Best Data Management Software - Page 20

How Many Data Management Software Products Does G2 Track?

Total Products under this Category: 357

Category Stats (Nov 2026)

  • Average Rating: 4.53/5 (↑0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: amber (+2.63%) - Among all products in this category, amber recorded the largest rating increase compared to last month

Last updated: November 12, 2026

How Does G2 Rank Data Management Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 25,400+ Authentic Reviews
  • 357+ 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 Data Management Software

G2 Grid® for Data Management Software plotting products by satisfaction and market presence

Highlighted products: Databricks, Data 360 (formerly Salesforce Data Cloud), Rippling, Vast Data, Frontier, and Composable DataOps.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-management-software/grids.json?focus%5B%5D=databricks&focus%5B%5D=data-360-formerly-salesforce-data-cloud&focus%5B%5D=rippling&focus%5B%5D=vast-data&focus%5B%5D=exportly-frontier&focus%5B%5D=composable-dataops)

Scout FDC

Scout is a dynamic user friendly mobile and web-based field data capture platform that saves users 20 - 40 hours per month by eliminating admin burdens of bad data, and manual/spreadsheet processes causing costly communication delays. Beyond daily production values, our single sign on (SSO) system tracks all field events, manages loads and run tickets, work orders and vendor costs. We help companies run leaner by integrating with other systems, and automating reporting to improve production visibility for upstream and midstream operators.

Who Is the Company Behind Scout FDC?

  • Seller: ScoutGroup
  • Year Founded: 2014
  • HQ Location: Abilene, Texas, United States
  • LinkedIn® Page: www.linkedin.com
    200 employees on LinkedIn®

Scribble Data Enrich

Scribble Data's flagship product, the Enrich Intelligence platform, is a Generative AI and machine learning platform for organizations to solve a wide variety of advanced analytics use cases with low-code data products. With Enrich’s advanced analytics capabilities, businesses can go from raw, unstructured data to an outcome-oriented data product in a matter of minutes. Scribble’s proprietary applied AI engine, Hasper, is a full–stack large language model (LLM)-based engine for business leaders to rapidly build AI-powered data products. Hasper also works with clients' real-time data to generate recommendations and predictive insights without having to ask for them. Hasper sits atop Enrich to make it a full-stack LLM data products platform. Thus, enabling more sophisticated end-to-end workflows seamlessly using both structured and unstructured data, with conversational interfaces.

Who Is the Company Behind Scribble Data Enrich?

SCRIVA

Scriva is ERIS' innovative report-writing platform. Scriva offers a comprehensive suite of collaborative tools to elevate productivity, improve quality control and establish a consistent output. Scriva's intuitive design and powerful integration capabilities let you bring all your information together quickly and beautifully with less hassle, allowing more time for doing other things. Scriva integrates seamlessly with ERIS data, products, and applications, but its ability to assign, track and collaborate on document production creates a robust project management system that goes beyond report-writing. All this, with stress-free onboarding, dedicated support, and no pricing surprises.

Who Is the Company Behind SCRIVA?

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How it works

Sightify | AI Agents

Sightify | AI Agents is an LLM AI software application intended to automate SME workflows while ensuring data sovereignty. Some features include: Data-Sovereign Agents: Fine-tuned w/ Retrieval Augmented Generation (RAG) on open-source LLMs for specific business process optimization No AI Hallucinations: Source, page, and section citations for database-enforced tokens Multimodal: PDF, Excel, Word, TXT, PNG/JPEG, etc. CRM/ERP System Integration: API documentation, MCP compliant, R&D integration/support Updatable LLMs: Constant New Version Implementations (Qwen 70B, Gemma 27B) Our current AI Agents are: Knowledge Assistant: Generates RAG-powered responses referencing the ERP/CRM database for client relationship management, HR/company regulations search, marketing/email suggestions, etc. Contract Finalizer: Finalize legal contracts that are sent to or received from clients/partners by referencing past finalized contracts, government regulations/policies, and the ERP/CRM database. Report Generator: Instant generate monthly/annual sales/marketing/buget reports based on report templates and the ERP/CRM database Market Researcher: Analyze and compare competitor pricing, products, marketing, etc with Internet and ERP/CRM database reference Meeting Notetaker: Immediately generate meeting notes after recording/uploading meeting audio, use LLM reasoning to create action items, draft emails, etc. Our AI software deployment is flexible: On-Premise: Sightify has several OEM / SI partnerships across the world that help deploy Sightify | AI Agents on-premise globally. While Sightify stills provides L3 support, the OEM / SI combine to provide L1/L2 support. Private Cloud: Sightify has multiple GPU compute provider partnerships across the world that help provide compliant infrastructure for deploying Sightify | AI Agents. Sightify provides L2/L3 support and the GPU compute provider provides L1/L2 support.

