcade?

**["Quick Best-Seller Visuals with an Easy Date Filter"](https://www.g2.com/survey_responses/style-arcade-review-13339067)**

**Rating:** 4.5/5.0 stars

_— Ash A._

[Read full review](https://www.g2.com/survey_responses/style-arcade-review-13339067)

**["Streamlined Product Management with Style Arcade"](https://www.g2.com/survey_responses/style-arcade-review-13238275)**

**Rating:** 4.0/5.0 stars

_— John M._

[Read full review](https://www.g2.com/survey_responses/style-arcade-review-13238275)

#### What Are G2 Users Discussing About Style Arcade?

- [What is Style Arcade used for?](https://www.g2.com/discussions/what-is-style-arcade-used-for)

### [Intellicus](https://www.g2.com/products/intellicus/reviews)

Intellicus helps organizations put their data to work and helps business leaders gain actionable insights. Driven by AI, auto ML and sophisticated machine learning models, Intellicus helps CXOs use data to accelerate their growth. Intellicus Technologies tailor solutions based on your needs, instead of retrofitting them to ‘customizable’ one-size-fits-all solutions. Intellicus offers end-to-end data integration through ETL, integrating sophisticated databases, ERP solutions, legacy systems, telephony, ACDs till flat file systems into a data warehouse that becomes the single source of truth. Intellicus’ self-serve reporting, OLAP capabilities and interactive analytics dashboards allow users to drill down & drill up, zoom out or slice-and-dice data to create a 360-degree view of the business. Auto-ML based what-if predictions deliver power and agility to small and large enterprises so that they can make business critical decisions based on science. Ready to take the next step in your digital transformation? Write to marketing@intellicus.com today

**Average Rating:** 4.6/5.0

**Total Reviews:** 119

#### How Do G2 Users Rate Intellicus?

- **Ease of Admin:** 8.8/10 (Category avg: 8.7/10)
- **Validation :** 8.7/10 (Category avg: 8.3/10)
- **Correction:** 8.8/10 (Category avg: 8.2/10)
- **Cleansing:** 9.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Intellicus?

- **Seller:** [Intellicus Technologies](https://www.g2.com/sellers/intellicus-technologies)
- **Year Founded:** 2004
- **HQ Location:** Los Gatos, CA
- **Twitter:** @Intellicus  
277 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fc07f0f0ad8078ef7bf3668fb492fde78637e65e9a468217a08fcf623e67cc5e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fintellicus-technologies&secure%5Burl_type%5D=linkedin_company_website)  
241 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 59% Medium, 23% Large

#### What Do G2 Reviewers Say About Intellicus?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **live dashboards** of Intellicus for their fresh metrics and effective daily check-ins.
- Users value the **ease of use** of Intellicus, enjoying its user-friendly interface and seamless data handling.
- Users value the **high-speed OLAP feature** of Intellicus for its insightful data analytics and easy setup.
- Users value the **dashboard customization** in Intellicus, enhancing their ability to tailor reports and metrics efficiently.
- Users value the **user-friendly interface** of Intellicus, enabling easy dashboard creation and report customization without IT support.

##### Cons

- Users find **difficult learning** curve in Intellicus, especially those without a coding background struggling to adapt.
- Users find Intellicus to have a **steep learning curve** , often feeling overwhelmed by its complex interface and setup.
- Users note that **complex usability** can hinder new users, making tasks challenging compared to tools like Power BI or Tableau.
- Users find the **learning difficulty** with Intellicus challenging, particularly for those without a coding background.
- Users find the **complexity of advanced features** challenging, requiring expertise for effective report and workflow creation.

