Best Enterprise Retail Intelligence Software

How Many Retail Intelligence Software Products Does G2 Track?

Total Products under this Category: 230

Category Stats (Nov 2026)

  • Average Rating: 4.52/5 (↑0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Slimstock (+2.27%) - Among all products in this category, Slimstock recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Retail Intelligence Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 4,100+ Authentic Reviews
  • 230+ 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 Intelligence Software

G2 Grid® for Retail Intelligence Software plotting products by satisfaction and market presence

Highlighted products: Dataweave, eStoreBrands, Board, Stackline, Numerator Insights, and Etailinsights.

Underlying data: [Grid® JSON](https://www.g2.com/categories/retail-intelligence/grids.json?focus%5B%5D=dataweave&focus%5B%5D=estorebrands&focus%5B%5D=board&focus%5B%5D=stackline&focus%5B%5D=numerator-insights&focus%5B%5D=etailinsights&segment=enterprise)

Dataweave

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: 94

How Do G2 Users Rate Dataweave?

  • Data Types: 9.2/10 (Category avg: 8.5/10)
  • Validation: 8.3/10 (Category avg: 8.3/10)
  • Ease of Setup: 8.3/10 (Category avg: 8.9/10)
  • Correction: 8.8/10 (Category avg: 8.4/10)

Who Is the Company Behind Dataweave?

Who Uses This Product?

  • Top Industries: Retail, Consumer Goods
  • Company Size: 53% Large, 31% 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?

What Are G2 Users Discussing About Dataweave?

eStoreBrands

eStore is a sophisticated software solution designed to assist brands in optimizing their online retail presence. By providing actionable insights and data-driven recommendations, eStore helps users enhance product visibility, boost conversion rates, and ultimately drive sales growth across various online retail partners. With over 15 years of experience in the industry, eStore has evolved from its origins in Poland into a trusted ally for global brands, facilitating their navigation through the complexities of digital retail. The platform primarily caters to brands that sell through multiple online retailers, addressing the challenges of digital complexity and visibility blind spots. eStore’s target audience includes marketing and sales teams within these brands, who seek to maximize their product performance on digital shelves. The platform is particularly beneficial for those looking to identify revenue opportunities that may otherwise go unnoticed, allowing brands to capitalize on hidden insights that can lead to significant financial gains. eStore's key features include comprehensive visibility across all online retail channels, enabling users to monitor product performance without the hassle of switching between multiple platforms or spreadsheets. This unified view allows brands to see how their products are performing across various retail media, locations, and marketplaces, providing the clarity needed for informed decision-making. Additionally, the platform employs advanced AI technology to simplify complex data into a straightforward daily action plan. Users receive clear, prioritized tasks that focus on immediate improvements, streamlining their workflow and enhancing productivity. Another notable aspect of eStore is its commitment to data quality, boasting an impressive accuracy rate of over 99%, significantly higher than the industry average. This high level of data integrity ensures that brands can rely on the insights provided to make strategic decisions. Furthermore, eStore recognizes that each brand has unique needs and adapts its platform accordingly, aligning with specific business objectives and internal terminologies. This customization extends to eCategory Management, where eStore not only focuses on individual brand performance but also fosters category growth in collaboration with retailers, creating mutually beneficial partnerships. Through its innovative features and tailored approach, eStore stands out as a vital tool for brands aiming to thrive in the competitive landscape of online retail. By simplifying the management of digital shelves and providing actionable insights, eStore empowers brands to enhance their online presence and achieve sustainable sales growth.

Average Rating: 4.6/5.0

Total Reviews: 24

How Do G2 Users Rate eStoreBrands?

  • Data Types: 8.3/10 (Category avg: 8.5/10)
  • Validation: 8.2/10 (Category avg: 8.3/10)
  • Ease of Setup: 8.3/10 (Category avg: 8.9/10)
  • Correction: 7.8/10 (Category avg: 8.4/10)

Who Is the Company Behind eStoreBrands?