Who Is the Company Behind Sightify | AI Agents?

  • Seller: Sightify
  • Year Founded: 2017
  • HQ Location: Taipei, Taiwan, TW
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

simus classmate

simus systems - Engineering Data Intelligence for Manufacturing simus systems is a German software company specializing in turning engineering and product data into structured, searchable, and actionable information across CAD, PDM/PLM, and ERP environments. The software is primarily used by manufacturing companies and mechanical engineering organizations. Typical users include design or manufacturing engineers, cost engineers, technical procurement teams, master data managers, technical sales teams, and project managers. By connecting engineering data with costing, manufacturing, procurement, and enterprise processes, simus systems helps companies reduce manual work, improve cost transparency, increase part reuse, and establish a reliable data foundation for digital and AI-driven applications. Automated, Rule-Based and AI-Supported The technology follows a largely automated and rule-based approach. Existing CAD, PDM/PLM, ERP, master data, and drawing information is analyzed using configurable rules, geometric algorithms, and AI methods. This allows companies to apply their own standards and business logic while keeping processes transparent and reproducible. Solutions can be integrated into existing IT landscapes and workflows rather than requiring companies to replace established systems. Trusted Across Manufacturing Industries / 250+ clients simus systems works with 250+ industrial companies ranging from specialized mid-sized manufacturers to international engineering and manufacturing groups. Customers operate in sectors including mechanical and plant engineering, production technology, packaging machinery, industrial equipment, transportation, and other manufacturing industries. The solutions are designed for organizations managing large volumes of technical data and looking to improve data quality, automate engineering processes, and make better use of existing product and manufacturing knowledge. Flexible Deployment and Browser-Based Costing In addition to on-premises and enterprise solutions, simus systems offers browser-based software for manufacturing cost calculation. Companies can estimate the costs of turned, milled, and sheet metal parts based on 3D CAD models and technical drawings without requiring a complex local IT installation. This makes automated cost estimation accessible to engineering, procurement, and costing teams alike. CAD Analysis, Costing and Part Reuse The solutions cover a broad range of engineering and manufacturing use cases. 3D CAD models can be automatically analyzed, classified, and compared based on their geometry, making it easier to find and reuse existing components and avoid unnecessary duplicates. Manufacturing costs and process information can be calculated directly from CAD data to support design-to-cost, make-or-buy decisions, procurement, quotation processes, and production planning. Master Data Management and Classification For master data management, simus systems supports the analysis, cleansing, standardization, classification, and enrichment of material and product data. Rule-based processes help companies create consistent structures, identify duplicates, improve data quality, and support classification standards such as eCl@ss and UNSPSC. AI-Powered Drawing Analysis AI-based drawing analysis can extract manufacturing-relevant information from technical drawings, including dimensions, tolerances, GD&T, threads, surface specifications, and other product manufacturing information. These results can be combined with 3D model data to create a more complete digital representation of a component.

Who Is the Company Behind simus classmate?

SoilBeat

SoilBeat is agronomy software for agronomists, agronomy teams and growers. It keeps lab results from 100+ labs, field observations, crop history and activities in one structured record, so recommendations start from the full context of the field. Agronomists build multizone fertilizer plans with their own products, formulas, rate limits and templates, use Integrated AI to investigate data and draft advice, and approve everything before it is shared. Growers see the reasons behind advice, get a task list and record what was applied. Includes a mobile app (iOS, Android), support for soil, plant sap, tissue and water reports, and metric or imperial units. Available in English, Dutch, German, Spanish and French. Free plan, no credit card needed. Target market Agronomists, independent advisors and agronomy teams, plus growers and producers: orchards, vineyards, horticulture, greenhouses, nut crops, dairy and forage, row crops and tree nurseries. AI capabilities description Integrated AI is a chat assistant inside SoilBeat that works on the connected farm record: lab results, crop and field history, observations and activities. Agronomists and growers can ask questions, investigate the evidence and prepare draft advice. Agronomists define formulas, product choices and rate limits, then review, edit and approve recommendations before sharing. AI also extracts data from uploaded lab reports and supports voice-dictated field observations. Plans include monthly question allowances.

Who Is the Company Behind SoilBeat?

  • Seller: SoilBeat
  • Year Founded: 2022
  • HQ Location: Rotterdam, NL
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Solidatus

Solidatus gives you trust in your data and confidence in your decisions. Get fast insights with dynamic discovery, game-changing visualization and the ability to sustainably govern your complex data landscape. By revealing hidden opportunities, threats and the impact of change, your Solidatus data blueprint will help you make the unknown known, so you can optimize your infrastructure, operate more efficiently and minimize risk.

Average Rating: 4.2/5.0

Total Reviews: 10

Who Is the Company Behind Solidatus?

Who Uses This Product?

