Best Data Management Software - Page 16

How Many Data Management Software Products Does G2 Track?

Total Products under this Category: 253

Category Stats (Nov 2026)

  • Average Rating: 4.53/5 (↑0.03 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: DataBahn (+1.05%) - Among all products in this category, DataBahn recorded the largest rating increase compared to last month

Last updated: November 02, 2026

How Does G2 Rank Data Management Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 20,600+ Authentic Reviews
  • 253+ 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), Vast Data, Progress ShareFile, Unitrends Backup and Recovery, Progress MarkLogic, and Frontier.

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=vast-data&focus%5B%5D=progress-sharefile&focus%5B%5D=unitrends-backup-and-recovery&focus%5B%5D=progress-marklogic&focus%5B%5D=exportly-frontier)

TikeanDQ

Tikean provides the best practices to execute your daily operations, ensure smooth business processes and minimal manual data maintenance effort. Ideally, you will get an instant view of all domain/dimension data and its quality status within your ecosystem in just one glance. For example, TikeanDB plugs into SAP organization structures by default and easily provides quality control over global and local data elements (a must-have e.g., for the manufacturing industry to speed up, and ensure the supply process flows!) High-level features contain: 1. Data modelling and Ingestion Dynamic data modelling makes it easy to provision any data domain and source to TikeanDQ. Rich feature set supports merging data from multiple origins and legacy systems into domain views. 2. Fine grained access control Tikean supports commonly used corporate authentication methods and standards. Control data visibility according to corporate policies. 3. Reporting and dashboards Create and maintain meaningful reports, share and distribute with selected audiences. Provide visual insights for fast decision making on corporate functions. 4. Requlatory compliance Meet the compliance requirements with trusted data analysis and insights. Validate the corporate data asset accuracy and timeliness for e.g. GDPR regulation capability. 5. Business rule wizard​ Dynamic data modelling makes it easy to provision any data domain and source to TikeanDQ. Rich feature set supports merging data from multiple origins and legacy systems into domain views. 6. Superfast data views Superfast data queries with no technical skills needed. Combine data from multiple origins into shareable and re-usable views. 7. Reference data Maintain and distribute corporate reference data throughout the corporate functions, using Tikean Reference Data solution (separate subscription module). 8. No-code, logical rule editor Yess, you can make the needed data modelling and configuration without a single line of code. This means that you don't need a coder to assign the rules. Also, the changes can be run immediately. 9. Powerful data validation Set business rules to provide continuous corporate data quality details and metrics. Ingest and validate also temporary (e.g. migration) data sources against corporate data rules. 10. Smooth user experience The intuitive and easy-to-use interface promotes easy system adaptation and use in multiple audiences, including the Business people. 11. Data quality ownership Deploy and Maintain Data Governance specific ownerships to your data assets. Subscribe selected datasets and error reports for the respective stakeholders. 12. Cloud optimized Responsibility from both the costing and environment point-of-view. When ever resources are needed, the solution reserves them and when not, the solution releases them, enabling power and cost savings.

Average Rating: 4.3/5.0

Total Reviews: 2

Who Is the Company Behind TikeanDQ?

  • Seller: Tikean
  • Year Founded: 2017
  • HQ Location: Helsinki, FI
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of TikeanDQ?

TIMi

TIMi is the most efficient Data Science and Data Processing Platform. Since 2007, we have been creating and improving the most powerful framework to push the barriers of analytics, predictive analytics, AI and Big Data, while offering a helpful, fast and friendly environment. The TIMi Suite consists of four tools: 1. Anatella (Analytical ETL, Data Prep & Big Data), 2. Modeler (Auto-ML / Automated Predictive Modelling / Automated-AI), 3. StarDust (3D Segmentation) 4. Kibella (BI Dashboarding solution). TIMi dominates the Data Science market: In the "Summer 2022 - Momentum Report” from G2, in the “Data Science” category, TIMi has the #1 rank: TIMi is the Data Science solution with both the highest market growth and the highest customer-satisfaction! More about this subject here: https://timi.eu/blog/timi-the-number-one-data-science-platform/

Average Rating: 4.8/5.0

Total Reviews: 50

Who Is the Company Behind TIMi?

