Alternatives to WinPure MDM

Big Data Quality must always be verified to ensure that data is safe, accurate, and complete. Data is moved through multiple IT platforms or stored in Data Lakes. The Big Data Challenge: Data often loses its trustworthiness because of (i) Undiscovered errors in incoming data (iii). Multiple data sources that get out-of-synchrony over time (iii). Structural changes to data in downstream processes not expected downstream and (iv) multiple IT platforms (Hadoop DW, Cloud). Unexpected errors can occur when data moves between systems, such as from a Data Warehouse to a Hadoop environment, NoSQL database, or the Cloud. Data can change unexpectedly due to poor processes, ad-hoc data policies, poor data storage and control, and lack of control over certain data sources (e.g., external providers). DataBuck is an autonomous, self-learning, Big Data Quality validation tool and Data Matching tool.

OpenDQ is a zero-cost enterprise data quality, master and governance solution. OpenDQ is modularly built and can scale to meet your enterprise data management requirements. OpenDQ provides trusted data using a machine learning- and artificial intelligence-based framework. Comprehensive Data Quality Matching Profiling Data/Address Standardization Master Data Management 360 View of Customer Data Governance Business Glossary Meta Data Management

You can control your data, increase your reach, improve processes, and grow your revenue. Statgraphics is the solution. But it's much more. Statgraphics makes it easy! Our intuitive interface is unrivalled in power and sophistication, but it's also easy to use. Statgraphics 18®, our latest version, has the ability to process millions more rows of data, 260 advanced routines, an R interface, and many other features. Data science is essential to the success of today's business environment. Your business owes it to take a look. Statgraphics was the first program to adapt to the PC and integrate graphics into statistical procedures. It also created point-by-point assistance tools, as well as many other innovative features that will simplify your work. Statgraphics was ahead of the rest in providing innovative features, while others were playing catch-up.

Your first-party data can be used to unlock its full potential. D&B Connect is a self-service, customizable master data management solution that can scale. D&B Connect's family of products can help you eliminate data silos and bring all your data together. Our database contains hundreds of millions records that can be used to enrich, cleanse, and benchmark your data. This creates a single, interconnected source of truth that empowers teams to make better business decisions. With data you can trust, you can drive growth and lower risk. Your sales and marketing teams will be able to align territories with a complete view of account relationships if they have a solid data foundation. Reduce internal conflict and confusion caused by incomplete or poor data. Segmentation and targeting should be strengthened. Personalization and quality of marketing-sourced leads can be improved. Increase accuracy in reporting and ROI analysis.

Data Ladder is a data cleansing and quality company that helps you "get the best out of your data." We offer data matching, profiling and deduplication as well as enrichment. Our product offerings are simple and easy to understand. This allows us to provide excellent customer service and a great solution for our customers. Our products are used by Fortune 500 companies. We are proud of our reputation for listening to our customers, and constantly improving our products. Our powerful, user-friendly software allows business users from all industries to manage their data more efficiently and improve their bottom line. DataMatch Enterprise, our data quality software suite, found approximately 12%-300% more matches than the leading software companies IBM or SAS in 15 different studies. We have over 10 years of experience in R&D and counting. We are constantly improving our data-quality software solutions. This dedication has resulted in more than 4000 installations around the world.

Syniti's data match solutions will help you build a more connected company, drive growth, or leverage new technologies at scale. No matter what data source or shape, our matching software matches, unifies, unifies and harmonizes data using proprietary algorithms. Syniti's matching software is innovative in data quality and empowers data-driven businesses. You will be able to accelerate data harmonization by 90%, and save 75% on de-duplication during your journey to SAP S/4HANA. With performance-ready processing and ready-to-go solutions that don’t require clean data, you can perform deduplication, matching, or lookup on billions upon billions of records in just 5 minutes. AI, proprietary algorithms, steep customization, and high-quality matches maximize matches across complex datasets, and minimize false positives.

OpenRefine (previously Google Refine), is a powerful tool to work with messy data. It can clean it, transform it into another format, and extend it with web services or external data. OpenRefine keeps your data secure on your computer until you share it or collaborate with others. Unless you wish it to, your private data will never leave your computer. It works by installing a small server on your computer. You then use your web browser for interaction with it. OpenRefine allows you to explore large data sets easily. Watch the video below to learn more about this functionality. OpenRefine can link and extend your data with many webservices. OpenRefine can also upload your cleaned data to Wikidata.

