Alternatives to MatchX
Compare MatchX alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to MatchX in 2026. Compare features, ratings, user reviews, pricing, and more from MatchX competitors and alternatives in order to make an informed decision for your business.
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Plauti
Plauti
Plauti builds native data-quality apps that run entirely within your CRM. No data leaves your system, no external servers are used, and everything is controlled by your own admins without IT tickets. For Salesforce, Plauti covers the full data quality spectrum: > Prevent duplicates with real-time alerts that stop bad data at entry > Catch duplicates from integrations and imports > Run batch jobs to find and merge existing duplicates with full audit trails > Verify email addresses and phone numbers before they’re saved +postal+addonn Context All functionality runs on Salesforce infrastructure using your existing permissions and security. There’s no separate login, no data sync delays, and no compliance gaps. For Microsoft Dynamics 365, Plauti prevents duplicates with real-time alerts, API-based detection, batch processing, and cross-entity matching—giving CRM admins and data stewards direct, immediate control over data quality. -
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DataBuck
FirstEigen
DataBuck is an AI-powered data validation platform that automates risk detection across dynamic, high-volume, and evolving data environments. DataBuck empowers your teams to: ✅ Enhance trust in analytics and reports, ensuring they are built on accurate and reliable data. ✅ Reduce maintenance costs by minimizing manual intervention. ✅ Scale operations 10x faster compared to traditional tools, enabling seamless adaptability in ever-changing data ecosystems. By proactively addressing system risks and improving data accuracy, DataBuck ensures your decision-making is driven by dependable insights. Proudly recognized in Gartner’s 2024 Market Guide for #DataObservability, DataBuck goes beyond traditional observability practices with its AI/ML innovations to deliver autonomous Data Trustability—empowering you to lead with confidence in today’s data-driven world. -
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OpenDQ
Infosolve Technologies, Inc
OpenDQ is an enterprise zero license cost data quality, master data management and data governance solution. Built on a modular architecture, OpenDQ scales with your enterprise data management needs. OpenDQ delivers trusted data with a machine learning and artificial intelligence based framework: Comprehensive Data Quality Matching Profiling Data/Address Standardization Master Data Management Customer 360 View Data Governance Business Glossary Meta Data ManagementStarting Price: $0 -
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Match Data Pro
Match Data Pro
Match Data Pro is an intelligent data quality management tool designed to unify, cleanse, profile, match, deduplicate, and merge records from multiple files, databases, and systems with speed and precision. It provides advanced AI-ready fuzzy matching and configurable rule-based logic that detects duplicates and inconsistencies across large datasets, helping you fix errors, standardize formats, and create reliable golden records without coding. It supports comprehensive data profiling with key metrics to uncover quality issues before processing, powerful data cleansing tools to normalize and standardize information, and address verification capabilities to improve accuracy. Match Data Pro includes Senzing AI entity resolution and customizable matching algorithms that handle slight variations in data, high-performance processing that scales to millions of records, and project job automation with scheduling, reusable rules, and API integrations.Starting Price: $27 per month -
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Datactics
Datactics
Profile, cleanse, match and deduplicate data in drag-and-drop rules studio. Lo-code UI means no programming skill required, putting power in the hands of subject matter experts. Add AI & machine learning to your existing data management processes In order to reduce manual effort and increase accuracy, providing full transparency on machine-led decisions with human-in-the-loop. Offering award-winning data quality and matching capabilities across multiple industries, our self-service solutions are rapidly configured within weeks with specialist assistance available from Datactics data engineers. With Datactics you can easily measure data to regulatory & industry standards, fix breaches in bulk and push into reporting tools, with full visibility and audit trail for Chief Risk Officers. Augment data matching into Legal Entity Masters for Client Lifecycle Management. -
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DataMatch
Data Ladder