  • Seller: TIMi SPRL
  • Year Founded: 2007
  • HQ Location: Brussels
  • Twitter: @TIMiSuite
    3,532 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    86 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Banking
  • Company Size: 40% Small, 32% Large

What Do G2 Reviewers Say About TIMi?

AI-generated summary from verified user reviews

Pros
  • Users highlight the exceptional customer support from the TIMi team, noting their quick response times and helpfulness.
  • Users find TIMi easy to use, thanks to its intuitive design and quick learning curve.
  • Users appreciate TIMi's user-friendly interface and exceptional support, making data transformation quick and efficient.
  • Users value the fast and intuitive automation capabilities of TIMi, streamlining data transformations and analyses effectively.
  • Users value the intuitive charting features of TIMi, enabling efficient data visualization and analysis.

What Are Recent G2 Reviews of TIMi?

What Are G2 Users Discussing About TIMi?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

Togglr

Togglr is a unique first-of-its-kind Digital Services Platform for Hybrid Multi-Cloud Management and Deployment. The platform enables users to Cloud Migrate from one Cloud provider to another or from On-Premise to a Cloud Provider. It is a collaborative Cloud system, where Migration, Disaster recovery & Backup, Orchestration and Analytical functionalities are managed and interfaced on a single digital platform. This all-in-one digital Cloud model enables a dynamic digital transformation apart from reducing data loss and downtime. Our seamless Migration system facilitates to Migrate & to Manage Hybrid workload across multiple Clouds or Data Centres.

Average Rating: 5.0/5.0

Total Reviews: 14

Who Is the Company Behind Togglr?

Who Uses This Product?

  • Company Size: 93% Small, 50% Medium

What Do G2 Reviewers Say About Togglr?

AI-generated summary from verified user reviews

Pros
  • Users value the flexibility and reliability of Togglr, enabling efficient management of hybrid cloud resources securely.
  • Users appreciate the ease of use of Togglr, enhancing their overall productivity and experience while managing cloud services.
  • Users commend Togglr for its high security, featuring impressive encryption that protects cloud resources effectively.
  • Users appreciate the user-friendly interface of Togglr, which simplifies cloud management and enhances accessibility.
  • Users commend Togglr for its exceptional customer support, which simplifies implementation and ensures seamless operations.
Cons
  • Users find the missing features like Slack integrations and alerts limit Togglr’s effectiveness in streamlining workflows.
  • Users find Togglr's poor customer support frustrating due to lengthy response times and delayed answers to inquiries.
  • Users find the complex configuration process challenging, complicating the adoption and necessitating constant vigilance for issues.
  • Users find the complexity in adoption and configuration of Togglr to hinder a smooth experience with the product.
  • Users find difficult navigation in Togglr due to complex adoption and configuration processes that hinder seamless use.

What Are Recent G2 Reviews of Togglr?

TolaData

TolaData is a monitoring and evaluation (M&E) software for NGOs and Social Enterprises. Built by a team of experienced NGO professionals, data scientists and tech innovators, TolaData harnesses the latest in technology to make M&E simpler, effective and accessible for all. Our versatile tools enable organisations to manage the complete indicator workflow in one platform - from data collection, management and analysis to designing a results framework and indicator plan to reporting progress in real time. Organisations are thus empowered to measure project performance, demonstrate results on the ground and create positive impact.

Who Is the Company Behind TolaData?

Tradebyte

Tradebyte is Europe’s Fashion & Lifestyle integrator. Built for seasonal dynamics, high-volume drops, and complex marketplace taxonomies, Tradebyte combines AI-powered automation with 15+ years of fashion-native intelligence to convert 90+ marketplace connections into predictable GMV growth. Connect Upload your catalogue once. We adapt it to every marketplace’s specs, sizes, categories, and compliance rules with no manual rework per channel. Get your catalogue live in days, not weeks, across 90+ marketplaces. Preferred integrator for Zalando and ABOUT YOU. Steer Tradebyte gives you one unified view of your multichannel performance: tailored daily insights for marketplace, country, category and product performance. Analyse GMV, return rate and item performance across all channels in one dashboard, then benchmark yourself against your competitors. Grow Get a dedicated Success Manager in your corner, not a faceless ticket queue. From onboarding to peak-season steering, work with e-commerce experts who know your brand inside out. Success-based: we win when your GMV does, predictably, year-round.