#### What Are Recent G2 Reviews of Intellicus?

**["Excellent for Data Engineering and Visualization"](https://www.g2.com/survey_responses/intellicus-review-11985902)**

**Rating:** 5.0/5.0 stars

_— Abhishek D._

[Read full review](https://www.g2.com/survey_responses/intellicus-review-11985902)

**["A Powerful BI & Reporting Platform"](https://www.g2.com/survey_responses/intellicus-review-7654115)**

**Rating:** 5.0/5.0 stars

_— Jaswanth S._

[Read full review](https://www.g2.com/survey_responses/intellicus-review-7654115)

#### What Are G2 Users Discussing About Intellicus?

- [What is Intellicus used for?](https://www.g2.com/discussions/what-is-intellicus-used-for) - 1 comment, 1 upvote

### [Swan AI](https://www.g2.com/products/swan-ai/reviews)

Swan AI is an advanced, AI-driven platform specifically designed for the retail sector, aiming to enhance customer engagement, loyalty, and promotional strategies. By leveraging real-time data and artificial intelligence, Swan AI empowers retailers to drive revenue growth and improve profit margins through personalized customer interactions and data monetization. Key Features and Functionality: - Customer Data Platform (CDP): Swan AI offers a real-time unified view of customers, enabling precise segmentation and personalized marketing efforts. This holistic understanding allows retailers to tailor strategies to individual needs, enhancing customer satisfaction and conversion rates. - Promotion Engine: The platform includes a robust promotions engine that allows for the creation and management of targeted campaigns across multiple channels, including SMS, email, push notifications, and in-app messages. Retailers can utilize over 20 pre-built promotion templates, conduct A/B testing, and make real-time adjustments to optimize campaign performance. - Journey Orchestration: Swan AI's journey builder enables the automation of multichannel campaigns, guiding customers through personalized experiences from onboarding to loyalty. With intelligent triggers and actions, retailers can engage customers at optimal moments, reducing churn and enhancing retention. - E-Receipts: The platform supports the generation of digital receipts, offering customers a convenient and eco-friendly alternative to paper receipts. E-receipts can be customized to include personalized offers, product recommendations, and quick review links, turning a standard transaction into an opportunity for further engagement. - Loyalty Programs: Swan AI facilitates the creation of flexible and scalable loyalty programs with features like points engines, tier management, and real-time rewards. These programs are designed to drive consistent customer engagement and increase repeat purchases. - Omni-Channel Engagement: The platform ensures seamless communication across various channels, including WhatsApp, email, and in-app messages. Retailers can create automated, personalized content to engage customers throughout their lifecycle, enhancing the overall shopping experience. Primary Value and Solutions Provided: Swan AI addresses several critical challenges faced by retailers: - Enhanced Customer Engagement: By providing real-time insights and personalized interactions, the platform helps retailers build stronger relationships with their customers, leading to increased loyalty and repeat business. - Optimized Promotions: The intelligent promotions engine allows for data-driven strategies that minimize revenue leakage and improve customer satisfaction, resulting in higher conversion rates and improved margins. - Data Monetization: Swan AI enables retailers to unlock additional revenue streams by monetizing customer data through insights-as-a-service models offered to suppliers. - Operational Efficiency: The platform's automation capabilities reduce manual efforts in campaign management, allowing marketing teams to focus on strategic initiatives and innovation. In summary, Swan AI empowers retailers to harness the full potential of their data, delivering personalized customer experiences, optimizing promotional efforts, and driving sustainable revenue growth.

**Average Rating:** 4.6/5.0

**Total Reviews:** 21

#### How Do G2 Users Rate Swan AI?

- **Ease of Admin:** 9.3/10 (Category avg: 8.7/10)
- **Validation :** 8.6/10 (Category avg: 8.3/10)
- **Correction:** 9.4/10 (Category avg: 8.2/10)
- **Cleansing:** 8.9/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Swan AI?

- **Seller:** [Loyalytics Consulting](https://www.g2.com/sellers/loyalytics-consulting)
- **Year Founded:** 2015
- **HQ Location:** Bengaluru, Karnataka
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=612a836da343b2b1ba1491bac8043fb42ad64b72a6a70794e075ae90949c11d0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10303976&secure%5Burl_type%5D=linkedin_company_website)  
73 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Retail
- **Company Size:** 43% Large, 38% Medium

#### What Do G2 Reviewers Say About Swan AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Swan AI's platform to be **intuitive and easy to use** , seamlessly integrating into existing workflows for efficient campaign management.
- Users appreciate the **easy setup** of Swan AI, ensuring smooth integration and quick onboarding for seamless usage.
- Users appreciate the **detailed and accurate data segmentation** of Swan AI, enhancing their retail operations and decision-making.
- Users praise the **outstanding customer support** of Swan AI, noting their responsiveness and proactive assistance during integration.
- Users value the **ease of use** of Swan AI, facilitating smooth integration and quick onboarding across teams.