DataMatch Enterprise™ solution is a highly visual data cleansing application specifically designed to resolve customer and contact data quality issues. The platform leverages multiple proprietary and standard algorithms to identify phonetic, fuzzy, miskeyed, abbreviated, and domain-specific variations. Build scalable configurations for deduplication & record linkage, suppression, enhancement, extraction, and standardization of business and customer data and create a Single Source of Truth to maximize the impact of your data across the enterprise. -
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Data Ladder
Data Ladder
Data Ladder is a data quality and cleansing company dedicated to helping you "get the most out of your data" through data matching, profiling, deduplication, and enrichment. We strive to keep things simple and understandable in our product offerings to give our customers the best solution and customer service at an excellent price. Our products are in use across the Fortune 500 and we are proud of our reputation of listening to our customers and rapidly improving our products. Our user-friendly, powerful software helps business users across industries manage data more effectively and drive their bottom line. Our data quality software suite, DataMatch Enterprise, was proven to find approximately 12% to 300% more matches than leading software companies IBM and SAS in 15 different studies. With over 10 years of R&D and counting, we are constantly improving our data quality software solutions. This ongoing dedication has led to more than 4000 installations worldwide. -
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Syniti Data Matching
Syniti
Build a more connected business, drive growth, and leverage new technologies at scale with Syniti’s data matching solutions. No matter the shape or source of your data, our matching software accurately matches, deduplicates, unifies, and harmonizes data using intelligent, proprietary algorithms. Through innovation in data quality, Syniti’s matching solutions move beyond the traditional boundaries and empower data-driven businesses. Accelerate data harmonization by 90% and experience a 75% reduction in the amount of time spent on de-duplication on your journey to SAP S/4HANA. Perform deduplication, matching, and lookup on billions of records in only 5 minutes with performance-ready processing and out-of-the-box-ready solutions that don't require already-clean data. AI, proprietary algorithms, and steep customization maximize matches across complex datasets and minimize false positives. -
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WinPure Clean & Match
WinPure
WinPure Clean & Match is WinPure’s award-winning data cleansing and data matching software suite, specially designed to increase the accuracy of business or consumer data. This software suite is ideal for cleaning, correcting and deduplicating mailing lists, databases, spreadsheets and CRMs. WinPure™ Clean & Match will help save your business time and money. * Increase the accuracy of virtually ANY list, spreadsheet, database, CRM, etc. * Locally installed Windows software so no need to worry about security as all processing is done on your own systems * Save hours of valuable time cleaning and removing duplicated records from your lists or databases using built-in sophisticated fuzzy and phonetic match algorithms. * Affordable licences available with World Class Support & Training. * Free Demo with Live Online Training available.Starting Price: $999 -
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matchit
360Science
The foundation of our matching software, matchit® is designed specifically to deliver results that mirror human-like perception, at scale and without preprocessing. Using Artificial Intelligence, a proprietary phonetic algorithm, lexicons, and a contextual scoring engine, matchit defeats the errors, inconsistencies, and challenges commonly found in contact and business data. Conventional matching solutions require a user to define matching logic, which is a combination of functions and off-the-shelf fuzzy algorithms, used to produce an alphanumeric value. This alphanumeric value, or ‘match key’, forms the basis for comparing two records together and ultimately finding matches. Unlike conventional matching solutions, matchit doesn’t rely on a single comparison between match keys to find a match. Instead, matchit evaluates records contextually, running a variety of comparisons and scoring them individually to grade similarity between all the relevant elements that make up your data. -
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Match2Lists
Match2Lists
Match2Lists is the fastest, easiest and most accurate way to Match, Merge and De-duplicate your data. With Our Match2D&B option, you can enrich your data with Dun & Bradstreet information on-demand. In just minutes, you can cleanse your data of duplicates and blend raw data from different sources into powerful information. Our first objective is maximum match results for our customers. Prior to creating Match2Lists, we ran analytics and data visualisation companies and used most "fuzzy" matching software on the market. Unsatisfied by their low match results, we spent 10 years developing the most advanced data matching logic. Our second objective is time: enable our customers to spend less time matching and cleansing data and more time analysing and executing. So we implemented our advanced matching logic on the fast in-memory cloud computing architecture we could find, capable of matching 200 million records in 30 seconds.Starting Price: $95 per month -
