Page 93 | Best Data Management Software of 2026

Wavo

We’ve released a revolutionary big data platform that gathers all information about a music business, providing a single source of truth for decisions. Every music business has hundreds of data sources. But they are siloed and fragmented. Our platform identifies and connects them to build a foundation of quality data that can be applied to all daily music business operations. To work efficiently and securely—and to surface valuable insight no one else can—record labels and agencies require a sophisticated data management and governance system, so that data is available, relevant, and usable at all times. As data sources are ingested into Wavo’s Big Data Platform, machine learning is deployed to tag data based on personalized templates, making it easy to access and drill-down into important information. This enables everyone in a music business to activate and deliver business-ready data, backed up and organized for immediate value.

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NetOwl Extractor

NetOwl

NetOwl Extractor offers highly accurate, fast, and scalable entity extraction in multiple languages using AI-based natural language processing and machine learning technologies. NetOwl's named entity recognition software can be deployed on premises or in the cloud, enabling a variety of Big Data Text Analytics applications. With over 100 types of entities, NetOwl offers a broad semantic ontology for entity extraction that goes beyond that of standard named entity extraction software. It includes people, various types of organizations (e.g., companies, governments), several types of places (e.g., countries, cities), addresses, artifacts, phone numbers, titles, etc. This expansive named entity recognition (NER) forms the foundation for more advanced relationship extraction and event extraction. Domains include Business, Finance, Politics, Homeland Security, Law Enforcement, Military, National Security, and Social Media.

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NetOwl NameMatcher

NetOwl

NetOwl NameMatcher, the winner of the MITRE Multicultural Name Matching Challenge, offers the most accurate, fast, and scalable name matching available. Using a revolutionary machine learning-based approach, NetOwl addresses complex fuzzy name matching challenges. Traditional name matching approaches, such as Soundex, edit distance, and rule-based methods, suffer from both precision (false positives) and recall (false negative) problems in addressing the variety of fuzzy name matching challenges discussed above. NetOwl applies an empirically driven, machine learning-based probabilistic approach to name matching challenges. It derives intelligent, probabilistic name matching rules automatically from large-scale, real-world, multi-ethnicity name variant data. NetOwl utilizes different matching models optimized for each of the entity types (e.g., person, organization, place) In addition, NetOwl performs automatic name ethnicity detection as well.

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Omeda

The first step to a unified view of your audience is harnessing the vast amounts of data in your diverse portfolio of media, events and subscription products. Bring all your data together to create a single view of the audience and optimize your financial opportunities. With a comprehensive view of your audience's engagement, you can streamline your efforts to monitor audience data and ensure more accurate marketing decisions. Omeda helps you create new products and platforms starting with the right audience segments and targets. And we can integrate into your key Adtech and CRM platforms. Increase revenue and improve yield by effectively deploying programs across owned and operated brands and extending audience offers with omni-channel programs. Omeda is committed to answering all of your data and business questions, even when you’re burning the midnight oil. Our technical support consultants are there 24/7 to provide world-class service and help you make the most of your experience.

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Solvas Digitize

Alter Domus Data Solutions Inc.

Solvas Digitize is an intelligent document processing solution designed to help financial organizations manage complex documentation with greater accuracy and efficiency. By fully automating document intake, data extraction, validation, and reconciliation, it transforms unstructured, semi-structured, and structured documents into clean, ready-to-use information. The system centralizes every step of the workflow, allowing teams to control extraction quality, resolve missing data quickly, and eliminate manual errors. Its above-industry-average accuracy delivers reliable digitized data that supports faster, more strategic decision-making. As a managed service, Solvas Digitize combines advanced technology with expert support, reducing operational burden and eliminating the need for large capital investments. It is built to handle high-volume, high-complexity documents across investor reporting, accounting, compliance, and portfolio management use cases.

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TetraScience

Accelerate scientific discovery and empower your R&D team with harmonized data in the cloud. The Tetra R&D Data Cloud combines the industry’s only cloud-native data platform built for global pharmaceutical companies, with the power of the largest and fastest growing network of Life Sciences integrations, and deep domain knowledge, to deliver a future-proof solution for harnessing the power of your most valuable asset: R&D data. Covers the full life-cycle of your R&D data, from acquisition to harmonization, engineering, and downstream analysis with native support for state-of-the-art data science tools. Vendor-agnostic with pre-built integrations to easily connect to instruments, analytics and informatics applications, ELN/LIMS, CRO/CDMOs. Data acquisition, management, harmonization, integration/engineering and data science enablement in one single platform.