##### Cons

- Users experience limited **dashboard customization** , desiring more flexibility to meet specific team needs effectively.
- Users find the **learning curve challenging** , requiring time to fully grasp Swan AI's extensive features effectively.
- Users note **limited customization** options for dashboards, wishing for more flexibility to meet specific team needs.
- Users note a lack of **template flexibility** in Swan AI, wishing for more customization options for internal workflows.
- Users note that **dashboard customization needs improvement** , seeking more flexibility for tailored views to enhance usability.

#### What Are Recent G2 Reviews of Swan AI?

**["SWAN Helped Us Engage, Retain, and Grow Smarter"](https://www.g2.com/survey_responses/swan-ai-review-11426790)**

**Rating:** 4.5/5.0 stars

_— Ricca S._

[Read full review](https://www.g2.com/survey_responses/swan-ai-review-11426790)

**["SWAN Delivers End-to-End Value For Us"](https://www.g2.com/survey_responses/swan-ai-review-11529599)**

**Rating:** 4.0/5.0 stars

_— Rifqi Z._

[Read full review](https://www.g2.com/survey_responses/swan-ai-review-11529599)

### [IntelligenceNode](https://www.g2.com/products/intelligencenode/reviews)

Intelligence Node is a real-time, AI-driven retail price monitoring and competitive analytics platform designed to help businesses enhance product-level profitability and increase margins through data-driven insights. This comprehensive solution caters to enterprise retailers, global brands, and niche players, providing them with the necessary tools to navigate the competitive landscape effectively. By leveraging advanced analytics, businesses can optimize pricing strategies and improve their overall market performance. The platform encompasses a wide range of functionalities tailored to meet the needs of large enterprise organizations with complex product catalogs and multi-market operations. Key features include pricing and promotions analysis, digital shelf analytics, assortment and availability tracking, and brand protection solutions. These tools enable users to gain a deeper understanding of their competitive positioning, allowing for informed decision-making that drives revenue growth and enhances operational efficiency at scale. Niche brands also benefit from these insights, as they can optimize their market presence and better compete with larger players. One of the standout aspects of Intelligence Node is its proprietary AI-driven algorithms, which achieve an impressive 99% matching accuracy. This level of precision is crucial for enterprise companies managing vast SKUs across multiple geographies, ensuring they receive reliable and actionable data intelligence. Insights are accessible through a user-friendly SaaS portal or via plug-and-play API formats, facilitating seamless integration into complex enterprise tech stacks with minimal disruption. This flexibility allows businesses to incorporate the platform into their existing workflows without significant operational hurdles. Intelligence Node's capabilities extend beyond basic analytics, offering one of the largest AI-driven datasets for extensive product discovery. This enables enterprises to identify trends, benchmark competitors, and uncover growth opportunities more rapidly. With refresh rates of just 10 seconds, businesses can respond in near real-time to market changes, ensuring they remain agile in a fast-paced retail environment. Furthermore, the platform’s emphasis on first-page search engine results page (SERP) performance helps enterprise brands maximize digital shelf visibility, capturing consumer demand more effectively. Proven across six continents and available in over 100 languages, Intelligence Node showcases strong global scalability and enterprise readiness. It serves as a trusted partner for hundreds of retailers and brands worldwide, including industry leaders such as Kroger, Nestlé, and LVMH. By influencing over $600 billion in retail revenue globally, Intelligence Node positions itself as a strategic platform for organizations aiming to scale profitably in an increasingly competitive marketplace.