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datuum.ai
Datuum
AI-powered data integration tool that helps streamline the process of customer data onboarding. It allows for easy and fast automated data integration from various sources without coding, reducing preparation time to just a few minutes. With Datuum, organizations can efficiently extract, ingest, transform, migrate, and establish a single source of truth for their data, while integrating it into their existing data storage. Datuum is a no-code product and can reduce up to 80% of the time spent on data-related tasks, freeing up time for organizations to focus on generating insights and improving the customer experience. With over 40 years of experience in data management and operations, we at Datuum have incorporated our expertise into the core of our product, addressing the key challenges faced by data engineers and managers and ensuring that the platform is user-friendly, even for non-technical specialists. -
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OpenRefine
OpenRefine
OpenRefine (previously Google Refine) is a powerful tool for working with messy data: cleaning it; transforming it from one format into another; and extending it with web services and external data. OpenRefine always keeps your data private on your own computer until you want to share or collaborate. Your private data never leaves your computer unless you want it to. (It works by running a small server on your computer and you use your web browser to interact with it). OpenRefine can help you explore large data sets with ease. You can find out more about this functionality by watching the video below. OpenRefine can be used to link and extend your dataset with various webservices. Some services also allow OpenRefine to upload your cleaned data to a central database, such as Wikidata.. A growing list of extensions and plugins is available on the wiki. -
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Experian Data Quality
Experian
Experian Data Quality is a recognized industry leader of data quality and data quality management solutions. Our comprehensive solutions validate, standardize, enrich, profile, and monitor your customer data so that it is fit for purpose. With flexible SaaS and on-premise deployment models, our software is customizable to every environment and any vision. Keep address data up to date and maintain the integrity of contact information over time with real-time address verification solutions. Analyze, transform, and control your data using comprehensive data quality management solutions - develop data processing rules that are unique to your business. Improve mobile/SMS marketing efforts and connect with customers using phone validation tools from Experian Data Quality. -
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Egon
Ware Place
Address quality software and geocoding. Validate, deduplicate and maintain accurate and deliverable address data. The data quality demonstrates the accuracy and completeness with which certain data represent the effective entity they refer to. Working for postal address verification and data quality means verifying, optimising and integrating the data in any address database so that it is reliable and functional to the purpose it was created for. In transports such as shipments, in data entry such as geomarketing, and in statistics such as mapping: there are numbers of sectors and operations which are based on the use of postal addresses. Quality archives and databases guarantee considerable economic and logistics savings for enterprise whose key to success is based on operations tuning. This is an added value which should not be underestimated to make work easier and more efficient. Egon is a data quality system online available directly by the web. -
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Firstlogic
Firstlogic
Validate and verify your address data by checking them against official Postal Authority databases. Increase delivery rates, minimize returned mail and realize postal discounts. Connect address datasources to our enterprise-class cleansing transforms. Then, you'll be ready to validate and verify your address data. Increase delivery rates, minimize returned mail and realize postal discounts. Identify individual data elements within your address data and break them out into their component parts. Eliminate common spelling mistakes & format address data to comply with industry standards & improve mail delivery. Confirm an address’s existence against the official USPS address database. Check whether the address is residential or business and if the address is deliverable using USPS Delivery Point Validation (DPV). Merge validated data back to multiple disparate data sources or produce customized output files to use in your organization's workflow. -