  • Company Size: 60% Small, 30% Medium

What Are Recent G2 Reviews of Solidatus?

SoundCommerce

SoundCommerce was founded in Seattle in 2018 by Amazon and digital commerce veterans who believe that every organization should be able to "think and act like Amazon." SoundCommerce is a Retail Data Platform that accelerates business and data maturity so you can make decisions that lead to profitable growth. Our platform — built for retailers of any size or complexity — transforms your unique data infrastructure into an easy-to-use, no-code environment that’s accessible to everyone — no engineering degree required. Best of all, you have the option to take action natively from within the SoundCommerce platform or port the data over to any of the apps you already use and take action there. With SoundCommerce, retailers have confidence that every decision and dollar is driving profitable growth. Our customers (including Eddie Bauer, Bala, Bed Bath & Beyond, FTD/ProFlowers, and more) are moving form revenue-based lagging indicators to profit-based predictive indicators using the SoundCommerce platform.

Average Rating: 4.3/5.0

Total Reviews: 11

Who Is the Company Behind SoundCommerce?

Who Uses This Product?

  • Company Size: 82% Small, 18% Medium

What Are Recent G2 Reviews of SoundCommerce?

Sparrow.Plan

Sparrow.Plan is a SaaS product for planning and optimizing spare parts stocks. Using tens of data points, live info from suppliers and learning algorithms, Sparrow.Plan is able to recommend the ideal stock room level: eliminate over stock and reduce downtime. Planning and optimization for every spare part on stock: - Sparrow.Plan uses part specific demand forecasting based on the part classification - Customized per site based on local historical data for spare parts procurement and usage - A learning algorithm improves recommendations based on user input and new data User friendly and intuitive application for data-driven spare parts planning: - Key stockroom metrics at your fingertips - Detailed analysis per part gives you confidence and control - Built-in approval processes reflect your internal processes Collaboration and integration with leading ERPs: - Supporting import and export templates - Live integration with ERP possible - for ingesting updated data and sending planning records

Who Is the Company Behind Sparrow.Plan?

Spirion

Spirion is the most comprehensive and accurate sensitive data discovery and classification platform on the planet. Period. Full Stop. With that as our foundation, we expanded our efforts to an award-winning Sensitive Data Governance Suite, bringing together data security, privacy, and governance under one umbrella. Whether you are looking to better control your sensitive data, to prevent the devastating impact of a breach, or are working towards continuous compliance, Spirion is step one - your single source of truth for Sensitive Data and for any initiative focused on protecting that data.

Average Rating: 4.4/5.0

Total Reviews: 13

Who Is the Company Behind Spirion?

  • Seller: Spirion
  • Year Founded: 2006
  • HQ Location: Tampa, FL
  • LinkedIn® Page: www.linkedin.com
    27 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 64% Large, 29% Small

What Do G2 Reviewers Say About Spirion?

AI-generated summary from verified user reviews

Pros
  • Users value the customization options in Spirion, allowing easy rule creation and fine-tuning for their needs.
  • Users value the easy data classification process of Spirion, simplifying identification and protection of sensitive information.
  • Users value the powerful data discovery capabilities of Spirion, facilitating effective identification and protection of sensitive information.
  • Users appreciate the robust data protection capabilities of Spirion, enhancing security against breaches and unauthorized access.
  • Users value the robust data protection features of Spirion, which significantly enhance compliance and security for sensitive information.
Cons
  • Users find the difficult learning curve challenging, requiring additional training to fully utilize Spirion's complex features.
  • Users found the difficult setup of Spirion challenging, although recent updates have enhanced configuration ease.
  • Users find the complexity of Spirion challenging, often requiring additional training to effectively utilize its features.
  • Users often face a lengthy setup process with Spirion, which can hinder initial implementation and efficiency.
  • Users report performance issues with SPIRION during intensive scans, leading to slowdowns and reduced productivity.

What Are Recent G2 Reviews of Spirion?

What Are G2 Users Discussing About Spirion?

SPREAD AI

SPREAD AI features a unified product ontology that ingests and connects engineering data from enterprise sources, including product lifecycle management systems, issue trackers, software systems, and enterprise resource planning software. Engineering and production teams use modules such as Requirements Manager, Product Explorer, and ErrorInspector to analyze project specifications, trace technical relationships across components, and perform root-cause analysis of defects.

Who Is the Company Behind SPREAD AI?

SQL Spreads

SQL Spreads is an Excel Add-in that allows non-technical end users to easily Update, Insert and Delete data in SQL Server tables directly from within Excel. A SQL Spreads Designer creates controlled SQL Spreads Excel documents that are connected to a SQL Server database and then shared with Data Editors (non-technical end users) where they take ownership and update the centralized data in SQL Server themselves.

Who Is the Company Behind SQL Spreads?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated May 14, 2025