**Average Rating:** 4.5/5.0

**Total Reviews:** 37

#### How Do G2 Users Rate IntelligenceNode?

- **Ease of Admin:** 8.3/10 (Category avg: 8.7/10)
- **Validation :** 8.3/10 (Category avg: 8.3/10)
- **Correction:** 10.0/10 (Category avg: 8.2/10)
- **Cleansing:** 10.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind IntelligenceNode?

- **Seller:** [IntelligenceNODE](https://www.g2.com/sellers/intelligencenode)
- **Company Website:** www.intelligencenode.com
- **Year Founded:** 2012
- **HQ Location:** San Francisco, California
- **Twitter:** @bigdataNODE  
7,871 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=98120fbc5d69a00769f112ff7a9e676dfe1e3db391a6a5ec9307dea34f155c69&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fintelligencenode%2F&secure%5Burl_type%5D=linkedin_company_website)  
137 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 51% Small, 27% Medium

#### What Do G2 Reviewers Say About IntelligenceNode?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of IntelligenceNode, finding it accessible and user-friendly for all levels.
- Users value the **real-time visibility into competitor prices** , enabling timely and informed pricing decisions.
- Users value the **real-time pricing optimization** from IntelligenceNode, enhancing their market responsiveness and decision-making efficiency.
- Users love the **intuitive user interface** of IntelligenceNode, making complex data easily accessible and actionable.
- Users appreciate the **real-time competitor analysis** provided by IntelligenceNode, enhancing pricing strategies and decision-making efficiency.

##### Cons

- Users note a **learning curve** that can hinder first-time users' ability to navigate Intelligence Node's advanced features effectively.
- Users find the **difficult learning process** of IntelligenceNode challenging, particularly for newcomers navigating advanced features.
- Users report **slow performance** in IntelligenceNode, with delays in loading reports and logging in to the dashboard.
- Users find the **data management issues** challenging, as the overwhelming data complicates usability for salespeople.
- Users find the **data overload** can be overwhelming and delays the filtering of useful insights.

#### What Are Recent G2 Reviews of IntelligenceNode?

**["Smart tool for pricing & retail insights"](https://www.g2.com/survey_responses/intelligencenode-review-11596989)**

**Rating:** 4.5/5.0 stars

_— Vishnu N._

[Read full review](https://www.g2.com/survey_responses/intelligencenode-review-11596989)

**["Real-Time Pricing Intelligence Made Easy with IntelligenceNode"](https://www.g2.com/survey_responses/intelligencenode-review-12259083)**

**Rating:** 4.5/5.0 stars

_— Vansh G._

[Read full review](https://www.g2.com/survey_responses/intelligencenode-review-12259083)

#### What Are G2 Users Discussing About IntelligenceNode?

- [What is IntelligenceNode used for?](https://www.g2.com/discussions/what-is-intelligencenode-used-for)

- ‹ Prev ‹ Prev
- 1
- [2](/categories/retail-analytics?order=g2_score&page=2#product-list)
- [3](/categories/retail-analytics?order=g2_score&page=3#product-list)
- [4](/categories/retail-analytics?order=g2_score&page=4#product-list)
- [5](/categories/retail-analytics?order=g2_score&page=5#product-list)
- …
- [16](/categories/retail-analytics?order=g2_score&page=16#product-list)
- [17](/categories/retail-analytics?order=g2_score&page=17#product-list)
- [Next › Next ›](/categories/retail-analytics?order=g2_score&page=2#product-list)

Spotlight Categories

[Account-Based Orchestration Platforms](https://www.g2.com/categories/account-based-orchestration-platforms)

[Business Continuity Management (BCM) Software Solutions](https://www.g2.com/categories/business-continuity-management-software)

[VoIP Providers](https://www.g2.com/categories/voip)

[Purchasing Software](https://www.g2.com/categories/purchasing-software)

[Mobile Device Management (MDM) Software](https://www.g2.com/categories/mobile-device-management-mdm)

Similar Categories

- [Other Retail](/categories/other-retail)
- [Rebate Management](/categories/rebate-management)
- [Retail Assortment Planning](/categories/retail-assortment-planning)
- [Retail Distributed Order Management Systems](/categories/retail-distributed-order-management-systems)