Our multidomain, market-leading solution supports any master domain, implementation style, or use case. It can be used in the cloud or on premises. Integrates best-in class data integration, data quality management and data privacy. Trusted views of master data that are critical to business operations allow you to tackle complex issues head-on. Automatedly link master, transaction, or interaction data relationships across master domains. Contact data verification, B2B enrichment and B2C enrichment services increase data accuracy. With one click, update multiple master data records, dynamic models, and collaborative workflows. AI-powered match tuning, rule recommendations and optimization can reduce maintenance costs and speed up deployment. Use pre-configured, highly granular charts or dashboards to increase productivity. With trusted, relevant data, you can create high-quality data that will help you improve your business results.

Data characteristics such as meaning, usage, lineage and alignment to business outcomes, ownership, that have been lost repeatedly after each project, can now be captured and retained for the first time. These essential characteristics can now be reused downstream in order to advance strategic business initiatives that depend on trusted data. Reuse data to deliver your outcomes faster. Capture and unleash the potential of your data. Unlock the potential in your data within the context of your business. Many of your projects require the same understanding and insights into your data. It's likely that you are constantly reinventing this information. Syniti can provide this knowledge at a fraction the cost and with greater accuracy. Don't lose your knowledge. Reuse the knowledge and insights that are hidden in your data. Keep your knowledge safe for future reference.

Clean & Match, WinPure's award winning data cleansing and data matching software suite is designed to improve the accuracy of consumer or business data. This software suite can be used to clean, correct, and deduplicate mailing lists, spreadsheets, CRMs, and databases. WinPure™, Clean & Match will save your business money and time. * Increase accuracy of any list, spreadsheet, database, CRM, etc. * Windows software is locally installed so you don't have to worry about security. All processing takes place on your own systems. * Use built-in phonetic and fuzzy match algorithms to save hours cleaning duplicate records from your databases or lists. * Low-cost licences with World Class Support & Training. * Free Demo with Live Online Training Available

Senzing® entity resolution API software provides the most advanced, affordable, and easy-to-use data matching and relationship detection capabilities available. With Senzing software, you can automatically resolve records about people, organizations and their relationships in real time as new data is received. The highly accurate and complete views Senzing software delivers allow you to reduce costs and enable new revenue opportunities. Senzing provides a set of libraries that that can be deployed on premises or in the cloud, in a variety of ways, depending on your architecture and environment requirements. Data remains in your ecosystem and never flows to Senzing, Inc. Minimal data preparation is required when and no tuning, training or entity resolution experts are needed. A free proof of concept can be completed in about six hours on AWS or bare metal. You can try the Senzing API on up to 100K records for free.

The digital economy requires organizations to be responsive and have a master data management platform that is highly scalable and supports hyper-personalization and real-time operations. Reltio Connected Data Platform, the only cloud-native platform for data management, supports billions of customer profiles. These profiles are enriched with thousands upon thousands of attributes, relationships, transactions and interactions from hundreds if not more data sources. Reltio powers mission-critical enterprise-class applications that can operate 24/7 with thousands of external and internal users. Reltio Connected Data Platform scales seamlessly and delivers elastic performance. It also supports the throughput enterprises require for any operational or analytical use. Innovative polyglot data storage technology allows for unprecedented flexibility in adding or removing data sources and attributes without any downtime. Reltio is built on master data management (MDM), and enhanced with graph technology.

Ataccama is a revolutionary way to manage data and create enterprise value. Ataccama unifies Data Governance, Data Quality and Master Data Management into one AI-powered fabric that can be used in hybrid and cloud environments. This gives your business and data teams unprecedented speed and security while ensuring trust, security and governance of your data.

Intelligent technologies are required to make the most of all data. This is due to growing data volumes, digital transformations and increased compliance requirements. Exorbyte provides customized Search & Match solutions that make all data accessible to humans and machines at lightning speed. No matter the quality, structure, format, or language of the data. The master data search allows for comprehensive, fuzzy searches in real-time and millions of records using just one search field. Fully adjustable, error-tolerant, flexible across all fields. Master data comparison allows you to compare whole or part of data records with the master database. There are no restrictions and no errors across databases. The master data recognition extracts identity from documents, letters, or faxes and then compares them to reference data. Fuzzy data matching and intelligent extract data.