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WinPure MDM
WinPure
WinPure™ MDM is a master data management solution that aligns with your business to achieve a single view of your data with functions and features to help you manage your data. The features are ala-carte from all of the clean & match enterprise edition, repurposed specifically for simple web based data prep, and MDM operations. Data in dozens of different formats, dozens of simple and powerful ways to clean, standardize and to transform data. Industry leading data matching and error-tolerant technologies. Simple and configurable survivorship technology. General benefits include lower cost and faster time to market. Simple to use, minimal training and minimal implementation. Better business outcomes, faster MDM or systems deployment. Faster and more accurate batch loads, simple and accessible data prep tools. Flexible and effective interconnectivity with other internal and external database and systems via API. Faster time to synergies for M&A. -
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exorbyte
exorbyte
Growing amounts of data, digital transformation and increasing compliance requirements call for intelligent technologies for the efficient use of all existing data. exorbyte offers you tailor-made Search & Match solutions that make all data available to humans and machines at lightning speed. Regardless of the structure, language, format and quality of the data. The master data search enables comprehensive, fuzzy searches in real time and millions of data records with just one search field. Error-tolerant, flexible across all fields, fully adjustable. The master data comparison offers the possibility of comparing whole or parts of data records with the master data. Without restrictions, regardless of errors, across databases. The master data recognition extracts identities from documents, letters or faxes and compares them with reference data. Fuzzy data matching and intelligent data extraction. -
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Data Cleansing & Matching
Data Cleansing & Matching
This Matching software contains a matching engine that can transform, standardize your data, remove, compare two projects and match records from marketing lists and databases. Our data matching software is built with the most up-to-date technologies. Test our data scrubbing tools or use our data matching software today. Insert new record and update the main database and get statistics. Insert new record and update the main database only. Insert a new record into the main database and get statistics. Update the main database with matching information and get statistics. Remove match from the main database and get statistics.Starting Price: $99.95 one-time payment -
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Golden Record
Golden Record
Businesses keep a lot of data stored in different systems and applications, across different departments: CRMs, marketing automation platforms, POS systems, electronic product catalogs, event ticket systems, and so much more. Golden Record is data matching software designed to link business data together across any and all of these systems, dedupe and match records, and keep them synced in real time. You can export records from all your systems into spreadsheets and CSV files, chew up a ton of time manually comparing fields, create new corrected CSVs, and import them back into all your systems. You can work with a data expert to analyze your needs and databases and write a custom application that ties it all together. You can purchase and spend months configuring expensive data movement software to connect your existing systems. -
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Maximize the value of all your organization’s structured and unstructured data with exceptional functionalities for data integration, quality, and cleansing. SAP Data Services software improves the quality of data across the enterprise. As part of the information management layer of SAP’s Business Technology Platform, it delivers trusted,relevant, and timely information to drive better business outcomes. Transform your data into a trusted, ever-ready resource for business insight and use it to streamline processes and maximize efficiency. Gain contextual insight and unlock the true value of your data by creating a complete view of your information with access to data of any size and from any source. Improve decision-making and operational efficiency by standardizing and matching data to reduce duplicates, identify relationships, and correct quality issues proactively. Unify critical data on premise, in the cloud, or within Big Data by using intuitive tools.