  • Seller: eStoreBrands
  • Company Website:
  • Year Founded: 2009
  • HQ Location: London, England, United Kingdom
  • LinkedIn® Page: www.linkedin.com
    97 employees on LinkedIn®
  • Ownership: Private

Who Uses This Product?

  • Top Industries: Consumer Goods
  • Company Size: 52% Large, 28% Medium

What Do G2 Reviewers Say About eStoreBrands?

AI-generated summary from verified user reviews

Pros
  • Users commend the exceptional customer support offered by eStoreBrands, noting their accessibility and insightful assistance.
  • Users appreciate the ease of use of eStoreBrands, noting its user-friendly design and excellent support.
  • Users commend the exceptional support from eStoreBrands for their accessibility and commitment to service excellence.
  • Users appreciate the user-friendly and simple setup of eStoreBrands, which offers a clear performance overview.
  • Users value the automated support from eStoreBrands, saving time and improving overall efficiency in their processes.
Cons
  • Users find the complexity of data preparation for eStoreBrands time-consuming and in need of simplification.
  • Users report inaccuracies in product listings on eStoreBrands, though support resolves issues swiftly.
  • Users find inaccurate sales data to be a challenge, hindering their understanding of brand performance outside Amazon.
  • Users face limited data availability from apps, impacting the effectiveness for Asian retailers using eStoreBrands.
  • Users experience challenges with limited integration for specific retailers, impacting content compatibility across different regions.

What Are Recent G2 Reviews of eStoreBrands?

Board

Board is the most trusted Agentic Planning Platform, combining business context, Continuous Planning, and efficient enterprise AI to deliver confident, aligned, and faster decisions. Built to complement your data and AI strategy, Board brings together enterprise data and external signals with planning models, business logic, domain expertise, and decision context. Continuous Planning continuously senses change, models scenarios and trade-offs, and aligns financial and operational plans. Within a single, governed platform, agentic AI understands how your business makes decisions, reasons effectively, recommends changes, and supports action with human oversight, helping leaders make explainable, accountable decisions that improve business outcomes.

Average Rating: 4.4/5.0

Total Reviews: 306

How Do G2 Users Rate Board?

  • Data Types: 10.0/10 (Category avg: 8.5/10)
  • Validation: 10.0/10 (Category avg: 8.3/10)
  • Ease of Setup: 7.9/10 (Category avg: 8.9/10)
  • Correction: 10.0/10 (Category avg: 8.4/10)

Who Is the Company Behind Board?

  • Seller: Board International
  • Company Website:
  • Year Founded: 1994
  • HQ Location: Chiasso, Ticino
  • LinkedIn® Page: www.linkedin.com
    948 employees on LinkedIn®
  • Phone: +41 91 697 54 10

Who Uses This Product?

  • Who Uses This: Software Engineer, Group Controller
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 57% Medium, 39% 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?

What Are G2 Users Discussing About Board?

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Stackline

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?

  • Data Types: 8.1/10 (Category avg: 8.5/10)
  • Validation: 7.4/10 (Category avg: 8.3/10)
  • Ease of Setup: 8.3/10 (Category avg: 8.9/10)
  • Correction: 6.9/10 (Category avg: 8.4/10)

Who Is the Company Behind Stackline?

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 excellent customer support from Stackline, appreciating timely communication and responsive assistance for their needs.
  • Users value the granular insights and fast data visualization of Stackline, improving their retail analytics workflow.
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 experience slow performance with Stackline, making navigation and data comparison cumbersome and time-consuming.
  • Users face challenges with poor categorization in Stackline, impacting filtering and segmentation effectively.
  • Users express frustration with the slow loading of sales data, impacting their efficiency and real-time decision-making.

What Are Recent G2 Reviews of Stackline?

What Are G2 Users Discussing About Stackline?