Average Rating: 0.5/5.0

Total Reviews: 1

Who Is the Company Behind Tradebyte?

  • Seller: Tradebyte
  • Year Founded: 2009
  • HQ Location: Ansbach, Bavaria, Germany
  • LinkedIn® Page: www.linkedin.com
    447 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Tradebyte?

AI-generated summary from verified user reviews

Pros
  • Users highlight the excellent customer support of TB.One, praising its responsiveness and knowledgeable assistance during onboarding.
Cons
  • Users find TB.One by Tradebyte to be expensive relative to its functionality, incurring multiple hidden fees.
  • Users often face integration issues, struggling with unreliable APIs and lack of direct connections to essential platforms.
  • Users express frustration over the missing features, particularly with API integrations and complex UI hindering usability.
  • Users report notification overload, making it difficult to manage and prioritize important updates effectively.
  • Users are frustrated with the not user-friendly interface and complexity of TB.One, affecting their overall experience.

Tugger

Tugger is the AI-powered data platform that connects your business systems to the analytics and AI tools you want to use. Most businesses are sitting on a goldmine of data locked inside the platforms they use every day - job management systems, accounting software, CRM tools, and more. Getting that data out, combining it, and turning it into real answers has traditionally meant expensive developers, complex API work, and months of setup. Tugger changes that. How it works Tugger connects to your business platforms - Simpro, Xero, HubSpot, QuickBooks, and more - and automatically pulls your data into a secure, managed cloud data warehouse. No coding. No API configuration. No data warehouse setup required. We handle all of that so you don't have to. Once your data is in the warehouse, you've got two powerful ways to get answers. Ask your data anything Connect your Tugger warehouse to Claude, ChatGPT, or Gemini via our built-in MCP server and ask questions in plain English. No SQL. No formulas. No waiting for someone to build a report. Just type a question and get a real, data-backed answer in seconds. Ask things like "which jobs made money last month?" or "what's my quote conversion rate by salesperson?" - instantly, across all your connected systems at once. Power BI and Tableau dashboards For teams that want visual dashboards, Tugger connects directly to Power BI and Tableau. Pre-built report templates for the most popular connectors mean you can hit the ground running without building everything from scratch. Who uses Tugger Field service businesses use Tugger to track job profitability, technician utilisation, and quote conversion. Finance teams use it to get instant answers from Xero and QuickBooks without manual exports. Sales teams connect HubSpot for pipeline visibility and performance reporting. Accountancy practices use it to give clients self-serve access to their own data across multiple entities. Why customers choose Tugger Simple to set up - most customers are up and running in minutes, not months. Secure by design - ISO 27001 aligned, built on Microsoft Azure, with enterprise-grade data storage included in every plan. No contracts, transparent pricing, and a support team customers consistently describe as outstanding.

Average Rating: 4.8/5.0

Total Reviews: 5

Who Is the Company Behind Tugger?

  • Seller: Tugger
  • Year Founded: 2021
  • HQ Location: Bollington, GB
  • Twitter: @TuggerApp
    845 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 60% Small, 40% Medium

What Do G2 Reviewers Say About Tugger?

AI-generated summary from verified user reviews

Pros
  • Users commend Tugger's exceptional customer support, which significantly enhances their experience and resolves issues promptly.
  • Users appreciate the easy accessibility of Tugger's reporting suite, enhancing data insights for both internal and external stakeholders.
  • Users value Tugger's expertise in data analysis, leading to accurate and customized BI reporting solutions.
  • Users highlight the ease of use of Tugger, praising its intuitive setup and seamless report generation capabilities.
  • Users commend Tugger for its easy API integration and excellent support, enhancing reporting capabilities with Power BI.

What Are Recent G2 Reviews of Tugger?