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Crux
Crux
Find out why the heavy hitters are using the Crux external data automation platform to scale external data integration, transformation, and observability without increasing headcount. Our cloud-native data integration technology accelerates the ingestion, preparation, observability and ongoing delivery of any external dataset. The result is that we can ensure you get quality data in the right place, in the right format when you need it. Leverage automatic schema detection, delivery schedule inference, and lifecycle management to build pipelines from any external data source quickly. Enhance discoverability throughout your organization through a private catalog of linked and matched data products. Enrich, validate, and transform any dataset to quickly combine it with other data sources and accelerate analytics. -
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Kalinda
Kalinda
Legislative controls over what information can be shared and under what circumstances. Data matching and discovery to accelerate information sharing between agencies regarding investigations into specific cases. The heart of the Kalinda system is a powerful machine-learning based algorithm to match person records between multiple agencies based on personal characteristics (such as name, date of birth, etc) and the characteristics of related people. In-depth investigations often require the ability to explore relationships between people or with locations when there is only partial information available. Kalinda is able to answer partial-match queries over person, location and relationship information. Kalinda offers extended algorithms to search for records that are similar to the matched records based on probabilistic record matching. -
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LinkageWiz
LinkageWiz
Powerful Probabilistic Data Matching algorithms are used, using common identifiers such as name, date of birth, sex, address, SSN, business name and many others. Data can be imported from a wide range of desktop and corporate database systems. Data matching software will enable the detection of up to 99% or higher of all potential matches. For business this can represent considerable extra potential revenue or cost savings, increased fraud detection and, for medical research can mean the difference between a successful research project and one that failed to report any significant findings. LinkageWiz is fast, user friendly and represents outstanding value as it bundles many of the features provided by many other separate products into a single stand-alone package.Starting Price: $199 one-time payment -
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RecordMatch.io
RecordMatch.io
RecordMatch.io is a cloud-based record matching and deduplication platform that helps organizations clean, consolidate, and reconcile customer or entity data by identifying and resolving duplicate and inconsistent records quickly and accurately. Users can upload single or multiple source files, and the software applies a proprietary matching algorithm and best-practice logic to detect matching records, merge them, and generate a unified “golden record” with a unique identifier that captures all available information for each entity. It delivers results in minutes through a web app where users stay in control of uploads, matching logic, and consolidated outputs, and it includes a Logic Manager that exposes the matching rules used and allows customization to fit specific data sets. RecordMatch.io is 100% SaaS with no software installation or hardware scaling to manage, and it emphasizes fast processing.Starting Price: $25 per month -
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QDeFuZZiner
QDeFuZZiner
Project is basic entity in QDeFuZZiner software. Each project contains definition of two source datasets to be imported and analyzed (so-called "left dataset" and "right dataset"), as well as variable number of corresponding solutions, which are stored definitions of how to perform fuzzy match analysis. On creation, each project is assigned unique project tag. During raw data importing to server, corresponding input tables get that tag appended in their name. This way, imported tables are always tagged by the project name, which ensures their uniqueness. During importing and also later on, during solutions creation and execution, QDeFuZZiner is creating various indexes on the underlying PostgreSQL database, which facilitate fuzzy data matching. Datasets are imported from source spreadsheet (.xlsx, .xls, .ods) or CSV (comma separated values) flat files to server database, where corresponding left and right database tables are then created, indexed and processed. -
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LeadAngel
LeadAngel
LeadAngel smart-matches incoming leads with existing accounts and distributes leads among your sales team using the most powerful & flexible lead routing and lead matching algorithm available. We as a team helps your business to drive sales with the automated lead management. The application offers data standardization, fuzzy matching, lead segmentation, Contact Routing and Account Routing and lead to account matching in a user-friendly interface with smart drag or drop options. The solutions are built with API's to help you leverage everything our platform has to offer. Eliminating duplicate leads, merge with existing contacts, and removing redundant accounts with LeadAngel’s powerful data cleanup engine and track the entire procedure with LeadAngel's reporting where each and every step is visible. Further optimize your sales funnel with tools such as auto conversion of leads into contacts if a matching account is found. -
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Senzing
Senzing
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 into common entities in real time as new data is received. The complete view of all records related to every person or organization, across all of your internal and external data sources, can help you reduce costs and enable new revenue opportunities. Companies use Senzing entity resolution API to provide highly accurate views of people, organizations, and their relationships. You can deploy the Senzing entity resolution API on premises or in cloud-native deployments. Data remains in your ecosystem and never flows to Senzing. A free proof of concept can be completed in one day on AWS or on BareMetal. Senzing makes human-intelligent decisions without any pre-training or pre-tuning. -
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Understanding the quality, content and structure of your data is an important first step when making critical business decisions. IBM® InfoSphere® Information Analyzer, a component of IBM InfoSphere Information Server, evaluates data quality and structure within and across heterogeneous systems. It utilizes a reusable rules library and supports multi-level evaluations by rule record and pattern. It also facilitates the management of exceptions to established rules to help identify data inconsistencies, redundancies, and anomalies, and make inferences about the best choices for structure.