- [Retail Intelligence](/categories/retail-intelligence)
- [Retail IoT](/categories/retail-iot)
- [Retail Management Software](/categories/retail-management-software)
- [Retail Pricing](/categories/retail-pricing)

- [Retail Space Planning](/categories/retail-space-planning)
- [Retail Task Management](/categories/retail-task-management)

[Browse Retail Analytics Themes](/categories/retail-analytics/themes)

 ![Subhransu Sahu](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Subhransu Sahu")
SS

Researched and written by [Subhransu Sahu](https://research.g2.com/insights/author/subhransu-sahu)

Updated October 3, 2024

Retail analytics software provides retailers with an in-depth look into all aspects of their business. It equips them with detailed analytical data to make more informed and strategic decisions. The tool does so by analyzing retail key performance indicators (KPI) like the total sales volume, average transaction size, retail conversion rate, rate of return, etc. Retail analysts and managers use this tool to see how the company performs across regions and business units, often in real time.

Retail analytics software helps identify and analyze customers' data and determine which items are selling well, when items sell most, and what demographics purchase which items. It also helps study shopping patterns and uncover consumer trends with consumer packaged goods (CPG) or durable goods, enabling sales and marketing teams to formulate better sales strategies and implement effective marketing loyalty programs.

Retail analytics software integrates with other software, such as [retail POS systems](https://www.g2.com/categories/retail-pos), [retail management systems](https://www.g2.com/categories/retail-management-system), and [retail operations software](https://www.g2.com/categories/retail-operations), to gather data on a daily basis.

To qualify for inclusion in the Retail Analytics category, a product must:

- Integrate with or analyze data from various other retail software
- Help in gathering, cleansing, organizing, and analyzing retail data
- Provide real-time analytics and visualization through intelligent dashboards
- Monitor business KPIs, and enable trend prediction and retail data forecasting
- Act as a centralized database and enable the creation of enterprise-ready reports
- Be designed specifically for retail and wholesale businesses

Show More

### Retail Analytics Topics

- [What is Retail Analytics Software?](#what-is-retail-analytics-software)
- [What are the Common Features of Retail Analytics Software?](#what-are-the-common-features-of-retail-analytics-software)
- [What are the Benefits of Retail Analytics Software?](#what-are-the-benefits-of-retail-analytics-software)
- [Who Uses Retail Analytics Software?](#who-uses-retail-analytics-software)
- [Challenges with Retail Analytics Software](#challenges-with-retail-analytics-software)
- [How to Buy Retail Analytics Software](#how-to-buy-retail-analytics-software)
- [Implementation of Retail Analytics Software](#implementation-of-retail-analytics-software)

[
### Retail Analytics Topics
 Expand/Collapse ](#)
- [What is Retail Analytics Software?](#what-is-retail-analytics-software)
- [What are the Common Features of Retail Analytics Software?](#what-are-the-common-features-of-retail-analytics-software)
- [What are the Benefits of Retail Analytics Software?](#what-are-the-benefits-of-retail-analytics-software)
- [Who Uses Retail Analytics Software?](#who-uses-retail-analytics-software)
- [Challenges with Retail Analytics Software](#challenges-with-retail-analytics-software)
- [How to Buy Retail Analytics Software](#how-to-buy-retail-analytics-software)
- [Implementation of Retail Analytics Software](#implementation-of-retail-analytics-software)

## Learn More About Retail Analytics Software

### What is Retail Analytics Software?
 

Retail analytics software empowers retail businesses by providing insights into all aspects of the store using various business intelligence data, such as sales figures, inventory levels, customer data, supply chain, etc. It also helps clean and organize inconsistent data sets and visualize them on a single intuitive retail dashboard for easy understanding and interpretation.

 

Retail insights drawn from this software help retailers accurately target customer needs in order to offer the right products at the right price at the right time. To do that, retail analytics platforms provide scope to analyze the performance of each retail metric at a granular level. These tools also influence marketing decisions by uncovering valuable insights related to consumer behavior and helping marketers design customer-based loyalty programs.