Ultimate X

Who Is the Company Behind Ultimate X?

  • Seller: Vcinity
  • Year Founded: 2018
  • HQ Location: San Jose, US
  • LinkedIn® Page: www.linkedin.com
    41 employees on LinkedIn®

Unitrends MSP

Who Is the Company Behind Unitrends MSP?

  • Seller: Kaseya
  • Year Founded: 2000
  • HQ Location: Miami, FL
  • Twitter: @KaseyaCorp
    17,411 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    5,483 employees on LinkedIn®

Validis

Validis is an open data platform that connects seamlessly to every major accounting package, providing on-demand data to lenders, asset managers, auditors and accountants.

Average Rating: 4.5/5.0

Total Reviews: 4

Who Is the Company Behind Validis?

  • Seller: Validis
  • Year Founded: 2016
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    69 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 75% Small, 25% Medium

What Are Recent G2 Reviews of Validis?

What Are G2 Users Discussing About Validis?

Vantage

Vantage Technologies is a UK-based SaaS provider delivering governance, risk, and compliance solutions for healthcare and charity organisations. Our mission is simple yet powerful: to help organisations save time, reduce administrative burden, and maintain the highest standards of safety and compliance through intuitive, affordable, and adaptable software. Our platform is modular and highly configurable, designed to fit seamlessly into your existing processes. Whether you need incident management, risk registers, audit and inspection tools, or CQC compliance tracking, Vantage provides a tailored solution that evolves with your organisation. By replacing manual spreadsheets and paper-based systems, we streamline operations and empower teams to focus on what matters most—delivering exceptional care. Trusted by over 150 healthcare providers, hospices, and charities across the UK, Vantage Technologies offers a comprehensive suite of tools for governance and operational excellence. Each module is built with flexibility in mind, enabling custom workflows, automated notifications, and real-time dashboards that provide actionable insights. Key Features Incident & Risk Management Audit & Inspection Automation CQC Compliance Tracking Asset & Contractor Oversight COSHH & Risk Assessments Policy & Document Management What sets us apart is our customer-led development approach. We work closely with clients to understand their workflows and reporting needs, tailoring modules to deliver maximum value. From audit automation to policy management, our tools are designed to reduce risk, improve accountability, and enhance organisational resilience. With unlimited user licences and a tiered pricing structure, Vantage offers scalability for organisations of all sizes. Our commitment to innovation, adaptability, and customer success drives everything we do. If you’re looking for a partner to help you achieve compliance, optimise processes, and unlock efficiency, Vantage Technologies is here to support your journey.

Average Rating: 4.8/5.0

Total Reviews: 3

Who Is the Company Behind Vantage?

Who Uses This Product?

  • Company Size: 67% Medium

What Do G2 Reviewers Say About Vantage?

AI-generated summary from verified user reviews

Pros
  • Users value the collaborative customization capabilities of Vantage, enhancing alignment with unique operational needs effectively.
  • Users value the excellent customer support from Vantage, making transitions smooth and setups straightforward.
  • Users value the customization features of Vantage, enabling tailored solutions that enhance operational efficiency and user experience.
  • Users value the ease of configuration with Vantage, simplifying transitions and enabling tailored setups for specific needs.
  • Users value the ease of use of Vantage, appreciating its straightforward setup and supportive transition process.
Cons
  • Users desire improved integration issues for better interoperability and connectivity with other systems and data sources.
  • Users find the learning curve steep due to lacking documentation, although improvements are underway.
  • Users desire more customization options for branding and integration, limiting Vantage's overall flexibility and utility.
  • Users find the documentation lacking, resulting in a steep learning curve despite the friendly team support.

What Are Recent G2 Reviews of Vantage?

Variance

Variance is built on the idea that data-driven sales is the future and the biggest thing holding sales back is not having access to customer data. Variance is about action, not analysis: you surely already have a BI tool (or three) laying around. They're great, but they're fundamentally designed to look backward and understand trends and changes. Our goal is to make all that same data operational in the moment: allowing you to take actions when your prospects and customers do. Big prospect just invite three new users onto the platform? Reach out. Mid-size customer just check out the pricing page? Good time to drop a text.