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Lightup
Lightup
Empower enterprise data teams to proactively prevent costly outages, before they occur. Quickly scale data quality checks across enterprise data pipelines with efficient time-bound pushdown queries — without compromising performance. Proactively monitor and identify data anomalies, leveraging prebuilt DQ-specific AI models — without manual threshold setting. Lightup’s out-of-the-box solution gives you the highest level of data health so you can make confident business decisions. Arm stakeholders with data quality intelligence for confident decision-making. Powerful, flexible dashboards provide transparency into data quality and trends. Avoid data silos by using Lightup’s built-in connectors to seamlessly connect to any data source in your data stack. Streamline workflows by replacing manual, resource-intensive processes with automated and accurate data quality checks. -
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NORMLZ
HubProsper
NORMLZ is a data normalization tool that standardizes and cleans inconsistent information in HubSpot. The software addresses the challenge of managing large datasets where variations in data formats hinder analysis, campaigning (lost revenues), and reporting. The platform directly integrates with your HubSpot account, with Salesforce and Apollo support roadmapped. The engine identifies and standardizes variations, such as unifying "CEO," "C.E.O," and "Chief Executive Officer" into a single format. Location data like "New York," "NYC," and "New York City" is consolidated, and company names such as "IBM Corp" and "IBM Corporation" are normalized.Starting Price: $5/month -
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ininvoice
ininvoice
ininvoice is the AI agent for touchless AP, built for European SMBs. Our autonomous agent reads every supplier invoice, cross-matches it with the corresponding PO and delivery note line by line, and flags mismatches, duplicates and fraud before any payment goes out. True 3-way matching on autopilo, no manual review required for clean invoices. Native EU VAT handling, multi-currency, integrations with European accounting systems. €249/month, no lock-in. The modern alternative to Tipalti, Stampli and Bill.com for the EU market.Starting Price: €249/month -
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BoltWise
BoltWise
BoltWise is an AI-powered quoting and workflow automation platform built specifically for industrial distributors and fastener sellers to streamline the most time-intensive aspects of sales, sourcing, and catalog management. It accelerates quoting by returning quotes faster with intelligent part matching that understands messy RFQs, typos, and abbreviations, and maps customer and supplier part numbers to your own, eliminating tedious searches and manual lookup. BoltWise refines catalogs by turning inconsistent part descriptions into searchable attributes and uncovering duplicates so teams spend less time memorizing part numbers. It automates repetitive tasks like ingesting customer POs and generating purchase orders, freeing staff to focus on customer service and strategic work. It also includes a supplier library to quickly identify vendors for hard-to-find parts, and quoting analytics that reveal trends in parts, customer wins, productivity, and operational blind spots. -
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JuxtAPPose
Juxtappose
The Data Comparison Tool. Compare data from files (Excel, csv and txt) and Queries (MS-SQL, Oracle, Amazon Redshift, MySQL, and more...) Comparing data from files and queries has never been easier. Don't drown under hours of tutorials, spreadsheets and formulas that will be good for only ONE time, let the clicks do the work and compare A and B without learning how to code! If any of these situations prevents you to spend your time on things that require your actual talent, then this is the software for you (disclaimer, reading the list can cause pain): Reports migration, data differences between stages, data mismatch, "Row count match but numbers don't","this query works different in this other Engine/DB", "001 <> 1" (or vice versa), find missing data, "that report was different X days ago", "I have to compare this again", etc.Starting Price: $49.99 one-time payment -
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CleanSmart
CleanSmartLabs
CleanSmart is an AI-powered data cleaning platform built for Marketing Ops, RevOps, and SalesOps teams who need clean, reliable data without writing code or managing multiple tools. One cleaning pass handles everything: SmartMatch finds and merges duplicate records using semantic AI, AutoFormat standardizes phone numbers, emails, and addresses, SmartFill predicts and fills missing values, and LogicGuard flags anomalies and impossible data points. Connect directly to HubSpot, Salesforce, Mailchimp, Klaviyo, or Shopify, or upload any CSV. Every change is logged with confidence scores and full audit trail support, so your team stays in control of what gets applied. No data engineers. No custom scripts. No manual cleanup. Just clean, analysis-ready data.Starting Price: $59/month/1 user -