Experian Data Quality is a leader in data quality and data management solutions. Our comprehensive solutions can validate, standardize and enrich customer data. We also profile and monitor it to ensure that it is suitable for purpose. Our software can be customized to any environment and any vision with flexible SaaS or on-premise deployment models. Real-time address verification solutions allow you to keep your address data current and preserve the integrity of your contact information. Comprehensive data quality management solutions allow you to analyze, transform, and manage your data. You can even create data processing rules specific to your business. Experian Data Quality's phone validation tools can help you improve your mobile/SMS marketing efforts.

A platform that provides a single view of all your data across your enterprise. Rapid. It is precise. It is cost-effective. Synchronos is an enterprise-level masterdata management (MDM), software platform that can be used for operational and/or analysis purposes. It allows organizations to avoid traditional approaches that require large investments of time, money, and pose high risks when implementing and maintaining MDM. Synchronos is a superior alternative to other methods that offer a 1/3 time and 1/3 cost savings.

Tamr's next-generation platform for data mastering combines machine learning and human feedback to eliminate data silos and continually clean up and deliver accurate data throughout your business. Tamr works with top organizations worldwide to solve their most difficult data problems. To solve problems such as duplicate records and errors, Tamr works with leading organizations around the world to provide a complete view of all your data - from customers, suppliers, and product. Next-generation data mastering combines machine learning and human feedback to provide clean data that can be used to make business decisions. Clean data can be fed to operational systems and analytics tools with up to 80% less effort than traditional methods. Tamr assists financial firms to stay data-driven and improve their business results, from Customer 360 to reference data administration. Tamr assists the public sector in meeting mission requirements faster by reducing manual workflows for data entity resolution.

Verodat, a SaaS-platform, gathers, prepares and enriches your business data, then connects it to AI Analytics tools. For results you can trust. Verodat automates data cleansing & consolidates data into a clean, trustworthy data layer to feed downstream reporting. Manages data requests for suppliers. Monitors data workflows to identify bottlenecks and resolve issues. The audit trail is generated to prove quality assurance for each data row. Validation & governance can be customized to your organization. Data preparation time is reduced by 60% allowing analysts to focus more on insights. The central KPI Dashboard provides key metrics about your data pipeline. This allows you to identify bottlenecks and resolve issues, as well as improve performance. The flexible rules engine allows you to create validation and testing that suits your organization's requirements. It's easy to integrate your existing tools with the out-of-the box connections to Snowflake and Azure.

This Matching software includes a matching engine that can transform and standardize your data, remove and compare two projects, and match records from marketing lists or databases. Our data matching software uses the most current technologies. Use our data matching software or test our data scrubbing tool today. Update the main database, insert a new record, and then get statistics. Only insert a new record and update your main database. Get statistics by inserting a new record to the main database. Update the main database with matching information to get statistics. Remove matches from the main database to get statistics.

Unify Your Data Stack: Experience the first no-code data pipeline platform and power enlightened decision making. Integrate.io is the only complete set of data solutions & connectors for easy building and managing of clean, secure data pipelines. Increase your data team's output with all of the simple, powerful tools & connectors you’ll ever need in one no-code data integration platform. Empower any size team to consistently deliver projects on-time & under budget. Integrate.io's Platform includes: -No-Code ETL & Reverse ETL: Drag & drop no-code data pipelines with 220+ out-of-the-box data transformations -Easy ELT & CDC :The Fastest Data Replication On The Market -Automated API Generation: Build Automated, Secure APIs in Minutes - Data Warehouse Monitoring: Finally Understand Your Warehouse Spend - FREE Data Observability: Custom Pipeline Alerts to Monitor Data in Real-Time

DATAROCKET’s innovative technology allows for a seamless integration into your IT landscape. DATAROCKET’s intuitive interface allows for easy operation and includes all departments. DATAROCKET’s smart licensing model makes it easy and transparent. One price, unlimited possibilities DATAROCKET, our multi-domain master database management software, merges and cleans your data. Simple operation and a clear design will improve data quality in your entire organization. Our solution allows you to optimize data management in all domains. Whether it's customer data, material or creditor data, or any other master data you need to manage, DATAROCKET can help. The departments can easily configure their data quality rules within the data pipeline, and perform data quality measurements in real-time for all existing databases. The results are sent to dynamic web reports.