Who Is the Company Behind Variance?

  • Seller: Variance
  • Year Founded: 2021
  • HQ Location: Oaklyn, US
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Veezoo

Veezoo is an Agentic Analytics platform engineered for trust and reliability, purpose-built to empower every business user — regardless of technical background — to ask questions about their data and receive accurate, governed, and auditable answers. Founded in 2016 as a spin-off from ETH Zurich, Veezoo has been building AI-native analytics long before large language models became mainstream, combining Agentic AI with a proprietary Knowledge Graph architecture. At the core of Veezoo is the Knowledge Graph: a semantic layer that captures a company's business ontology, KPI definitions, metrics, governance rules, and authorization logic. Unlike conventional AI analytics tools that allow language models to write SQL directly — leading to hallucinated metrics and inconsistent results — Veezoo's AI translates every natural language question into Veezoo Query Language (VQL), which is then compiled to SQL through a deterministic, rule-based process. This means the AI never touches raw database tables, business logic is always applied consistently, and every result is fully traceable and auditable. Business users interact with Veezoo through a conversational chat interface, asking questions in plain language and receiving instant, verified answers with charts, tables, and dashboards. Veezoo interprets the data, suggests next steps, and summarizes key insights. Monitoring agents can investigate anomalies and alert teams when something requires action. Every chart title, filter, and label is rendered directly from VQL — not generated by an AI — so users can verify exactly what the data shows and hover over any term to see its governed definition. For data teams, Veezoo provides a Knowledge Graph IDE for modeling semantic layers from scratch using AI, leveraging existing documentation. The platform supports version control, BI-as-Code workflows, development branches, and automated tests — following best practices of modern analytics engineering. The Knowledge Graph lives in Git, making it versioned, reviewable, and auditable without vendor lock-in. Veezoo integrates natively with 17+ databases and data warehouses including Snowflake, Google BigQuery, Databricks, Amazon Redshift, PostgreSQL, MySQL, Microsoft SQL Server, Oracle, SAP HANA, and more. It also integrates with dbt Cloud to import models, metrics, and documentation, and delivers scheduled results and alerts directly to Slack and Microsoft Teams. An MCP server allows other AI tools such as Claude, ChatGPT, and Gemini to query the governed Knowledge Graph, and a public REST API enables custom integrations, embedded analytics, and CI/CD automation. Veezoo supports embedded analytics, allowing organizations to integrate the conversational analytics experience directly into their own applications in multi-tenant environments. The platform also features customizable branding, collaborative dashboards, and export capabilities to PDF, PNG, JPEG, SVG, and Excel. Recognized as a 2024 Gartner Cool Vendor in AI Models and Natural Language Technologies, Veezoo is trusted by thousands of users at companies including AXA, Bayer, Baloise, Breitling, Valora, and Air Up. The platform is headquartered in Zurich, Switzerland, and serves organizations ranging from innovative startups to Fortune 500 enterprises across industries including insurance, retail, consumer goods, and financial services.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Veezoo?

  • Seller: Veezoo
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Zurich, CH
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Veezoo?

VeriAS

The data verification and scoring software that builds accurate and deliverable lists to maximize your customer interaction.

Who Is the Company Behind VeriAS?

  • Seller: Verias
  • HQ Location: Boca Raton, US
  • Twitter: @VeriASLLC
    37 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Verodat Data Supply Chain

Verodat is a user-friendly platform that ensures your data is AI-ready. We provide the right data in the right way to power AI to give you a deeper understanding of your business.What has worked in the past for data management does not work for the AI era.A new approach is emerging that's designed to meet AI needs and built on a leaner, easier-to-implement framework. This Lean AI Data management framework is resulting in a whole new way for business teams to use AI to get a better understanding of their business.Verodat works with companies large and small who use our platform to implement Lean Data Management and activate AI Analytics in their business. Removing the need for intensive data projects and deep tech expertise.

Who Is the Company Behind Verodat Data Supply Chain?

  • Seller: Verodat
  • Year Founded: 2024
  • HQ Location: Dublin, IE
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated May 14, 2025