 

### What are the Common Features of Retail Analytics Software?
 

The following are some core features within retail analytics systems that can help retailers find the best solution for their business analysis needs:

 

**Data collection:** Retail analytics tools help collect data from different sources, such as retail point of sale (POS) software, retail management systems, etc., in whichever form they are. The retail analytics tool integrates with these systems and helps with automated exports instead of manual collection by internal sales teams.

 

**Data cleansing:** The raw data received in the collection process goes through data cleansing to ensure accuracy and consistency. The retail analytics system deals with erroneous data by identifying incorrect or duplicate data, deleting the messy data, and then arranging the dataset in the appropriate format.

 

**Data analysis:** This feature of retail analytics software uses clean data and delivers useful insights and information in the form of different visualization dashboards such as tables, graphs, pie charts, etc., with the help of advanced artificial intelligence (AI) and machine learning (ML). These insights are later used to discover trends, predict outcomes, and make better business decisions.

 

### What are the Benefits of Retail Analytics Software?
 

Retail analytics solutions are beneficial to retailers, suppliers, and customers. The information derived from the retail data uncovers areas for improvement and optimizes the customer experience at the store. Here’s how all the stakeholders benefit from software:

 

**Offers retailers a competitive advantage:** Retail analytics software can help retailers understand customer behavior and formulate strategies specific to individual stores. It automates the process of gathering, cleaning, and analyzing data, which was a tedious task. A retailer using analytics tools has a competitive advantage over its peer dependent on guesswork. Insights from the data also help retailers with competitive benchmarking, improve marketing return on investment (ROI), optimize in-store operations, and enhance customer loyalty.

 

**Improves suppliers’ product management processes:** Retailers are not the only ones who benefit from retail analytics tools. Suppliers also use historical retail data to plan and forecast demand, plan inventory management, see which specific product line is outperforming others in a region, and introduce new products catering to consumer needs. It also helps them plan future campaigns as a marketing initiative and pushes their product to prospective retailers.

 

**Boosts customer experience:** Customers are the indirect beneficiaries of the insight drawn with retail analytics tools. Retailers continuously strive to improve customer experience by creating eye-catching store layouts, discounts on merchandise, loyalty programs, and improved customer engagement. Customers feel happy, become repeat customers, and bring new customers on board, pleased by the unique experience retailers try to provide.

 

### Who Uses Retail Analytics Software?

Managers from different departments of a retail organization use this software for better decision making. Here’s a list of a few personnel who often use this software. 

**Retail store managers:** Store managers use retail analytics software to track and measure the performance of respective stores on a monthly, quarterly, and yearly basis. 

**Analytics managers:** Analytics managers do data mining and draw actionable insights using various retail data analytics methodologies such as big data, descriptive analytics, diagnostic analytics, predictive analytics, and prescriptive analytics.

**Brand or marketing managers:** Brand or marketing managers use retail analytics platforms to monitor brand performance through sales data and track consumer behavior and trends, which allow them to strategize marketing campaigns and loyalty programs.

#### Software Related to Retail Analytics Software

Related solutions that can be used together with retail analytics software include other retail software such as:

[Retail POS systems](https://www.g2.com/categories/retail-pos) **:** Retail analytics systems easily integrate with retail POS software. Retail POS software is used in the day-to-day operations of a store for tasks like creating a sales order, finding product and customer information, billing, etc. It stores a vast amount of relevant information that can be exported to retail analytics software for analysis purposes.

[Retail pricing software](https://www.g2.com/categories/retail-pricing) **:** Retail pricing software helps formulate the best pricing strategy for products and seamlessly integrates with analytics software. Some of the retail pricing tools come with analytics features that can do the job of retail analytics as a standalone product. However, some advanced analytics software must work in conjunction with the host software to get the best result.

### Challenges with Retail Analytics Software

Retail analytics software comes with its own set of challenges.