Drag-and-drop rules studio allows you to profile, clean, match, and deduplicate data. Lo-code UI is a user interface that requires no programming skills. This puts power in the hands subject matter experts. You can add AI and machine learning to your existing data management process to reduce manual effort, increase accuracy, and provide full transparency on machine-led decisions. Our self-service solutions offer award-winning data quality, matching capabilities across multiple industries and are quickly configured with specialist assistance from Datactics data engineers. Datactics makes it easy to measure data against industry and regulatory standards, fix breaches in bulk, and push into reporting tools. Chief Risk Officers have full visibility and audit trails. Datactics can be used to augment data matching with Legal Entity Masters to manage client lifecycle management.

To simplify enterprise data management, improve data accuracy, reduce costs, and create a cohesive master data management strategy across all your domains, you need to establish a common and coordinated master data management strategy. With minimal barriers to entry, you can kick-start your corporate master information management initiative in the cloud. You also have the option to add master data governance scenarios at will. By combining SAP and third-party data sources, you can create a single source for truth and mass process additional bulk updates on large amounts of data. To confirm master data readiness and to analyze master data management performance, define, validate, monitor, and monitor established business rules. Facilitate collaborative workflow routing and notification so that different teams can have their own master data attributes and validated values for specific data points.

For faster and better decision making, feed harmonized, governed, gold copy data to your BI or data warehouse. Magnitude Kalido MDM is a single master database management solution that allows you to define and model critical business information for any domain (customer, product, financial vendor, supplier or location) and then manage the trust of data business users by creating accurate, integrated and governed data. You can model as many domains you need in one solution. Magnitude's domain-agnostic modeling and matching capabilities, as well as harmonization capabilities, reduce manual stewardship. It also accelerates the integration of data from multiple sources, so you can make better business decision. Improve business results by reducing the communication gap between IT, the business, and IT.

Pandera is a flexible, simple and extensible framework for data testing that allows you to validate not only the data, but also the functions which produce it. You can overcome the initial challenge of defining a data schema by inferring it from clean data and then fine-tuning it over time. Identify critical points in your pipeline and validate the data that enters and leaves them. Validate functions that generate your data by automatically creating test cases. You can choose from a wide range of pre-built tests or create your own rules to validate your data.

Openprise is a single platform that doesn't require any code. It allows you to automate hundreds sales and marketing processes, allowing you to realize all the benefits you promised from your RevTech investments. You could try to fix this by creating dozens of point solutions in a "Frankentecture". However, quality and SLAs will suffer if you have people who are less excited about tedious manual tasks than you. Openprise is a single platform that uses no code. It combines the best business rules and data to manage hundreds of processes such as data cleansing, account scoring and lead routing. Openprise automates the manual processes, such as lead routing and attribute, that are not automated by other sales and marketing automation platforms.

Talend Data Fabric's cloud services are able to efficiently solve all your integration and integrity problems -- on-premises or in cloud, from any source, at any endpoint. Trusted data delivered at the right time for every user. With an intuitive interface and minimal coding, you can easily and quickly integrate data, files, applications, events, and APIs from any source to any location. Integrate quality into data management to ensure compliance with all regulations. This is possible through a collaborative, pervasive, and cohesive approach towards data governance. High quality, reliable data is essential to make informed decisions. It must be derived from real-time and batch processing, and enhanced with market-leading data enrichment and cleaning tools. Make your data more valuable by making it accessible internally and externally. Building APIs is easy with the extensive self-service capabilities. This will improve customer engagement.

PDM is native to Salesforce, and provides the same intuitive experience. PDM can be configured and customized within days, not weeks. Our solution is the same as Salesforce in terms of identity and access management and personal data will not be transferred outside. Use our technology to offload data processing tasks from Salesforce to your own server or machine when the Salesforce processing power is not enough. Find out what bad data looks like, how to merge, consolidate and validate fields. Also, determine what data should be kept and discarded. Use scenarios that have fine-grained rules for cleaning and identification to match your business logic. Manually cleaning all the data becomes impossible when you connect more data silos into your Salesforce CRM. Plauti Data Management provides a variety of automation options to keep your data clean (from scheduled tasks to direct processing of newly created records).