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Narrative
Narrative
Create new streams of revenue using the data you already collect with your own branded data shop. Narrative is focused on the fundamental principles that make buying and selling data easier, safer, and more strategic. Ensure that the data you access meets your standards, whatever they may be. Know exactly who you’re working with and how the data was collected. Easily access new supply and demand for a more agile and accessible data strategy. Own your data strategy entirely with end-to-end control of inputs and outputs. Our platform simplifies and automates the most time- and labor-intensive aspects of data acquisition, so you can access new data sources in days, not months. With filters, budget controls, and automatic deduplication, you’ll only ever pay for the data you need, and nothing that you don’t.Starting Price: $0 -
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Digna
digna GmbH
digna is a data quality and observability platform designed to monitor, analyze, and validate data directly within enterprise data environments. It combines anomaly detection, time-series analytics, and validation into a unified system that helps teams detect issues early and understand how data behaves over time. Core Capabilities * Data Anomaly Detection Identifies changes in data volume, distribution, and behavior using statistical methods and AI-driven models without relying on manually defined rules. * Time-Series Analytics Built-in analytical methods (regression, pattern detection, seasonality analysis) allow users to interpret trends and deviations directly within the platform. * Data Timeliness Monitoring Tracks expected data arrival times and identifies delays across pipelines and data flows. * Data Validation Supports rule-based validation with reusable templates and centralized definitions of allowed values. * Schema Change Tracking Detects structural changes in dat -
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RingsTrue
Cloud Ursa
RingsTrue is a powerful Salesforce-native application that ensures your organization's phone number data is clean, correctly formatted, and validated across the platform. It automatically standardizes telephone entries, including mobile, landline, and fax, by applying internationally recognized formatting, removing extraneous characters, and adding appropriate country codes. The app highlights missing or mismatched numbers (such as when the phone’s country code differs from the record’s location), and it supports both real-time and scheduled batch validation. After execution, RingsTrue provides detailed reports showing how many numbers were cleaned, updated, or validated, broken down by object type as well as overall accuracy. These insights help users prioritize outreach (e.g., targeting live numbers first) and maintain high-quality contact data in Salesforce with minimal effort. -
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TinCorrect
TinCorrect
TINCorrect automates IRS TIN matching for 1099 compliance, helping teams verify name and TIN combinations before filing, reduce B-Notices, and clean up vendor data with less manual work. Users can upload names and TIN or EIN combinations through a spreadsheet, single entry, or API, with support for up to 100,000 records per batch. TINCorrect validates each name/TIN pair directly against the IRS TIN Matching Program and returns real-time results in seconds or minutes instead of requiring overnight bulk processing. It accepts standard CSV, Excel, and TSV formats, handles IRS formatting behind the scenes, and automatically deduplicates records before processing so teams do not waste capacity on redundant lookups. Beyond raw IRS result codes, TINCorrect provides detailed explanations and recommended next steps for each record, helping users understand whether a mismatch is caused by a missing TIN, invalid TIN, name mismatch, wrong TIN type, duplicate request, or pending EIN. -
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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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DupeCatcher
Symphonic Source
Your team deserves trustworthy customer data. Block, control, and prevent duplicate records in Salesforce® with DupeCatcher. Duplicate records cause havoc within your org. They confuse, hinder productivity, and frustrate users. DupeCatcher blocks dupes in real-time at the point of entry so your customer data stays clean and your team happy. Install right inside your Salesforce org in minutes. Create filters and rules to catch dupes at the source. DupeCatcher runs in real-time, keeping dupes away. DupeCatcher looks for duplicates when new records are created manually, when existing records are updated or converted, and when records come into Salesforce through web forms. Create filters and rules to tell DupeCatcher how to detect duplicates. Use a combination of any standard or custom Salesforce fields with varying matching styles to tell DupeCatcher how records should be matched. -