**Cost of purchase:** Small to medium-sized retailers might find it difficult to purchase this software from a cost point of view. Since most of these tools are subscription based, there is a recurring bill associated with them. Also, most small to medium retailers are unorganized businesses with the absence of streamlined functions, where procuring such tools could be inconsequential.

**Software integration:** Retail analytics platforms need to be integrated with multiple types of retail software, such as retail POS, retail management, etc., to export data and analyze. A significant risk that arises during software integration is incompatibility, which leads to the inability to perform important functions.

**Data security and privacy:** Data security and privacy are major concerns for multinational corporations. Retailers gather several data sets such as customer names, mobile numbers, and email IDs for their vested interests. Any sort of data leakage from such tools could be a nightmare for the retailer and might affect the overall brand reputation in the market.

### How to Buy Retail Analytics Software

#### Requirements Gathering (RFI/RFP) for Retail Analytics Software

Requirement gathering ensures that the software has all the features a business needs. It helps to understand the right tools required to perform critical task processes without wasting time figuring out how to do it. It also helps to ask critical questions about the need for the software. For example, retail analytics solutions help analyze retail data and present insights, but the buyer should also know if there is enough data to process and how these insights will help the existing position of the retail business.

#### Compare Retail Analytics Software Products

**Create a long list**

A long list helps refine software products with must-have retail analytics features such as data gathering, cleansing, and analysis. Buyers can add to the list software that functions as a standalone product or integrates into existing systems, such as retail management or retail POS. Some other things to consider while creating a long list could be the product's popularity, the price offered for product add-ons, schemes for upgrading, and 24/7 customer service support.

**Create a short list**

A short list narrows down the long list of buyers and helps them make a constructive decision on which software to opt for. Shortlists are more specific to the exact need of the buyer mapped with the features offered by the product. For example, buyers looking for cloud-based retail analytics software must not keep software installed on-premises on the short list.

**Conduct demos**

Demos are an essential part of the entire software implementation process. It ensures that the retail analytics software is running smoothly and is compatible with the existing business system. It allows buyers to ask questions about the software's features and ensures the retail analytics vendor is entirely transparent about the product offerings.

#### Selection of Retail Analytics Software

**Choose a selection team**

A team comprised of in-house IT personnel, project managers, heads of departments, retail experts, and end users must be part of the selection process. Along with senior management, this selection team is responsible for selecting the right software and checking the entire retail analytics software onboarding process. Buyers can also outsource technical consultants with domain-specific expertise to give constructive recommendations and suggestions in this process.

**Negotiation**

To successfully negotiate, the buyer must carefully analyze the final offering provided by two or more vendors. There are chances that vendors might offer similar software with similar features. In this case, the only differentiator may be the price provided by the vendor. The deciding factor during final selection in case of similar pricing might depend on product add-ons, unique customization, customer support post implementation, etc.

**Final decision**

In most cases, the senior management or head of the department decides to select the software after carefully going through all the documented insights provided by the team during the product testing process. It is also important to investigate all the vendor's terms and conditions beforehand to avoid last-minute confusion.

### Implementation of Retail Analytics Software

**How is Retail Analytics Software Implemented?**

Buyers can implement retail analytics software at any point in the retail journey. The vendor’s IT team and the buyer’s selection team are responsible for the implementation. If the retail analytics software is installed on-premises, the implementation team should ensure it doesn’t affect retail operations.

**Who is Responsible for Retail Analytics Software Implementation?**

The selection team is usually responsible for the implementation process since they know the business requirements and how the new software can help. Service engineers and technical experts from the vendor’s side also collaborate with the selection team and address real-time issues during implementation.

**What Does the Implementation Process Look Like for Retail Analytics Software?**

The retail analytics software implementation process varies depending on the type of software installed, cloud based or on-premises. Cloud-based software is easy to install and can be accessed from anywhere. On-premises software needs existing infrastructure on which it is installed and can be accessed only within the premises.

**When Should You Implement Retail Analytics Software?**

A buyer can implement this software at the start of the retail business or after making a strong presence in the market. Also, selecting an ideal time for the installation process of the retail analytics software is essential to avoid interference with daily retail operations.