INGEST. PREPARE. DELIVER. ALL WITH A SINGLE TOOL. Build a data infrastructure capable of ingesting, transforming, modeling, and delivering clean, reliable data in the fastest, most efficient way possible - all within a single, low-code user interface. ALL THE DATA INTEGRATION CAPABILITIES YOU NEED IN A SINGLE SOLUTION. TimeXtender seamlessly overlays and accelerates your data infrastructure, which means you can build an end-to-end data solution in days, not months - no more costly delays or disruptions. Say goodbye to a pieced-together Frankenstack of disconnected tools and systems. Say hello to a holistic solution for data integration that's optimized for agility. Unlock the full potential of your data with TimeXtender. Our comprehensive solution enables organizations to build future-proof data infrastructure and streamline data workflows, empowering every member of your team.

Creactives data assistants assist procurement's internal clients with requisitioners by understanding their buying needs in their natural language. Matcher and MG Prompt make it easy for requisitioners to find the item(s), if any, they are looking for in existing master data or catalogs. If there are no matches they correctly categorize the new request. This helps procurement optimize processes and PO flow by minimizing inadvertent categorizations, which can lead to lost time and money. Without a thorough understanding of current consumption patterns, optimization of the purchasing process will not be possible. TSV allows complex firms to automatically analyze their consumption patterns using a powerful spend analysis software. Creactives software uses 'human-like reasoning' to help you understand your material master information. Creatives Product Master Data Suite is designed to manage material master information.

MultiVue, Civica's cloud Master Data Management software (MDM), allows you to match, merge, and master your data. It gives you a single view of all your records and all associated entities, which can be accessed anywhere, anytime, and on any device. Tech innovation and data insights are possible when you can combine data from multiple business functions and business systems to create a single view. This will allow you to provide more cost-effective services, and improve customer experience and satisfaction. MDM can only lead to better outcomes if IT and business functions work together to identify potential use cases and areas for process improvement. MultiVue, MultiVue Share and MultiVue Enrich are the accompanying modules. You can take control of your records to reap the benefits of data-driven business.

Manage your master data to adapt and respond faster to changes. This includes managing an application's cloud migration, managing mergers and acquisitions effects, and reconciling metadata differences between business functions and applications. Import hierarchies or lists from other applications. You can save time and not have to validate the data at entry, even if it is dirty. Validating different perspectives, known as viewpoints, can improve the quality of data in an application or business domain. Map enterprise data elements and ongoing changes across private, hybrid, and public cloud environments. With a simple shopping cart interface, create or modify existing enterprise data, relationships, or attributes.

Match2Lists is the fastest and easiest way to match, merge and de-duplicate data. You can enrich your data with Dun & Bradstreet information using our Match2D&B option. You can quickly clean up duplicates and combine data from multiple sources into powerful information in a matter of minutes. Our first goal is to provide maximum match results for customers. Before Match2Lists was created, we were data visualisation and analytics companies. We also used the most "fuzzy" matching technology on the market. We spent 10 years creating the most advanced data matching logic to overcome their low match results. Our second goal is to save time. We want our customers not to spend as much time cleansing and matching data, but more time analysing and executing. Our advanced matching logic was implemented on the fastest in-memory cloud computing architecture that we could find. It is capable of matching 200,000,000 records in 30 seconds.

Integrate master data management technologies into SAS 9.4. SAS MDM can be accessed via the SAS Data Management console. It provides a single, accurate, and unified view for corporate data by integrating data from multiple sources into one master record. SAS®, Data Remediation, and SAS(r] Task Manager can be used together with SAS MDM as well as other software offerings such as SAS® Data Management or SAS(r] Data Quality. SAS Data Remediation allows users to resolve issues that are triggered by business rules in SAS MDM batch job and real-time processes. SAS Task Manager is a complementing application that integrates with SAS Workflow technologies. It allows users direct access to a workflow that may have been initiated from another SAS app. Workflows that have been uploaded can be started, stopped, or transitioned.

Legislative restrictions on what information can be shared and under which circumstances. Data matching and discovery are used to speed up information sharing between agencies in relation to specific cases. Kalinda's core is a machine-learning-based algorithm that matches person records between multiple agencies using personal characteristics (such name, birth date, etc.) and the characteristics related people. Sometimes, in-depth investigations require the ability to examine relationships between people and with locations even if only partial information is available. Kalinda can answer partial-match questions about person, location, and relationship information. Kalinda uses extended algorithms to find records that are similar to the matches based on probabilistic records matching.