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Intergraph Smart Laser Data Engineer

Hexagon

Learn how CloudWorx for Intergraph Smart 3D connects to the point cloud and enables users to make the hybrid between the existing plant and newly modeled parts. Intergraph Smart® Laser Data Engineer provides state-of-the-art point cloud rendering performance in CloudWorx for Intergraph Smart 3D users via the JetStream point cloud engine. With its instant loading and persistent full rendering of the point cloud during user actions – regardless of the size of the dataset – Smart Laser Data Engineer delivers ultimate fidelity to the user. JetStream’s centralized data storage and administrative architecture – while serving the high-performance point cloud to users – also provides an easy-to-use project environment, making data distribution, user access control, backups and other IT functions easy and effective, saving time and money.

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Dqlite

Canonical

Dqlite is a fast, embedded, persistent SQL database with Raft consensus that is perfect for fault-tolerant IoT and Edge devices. Dqlite (“distributed SQLite”) extends SQLite across a cluster of machines, with automatic failover and high-availability to keep your application running. It uses C-Raft, an optimised Raft implementation in C, to gain high-performance transactional consensus and fault tolerance while preserving SQlite’s outstanding efficiency and tiny footprint. C-Raft is tuned to minimize transaction latency. C-Raft and dqlite are both written in C for maximum cross-platform portability. Published under the LGPLv3 license with a static linking exception for maximum compatibility. Includes common CLI pattern for database initialization and voting member joins and departures. Minimal, tunable delay for failover with automatic leader election. Disk-backed database with in-memory options and SQLite transactions.

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FluentPro Project Migrator

FluentPro Software Corporation

FluentPro Project Migrator is a cloud platform for automated project data migration. Companies migrate projects between the most popular project management platforms - Microsoft Planner, Trello, Monday.com, Project Online, Project for the Web, Asana, Smartsheet, and Dynamics 365 Project Operations. Project Migrator is a secure, fully automated, easy-to-use, and lightning-fast software; it helps companies migrate their projects effortlessly. Using Project Migrator, organizations can get numerous benefits: • With full automation of the process, Project Migrator saves 90% of the time spent on project migrations. • Reduces the migration cost by up to 90%. • Eliminates all risks related to data migration, such as loss of project data and related documents. • Offers absolute flexibility: project managers and IT specialists can perform migration when necessary, from the web or from Microsoft Teams. • Provides high security: Project Migrator runs in the cloud (Microsoft Azure)

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MySQL Workbench

Oracle

MySQL Workbench is a unified visual tool for database architects, developers, and DBAs. MySQL Workbench provides data modeling, SQL development, and comprehensive administration tools for server configuration, user administration, backup, and much more. MySQL Workbench is available on Windows, Linux and Mac OS X. MySQL Workbench enables a DBA, developer, or data architect to visually design, model, generate, and manage databases. It includes everything a data modeler needs for creating complex ER models, forward and reverse engineering, and also delivers key features for performing difficult change management and documentation tasks that normally require much time and effort. MySQL Workbench delivers visual tools for creating, executing, and optimizing SQL queries. The SQL Editor provides color syntax highlighting, auto-complete, reuse of SQL snippets, and execution history of SQL. The Database Connections Panel enables developers to easily manage standard database connections.

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Postico

Postico is a database client. Postico can connect to a local PostgreSQL server running on your Mac, or to remote servers running on a different computer. If you want to install a local PostgreSQL server on your Mac, I recommend Postgres.app. Postgres.app starts a PostgreSQL server running locally on your Mac. The first time it starts it will automatically create a new data directory and set up an empty database. After a few moments, the server will be running and waiting for connections. Postgres.app can't start when another PostgreSQL server is already running on your computer. If you run into problems, make sure to deactivate or uninstall other PostgreSQL installations. Reboot your computer after uninstalling! To connect to a PostgreSQL server with Postico, you must first create a favorite. A favorite contains parameters for connecting to a server. Some connection parameters are optional.