Numerator Insights

Numerator Insights provides manufacturers and retailers visibility into omnichannel consumer behaviors including brand and channel switching, household penetration, and shopper profiles within a user-friendly platform. Numerator Insights offers over 40 flexible reports to provide faster, deeper answers about consumer behavior, helping brands and retailers identify growth opportunities. Numerator Insights is powered by data from the Numerator OmniPanel, America’s largest, most representative consumer panel. The Numerator OmniPanel provides a holistic view of consumer behavior across channels, capturing more than 2 billion trips from 200,000 static panelists, and 2,500+ demographic, psychographic & media consumption attributes, collected from a single source. The Numerator OmniPanel provides unparalleled insights about omnichannel consumer behavior, as well as the attitudes and opinions that influence each trip.

Average Rating: 4.6/5.0

Total Reviews: 42

How Do G2 Users Rate Numerator Insights?

  • Data Types: 8.8/10 (Category avg: 8.5/10)
  • Validation: 8.0/10 (Category avg: 8.3/10)
  • Ease of Setup: 9.3/10 (Category avg: 8.9/10)
  • Correction: 8.7/10 (Category avg: 8.4/10)

Who Is the Company Behind Numerator Insights?

Who Uses This Product?

  • Top Industries: Consumer Goods, Food & Beverages
  • Company Size: 60% Large, 31% Medium

What Do G2 Reviewers Say About Numerator Insights?

AI-generated summary from verified user reviews

Cons
  • Users find some predefined reports difficult to understand, which hampers their ability to extract useful insights.
  • Users find some predefined reports hard to understand, impacting their ability to effectively utilize Numerator Insights.
  • Users find some predefined reports to be hard to understand, leading to confusion and inefficiencies in analysis.
  • Users find some predefined reports hard to understand, which limits their ability to extract valuable insights.

What Are Recent G2 Reviews of Numerator Insights?

What Are G2 Users Discussing About Numerator Insights?

Etailinsights

At etailinsights, our research team and proprietary web crawlers source new eCommerce Leads for you, so that you can focus on crafting the right messages and winning more Online Retail clients. Our in-house research team finds and profiles eCommerce and fulfillment decision-makers at over 500,000 online retail companies. We have built a directory of all the major eCommerce brands, and our executive profiles often include an email address, direct phone line, relevant social media profiles and more.

Average Rating: 4.4/5.0

Total Reviews: 137

How Do G2 Users Rate Etailinsights?

  • Data Types: 8.1/10 (Category avg: 8.5/10)
  • Validation: 8.2/10 (Category avg: 8.3/10)
  • Ease of Setup: 8.9/10 (Category avg: 8.9/10)
  • Correction: 8.2/10 (Category avg: 8.4/10)

Who Is the Company Behind Etailinsights?

Who Uses This Product?

  • Top Industries: Computer Software, Logistics and Supply Chain
  • Company Size: 43% Medium, 36% Small

What Do G2 Reviewers Say About Etailinsights?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the data accuracy of Etailinsights, benefiting from reliable information for targeted marketing efforts.
  • Users praise the ease of use of Etailinsights, making daily tasks efficient and straightforward for their businesses.
  • Users appreciate the accurate data from Etailinsights, enhancing their ability to efficiently target e-commerce decision-makers.
  • Users value the effective lead generation capabilities of Etailinsights, enhancing their eCommerce prospecting efforts.
  • Users appreciate the comprehensive contact information provided by Etailinsights, enhancing targeted outreach for ecommerce businesses.
Cons
  • Users report that some information is outdated, which can lead to additional time spent verifying data.
  • Users find outdated data in Etailinsights problematic, impacting the overall effectiveness of the platform.
  • Users desire more limited contacts on Etailinsights, as the current listings and information feel outdated and insufficient.
  • Users find the inaccurate information in Etailinsights frustrating, affecting their trust and usability of the product.
  • Users often find the inaccurate data troubling, as it leads to confusion and hinders effective decision-making.

What Are Recent G2 Reviews of Etailinsights?

What Are G2 Users Discussing About Etailinsights?

Subhransu Sahu
SS
Researched and written by Subhransu Sahu
Updated