Matchit®, the core of our matching software, is specifically designed to produce results that are human-like. It does this at scale and without any preprocessing. Matchit uses Artificial Intelligence, which is a proprietary phonetic algorithm and lexicons as well as a contextual scoring engine to overcome the inconsistencies and challenges often found in business and contact data. Matching logic is a combination function and off-the shelf fuzzy algorithms that produces an alphanumeric value. Conventional matching solutions require the user to define it. This alphanumeric value (or'match key') is used to compare two records and ultimately find matches. Matchit is not like traditional matching solutions. It doesn't rely solely on one comparison between match keys to find matches. Matchit evaluates records contextually by running a variety comparisons and scoring them individually to determine the similarity between all elements in your data.

DataMatch Enterprise™, a highly visual data cleansing tool, is specifically designed to address customer and contact data quality problems. The platform uses a variety of proprietary and standard algorithms to identify phonetic and domain-specific variations. You can create scalable configurations that allow for deduplication, record linkage, suppression enhancement, extraction, standardization, standardization, and standardization of customer and business data. This will maximize the impact of your data throughout the enterprise.

Validate and verify your address information by comparing them with official Postal Authority databases. You can increase delivery rates, reduce returned mail, and receive postal discounts. Connect address datasources with our enterprise-class cleansing transforms. Once you have connected your address datasources, you will be able to validate and verify it. You can increase delivery rates, reduce returned mail, and get postal discounts. Identify the data elements in your address data and separate them into their parts. Correct common spelling errors and format your address data to conform with industry standards. This will improve mail delivery. Verify that an address exists against the USPS address database. You can verify whether the address is residential, business, or if it is deliveryable by USPS Delivery Point Validation. Merge validated data from multiple sources to create customized output files for your organization's workflow.

Many data is stored by businesses in different systems and applications across departments. These include CRMs, marketing automation platforms and POS systems. Golden Record is data matching software that links business data across all systems. It can match and dedupe records and keeps them synchronized in real-time. You can export data from all your systems to spreadsheets or CSV files. Then, you can spend a lot of time manually comparing fields, creating new corrected CSVs, then import them back into your systems. A data expert can help you analyze your data and create a custom application that links it all. You can spend months configuring data movement software to connect existing systems.

The powerful Probabilistic Data Matching algorithms use common identifiers like name, date, sex and address. Data can be imported from many different desktop and corporate databases systems. Data matching software can detect potential matches up to 99%. This software can help businesses generate additional revenue or reduce costs. It can also detect fraud more effectively. And, for medical research, it can make the difference between a successful and unsuccessful research project. LinkageWiz is quick, easy to use, and offers outstanding value because it combines many of the features offered by other products into one package.

Alteryx AI Platform will help you enter a new age of analytics. Empower your organization through automated data preparation, AI powered analytics, and accessible machine learning - all with embedded governance. Welcome to a future of data-driven decision making for every user, team and step. Empower your team with an intuitive, easy-to-use user experience that allows everyone to create analytical solutions that improve productivity and efficiency. Create an analytics culture using an end-toend cloud analytics platform. Data can be transformed into insights through self-service data preparation, machine learning and AI generated insights. Security standards and certifications are the best way to reduce risk and ensure that your data is protected. Open API standards allow you to connect with your data and applications.

QDeFuZZiner software considers project as a basic entity. Each project has definitions for two source datasets that can be imported and analyzed (the "left dataset" or "right dataset"), along with variable numbers of corresponding solutions. These are stored definitions of how fuzzy match analysis can be performed. Each project is given a unique project tag upon creation. Raw data importing to the server is done by assigning a unique project tag to each project. Imported tables are always tagged with the project name to ensure their uniqueness. QDeFuZZiner creates various indexes on the PostgreSQL database during import and later, during solution creation and execution. This facilitates fuzzy data matching. Datasets can be imported from source spreadsheets (.xlsx or.ods), or CSV (comma separated value) flat files to the server database. The left and right databases tables are then created, indexed, and processed.