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Oracle Warehouse Builder

Oracle

Oracle Warehouse Builder (OWB) 11g is a data warehousing-centered data integration solution. OWB 11gR2 is pre-installed with Oracle Database 11gR2, and can be installed and used alongside Oracle Database 10gR2 and 11gR1. This page describes how Warehouse Builder is licensed and lists important links for finding more information. OWB functionality is divided into the following feature groups: Basic ETL—A basic set of ETL capabilities suitable for building simple data warehouses. (Also called Core ETL. Corresponds approximately to the Warehouse Builder 10gR1 feature set.), enterprise ETL—Advanced functionality for enterprise data warehousing and data integration projects, application Adapters for OWB—Connectivity to SAP and Oracle ERP applications. The definitive list of features included in Enterprise ETL feature set is in the Fusion Middleware 11g licensing guide, under the discussion of Oracle Data Integrator, Enterprise Edition.

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Oracle Data Science

Oracle

A data science platform that improves productivity with unparalleled abilities. Build and evaluate higher-quality machine learning (ML) models. Increase business flexibility by putting enterprise-trusted data to work quickly and support data-driven business objectives with easier deployment of ML models. Using cloud-based platforms to discover new business insights. Building a machine learning model is an iterative process. In this ebook, we break down the process and describe how machine learning models are built. Explore notebooks and build or test machine learning algorithms. Try AutoML and see data science results. Build high-quality models faster and easier. Automated machine learning capabilities rapidly examine the data and recommend the optimal data features and best algorithms. Additionally, automated machine learning tunes the model and explains the model’s results.

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Oracle Essbase

Oracle

Drive smarter decisions with the ability to easily test and model complex business assumptions in the cloud or on-premises. Oracle Essbase gives organizations the power to rapidly generate insights from multidimensional data sets using what-if analysis, and data visualization tools. Quickly and easily forecast company and departmental performance. Develop and manage analytic applications by using business drivers to model multiple what-if scenarios. Manage workflow for multiple scenarios within a single user interface for centralized submissions and approvals. With sandboxing capabilities, quickly test and evaluate your models to determine the most appropriate model for production. Financial and business analysts can use more than 100 prebuilt, out-of-the-box mathematical functions that can be easily applied to derive new data.

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Census

Census is the operational analytics platform that syncs your data warehouse with all your favorite apps. Get your customer success, sales & marketing teams on the same page by keeping customer data in sync. No engineering favors required. Census automatically publishes SQL & dbt models from your warehouse without a line of code. Stop deciphering external APIs and maintaining custom scripts, just focus on the business outcomes. You don't want "yet another source of truth" when everything is already in your warehouse. Census works on top of your existing infrastructure. Just pick a destination app, map the data, and voila, you are done. Your data shouldn't be stuck in quarterly reports. Census empowers everyone in your business to take action. Live metrics in every app means better business operations, which leads to happier users & more revenue.

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OpenText Alloy

OpenText

Data is an organization’s most valuable resource, but only when harnessed and leveraged effectively. With increasing data volumes, fragmented enterprise application landscapes and a growing variety of data types, many organizations struggle to manage data quality. Enterprise data management delivers insights and new sources of competitive differentiation from data to help control costs, understand customers and improve the bottom line. OpenText enterprise data management solutions address a broad range of data management needs, from data governance and data quality to data security and more. Using OpenText™ Alloy™ for enterprise data management, organizations move beyond basic integration and turn data into insights and action. Alloy enables organizations to harmonize, cleanse, enrich and aggregate data in a single cloud platform to improve process automation and efficiency.

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Brilent

Brilent is a data science tech company developing a SaaS solution to help talent seekers quickly and effectively identify the right talent to hire. The exciting part about this intelligent technology is its simplicity. No tricks. It leverages the components recruiters find quite relevant. At the core of the Brilent engine are three simple elements: the job requirements; the candidate profile; and our unique repository of market data. Next comes the fun part. Our system gathers all the relevant data from the job requirements and candidate profiles. Using hundreds of variables from these familiar recruiting elements and the market data, we use our well-honed experience to apply artificial intelligence and machine learning algorithms to predict how likely a candidate is a good fit for a particular job. In other words, a whole lot of data crunching, and completed in seconds. Recruiters get a ranking of candidates according to the desired specifications.