Vin MDM is a next-generation multi-domain Master Data Management Solution that helps keep your master data consistent across multiple channels. Vin MDM allows enterprises to define their business-critical master data entities. The following groups can be used to classify master data entities. Enterprise can create the required master set from scratch or model it. The platform allows for the addition of new attributes at any time. Vin MDM platform supports the relationship between masters.

Verdantis offers master data management for materials and services through its Harmonize solutions. Verdantis Harmonize is focused on cleaning and deduping of data, while Verdantis Integrity maintains data cleanliness with data governance and workflows. Both Verdantis products use artificial intelligence to automatically dedupe data, enrich it, and manage it.

iCEDQ, a DataOps platform that allows monitoring and testing, is a DataOps platform. iCEDQ is an agile rules engine that automates ETL Testing, Data Migration Testing and Big Data Testing. It increases productivity and reduces project timelines for testing data warehouses and ETL projects. Identify data problems in your Data Warehouse, Big Data, and Data Migration Projects. The iCEDQ platform can transform your ETL or Data Warehouse Testing landscape. It automates it from end to end, allowing the user to focus on analyzing the issues and fixing them. The first edition of iCEDQ was designed to validate and test any volume of data with our in-memory engine. It can perform complex validation using SQL and Groovy. It is optimized for Data Warehouse Testing. It scales based upon the number of cores on a server and is 5X faster that the standard edition.

Datagaps DataOps Suite, a comprehensive platform, automates and streamlines data validation processes throughout the entire data lifecycle. It offers end to end testing solutions for ETL projects (Extract Transform Load), data management, data integration and business intelligence (BI). The key features include automated data cleansing and validation, workflow automation and real-time monitoring, as well as advanced BI analytics. The suite supports multiple data sources including relational databases and NoSQL databases as well as cloud platforms and file-based systems. This ensures seamless integration and scalability. Datagaps DataOps Suite, which uses AI-powered data quality assessment and customizable test scenarios, improves data accuracy, consistency and reliability.

Graphs are flexible formal data structures that make it easy to map other data formats to them. They capture explicit relationships between items so you can connect new items as they are added, and then traverse the links to understand their connections. Data semantics are explicit and include formalisms that support inferencing as well as data validation. Knowledge graphs are a self-descriptive model for data and can be used to help you adjust data to meet your data model requirements. The graph's meaning is stored alongside the data, in the form either of the ontologies and semantic models. Knowledge graphs are self-descriptive because of this. Knowledge graphs can accommodate a variety of data and metadata that changes and grows over time, just like living things.

High-volume, disconnected data can be quickly transformed into actionable business insights using scalable enterprise data quality. Trillium Quality, a flexible, powerful data quality tool, supports your rapidly changing business requirements, data sources, and enterprise infrastructures, including big data and cloud. Its data cleansing features and standardization capabilities automatically understand global data such as customer, product, and financial data in any context. Pre-formatting and preprocessing are unnecessary. Trillium Quality services can be deployed on-premises or remotely in real time, in batch or in the cloud. They use the same rules and standards across a wide range of applications and systems. Open APIs allow you to seamlessly connect to third-party and custom applications while centrally managing and controlling data quality services.

Master data management (MDM) must be understood in its entirety. We need to first understand master data and distinguish it from master data management. Master data is critical business information that classifies and supports the enterprise's transactional and analytical data. It is also known as "enterprise" or "metadata" and can include application-specific metadata, alternative perspectives, corporate dimensions and reference data. Enterprise data can include chart of accounts and organization or cost-center structure, market segments, product types, and many other things. Master data management (MDM), does exactly what its name suggests: manages master data. MDM is a combination of technologies and applications that consolidate, cleanse, and augment master data and synchronize it with applications, business processes and analytical tools.

RightData is an intuitive, flexible and scalable data validation, reconciliation and testing suite that allows stakeholders to identify issues related to data consistency and quality. It allows users to analyse, design, build and execute reconciliation and validation scenarios without programming. It helps to identify data issues in production, thereby preventing compliance, credibility damage and minimizing the financial risk for your organization. RightData's purpose is to improve the data quality, consistency, reliability, and completeness of your organization. It allows you to speed up the delivery process and reduce costs by enabling Continuous Integration/Continuous Deployment (CI/CD). It automates the internal audit process and improves coverage, thereby increasing your organization's confidence in its audit readiness.