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TEOCO SmartHub Analytics

TEOCO

SmartHub Analytics is a dedicated telecom big-data analytics platform that enables financial and subscriber-based ROI-driven use cases. Designed to support and encourage data sharing and reuse, SmartHub Analytics optimizes business performance and delivers analytics at the speed of thought. SmartHub Analytics eliminates silos and can assess, validate and model vast amounts of data from across TEOCO’s solution portfolio, including: customers, planning, optimization, service assurance, geo-location, service quality and costs. As an added analytics layer residing on top of other existing OSS & BSS solutions, SmartHub Analytics provides a standalone analytics environment with a proven return on investment (ROI), saving operators billions. We consistently uncover significant cost savings for our customers, utilizing prediction-based machine learning algorithms. SmartHub Analytics remains at the forefront of technology, delivering accelerated data analyses.

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IBM Netezza Performance Server

IBM

100% compatible with Netezza. Single command-line upgrade path. Available on premises, on cloud or hybrid. IBM® Netezza® Performance Server for IBM Cloud Pak® for Data is an advanced data warehouse and analytics platform available both on premises and on cloud. With enhancements to in-database analytics capabilities, this next generation of Netezza enables you to do data science and machine learning with data volumes scaling into the petabytes. Failure detection and fast failure recovery. Single command-line upgrade to existing systems. Ability to query many systems as one. Choose the data center or availability zone closest to you, set the number of compute units and amount of storage required to run, and go. IBM® Netezza® Performance Server for IBM Cloud Pak® for Data is available on IBM Cloud®, Amazon Web Services (AWS) and Microsoft Azure. Deployable on a private cloud, Netezza is powered by IBM Cloud Pak for Data System.

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InfoTracer

InfoTracer is a trusted solution for instant information searches. We scan a network of thousands of public and private data sources to find the exact matches to your business needs from billions of records.

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CognitOps

CognitOps warehouse optimization software adds an intelligence layer to existing order and warehouse management systems. AI-powered analytics dashboards let operations managers, floor supervisors and supply chain executives see real-time tracking against KPIs, proactively allocate labor, alleviate trouble spots, and facilitate faster order fulfillment. With a low-IT-lift cloud implementation, companies can reduce labor costs up to 35% and improve warehouse metrics in as little as 2 months with visibility from the DC floor to the network. Modular Application and Roll Out: • Receiving, Inventory, Picking, Packing, Shipping modules with individual management dashboards – start with your highest priority. • Integrate with WMS to pull just the data needed for each module. • Enable visibility for department-level supervisors — roll up to the Facility view for GMs and Operations Managers. • SaaS implementation in a few weeks

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mediarithmics

mediarithmics is the modern Customer Data Platform that helps enterprise players revolutionize growth by re-architecting consumer engagement at scale. We power real-time marketing personalization, cookie-less audience monetization, and agile data collaboration within a single technology solution. By de-siloing data across your business, we enable marketing, monetization, product, and data teams to action insights to create more compelling customer experiences.

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HPE Ezmeral

Hewlett Packard Enterprise

Run, manage, control and secure the apps, data and IT that run your business, from edge to cloud. HPE Ezmeral advances digital transformation initiatives by shifting time and resources from IT operations to innovations. Modernize your apps. Simplify your Ops. And harness data to go from insights to impact. Accelerate time-to-value by deploying Kubernetes at scale with integrated persistent data storage for app modernization on bare metal or VMs, in your data center, on any cloud or at the edge. Harness data and get insights faster by operationalizing the end-to-end process to build data pipelines. Bring DevOps agility to the machine learning lifecycle, and deliver a unified data fabric. Boost efficiency and agility in IT Ops with automation and advanced artificial intelligence. And provide security and control to eliminate risk and reduce costs. HPE Ezmeral Container Platform provides an enterprise-grade platform to deploy Kubernetes at scale for a wide range of use cases.

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Windfall

Engage affluent households with actionable data you can trust. Uncover and prioritize your highest-value constituents in near real-time, with precise net worth data. Leverage meaningful insights to decode your audience, uncover hidden gems, and focus your outreach. Establish and cultivate lasting relationships at every touchpoint with the right message at the right time. In this session, discover the key challenges to decoding wealth data, the unique approach Windfall takes in determining a household’s precise net-worth, and examples of nonprofits successfully leveraging net-worth data to support their data-driven fundraising. Windfall's proprietary data set is completely rebuilt on a weekly basis, giving customers the best and latest insights on their constituents. With a focus on the affluent, Windfall delivers a precise net worth figure, not a range, and a spectrum of deterministic consumer attributes at the individual household level.

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Gist

Gist Software

Create engaging, connective microsites from your structured data. Explore and share insights with internal and external audiences. Use simple, intuitive interfaces for browsing structured data. Share analysis by embedding visualizations into reports and articles. Teams can easily publish, update, and collaborate on data visualizations using shared annotations. Understand the breadth and depth of a collection by crafting browsable galleries and data visualization interfaces. Create deeper engagement with internal teams and external audiences by contextualizing collections with user insights and timely articles. Bring data to life via fluid, interactive data visualizations. Publish eye-catching visualizations online and inspire engagement with your audience. Embed visualizations on your website and invite dialogue with user annotations. Gist is open-source under the GNU General Public License.

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Acceldata

Acceldata is an Agentic Data Management company helping enterprises manage complex data systems with AI-powered automation. Its unified platform brings together data quality, governance, lineage, and infrastructure monitoring to deliver trusted, actionable insights across the business. Acceldata’s Agentic Data Management platform uses intelligent AI agents to detect, understand, and resolve data issues in real time. Designed for modern data environments, it replaces fragmented tools with a self-learning system that ensures data is accurate, governed, and ready for AI and analytics.

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Lenovo ThinkAgile HX Series

Lenovo

Designed for easy deployment and manageability, Lenovo ThinkAgile HX combines Nutanix software with Lenovo's #1 reliable, high performing platforms. The ThinkAgile HX1021 certified node is a purpose-built Edge solution with right-sized compute and storage on a 1U height, half-width, and short-depth form factor meeting customer needs at remote locations. The condensed design of the solution allows new compute possibilities directly where data is being generated such as a retail, manufacturing units, gas stations, restaurants, healthcare, and education. Now enhanced with new second-generation Intel processors for even faster performance, the ThinkAgile HX portfolio is optimized for a broad set of virtualized workloads, including Remote Office Branch Office; file, print, and email applications; analytics; and in-memory databases. Lenovo platforms hold the highest number of performance world records and have ranked #1 in reliability for six consecutive years.

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Isima

bi(OS)® delivers unparalleled speed to insight for data app builders in a unified manner. With bi(OS)®, the complete life-cycle of building data apps takes hours to days. This includes adding varied data sources, deriving real-time insights, and deploying to production. Join enterprise data teams across industries and become the data superhero your business deserves. The trifecta of Open Source, Cloud, and SaaS has failed to deliver the promised data-driven impact. All of the enterprises' investments have been in data movement and integration, which isn't sustainable. There is a dire need for a new approach to data, built with enterprise empathy in mind. bi(OS)® is built by reimagining first principles in enterprise data management, from ingest to insight. It serves API, AI, and BI builders in a unified manner, to achieve data-driven impact in days. Engineers build enduring moat as a symphony emerges between IT teams, tools, and processes.

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NGS-IQ

New Generation Software

NGS-IQ provides built-in email and FTP, plus the benefits of IBM i security and querying remote data sources. You can modernize your reporting without adding another server or database to your network. NGS-IQ™ enables business users and analysts to write queries that can: output to Excel, Access, Word, PDF, CSV, TXT, HTML, and XML, develop analytical reports, build multidimensional models, integrate web reporting with charts and drill-down features into your intranet or web portal. Query developers enjoy powerful, time saving features, including: conditional (if-then), new column (field) calculations, run-time prompting for row (record) selection and calculation formulas, simplified table (file) joins (inner, outer, exception, one-to-many, unions), program exits to support unique data access and manipulation processes, query usage statistics and change management.

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jBASE

The future of your PICK system requires a database platform that continually evolves to meet the needs of today’s developers. jBASE is now officially certified for Docker containers, including built-in support for the MongoDB NoSQL database, and standard APIs for Salesforce, Avalara, and dozens of other platforms. Plus new enhancements to Objects that make life easier for developers. We are continuing to invest in jBASE because we believe in PICK! While others see a decline, we’ve seen 6 years of consecutive growth. We care about your long-term success and haven’t had a maintenance price increase in decades. We play well with others by collaborating and making jBASE integrate with modern technologies like VSCode, Mongo, Docker, and Salesforce. The migration routes from other PICK databases have been vastly simplified, licensing now supports flexible CPU and SaaS-based models, and our in-line operating system approach means our scalability, speed and stability are unmatched.

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Best Data Management Software - Page 93

Compare the Top Data Management Software as of May 2026 - Page 93