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Validio
Validio
See how your data assets are used: popularity, utilization, and schema coverage. Get important insights about your data assets such as popularity, utilization, quality, and schema coverage. Find and filter the data you need based on metadata tags and descriptions. Get important insights about your data assets such as popularity, utilization, quality, and schema coverage. Drive data governance and ownership across your organization. Stream-lake-warehouse lineage to facilitate data ownership and collaboration. Automatically generated field-level lineage map to understand the entire data ecosystem. Anomaly detection learns from your data and seasonality patterns, with automatic backfill from historical data. Machine learning-based thresholds are trained per data segment, trained on actual data instead of metadata only. -
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Cloudingo
Symphonic Source
From deduping to importing and even migrating data, Cloudingo makes it super easy to manage your customer data. Salesforce is great for managing customers. But it misses the mark when it comes to data quality. Customer data that doesn’t make sense, duplicate records, reports that are a little… off. Sound familiar? Merging dupes one-by-one, native solutions, custom code, and spreadsheets can only go so far. You shouldn’t have to think twice about the quality of your customer data. Or spend lots of time cleaning and managing Salesforce. You’ve spent too long risking relationships, losing opportunities, and dealing with clutter. It’s time to fix it. Imagine a tool, just one, that turns your dirty, confusing, unreliable Salesforce data into an efficient, lead-nurturing, sales-producing machine.Starting Price: $1096 per year -
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Talend Data Fabric
Qlik
Talend Data Fabric’s suite of cloud services efficiently handles all your integration and integrity challenges — on-premises or in the cloud, any source, any endpoint. Deliver trusted data at the moment you need it — for every user, every time. Ingest and integrate data, applications, files, events and APIs from any source or endpoint to any location, on-premise and in the cloud, easier and faster with an intuitive interface and no coding. Embed quality into data management and guarantee ironclad regulatory compliance with a thoroughly collaborative, pervasive and cohesive approach to data governance. Make the most informed decisions based on high quality, trustworthy data derived from batch and real-time processing and bolstered with market-leading data cleaning and enrichment tools. Get more value from your data by making it available internally and externally. Extensive self-service capabilities make building APIs easy— improve customer engagement. -
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Experian Aperture Data Studio
Experian
Whether you’re preparing for a data migration, looking to achieve reliable customer insight, or complying with regulation, you can rely on our data quality management solutions. With Experian, it means powerful data profiling, data discovery, data cleansing and enrichment, process orchestration, and the ability to run full-volume analyses, among other things. Getting insight into your business’s data is now easier and faster than ever before. Our solutions allow you to seamlessly connect to hundreds of data sources to remove duplicates, correct errors, and standardize formats. With improved data quality, comes a more comprehensive view of your customers, business operations, and more. -
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Sifflet
Sifflet
Automatically cover thousands of tables with ML-based anomaly detection and 50+ custom metrics. Comprehensive data and metadata monitoring. Exhaustive mapping of all dependencies between assets, from ingestion to BI. Enhanced productivity and collaboration between data engineers and data consumers. Sifflet seamlessly integrates into your data sources and preferred tools and can run on AWS, Google Cloud Platform, and Microsoft Azure. Keep an eye on the health of your data and alert the team when quality criteria aren’t met. Set up in a few clicks the fundamental coverage of all your tables. Configure the frequency of runs, their criticality, and even customized notifications at the same time. Leverage ML-based rules to detect any anomaly in your data. No need for an initial configuration. A unique model for each rule learns from historical data and from user feedback. Complement the automated rules with a library of 50+ templates that can be applied to any asset. -
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SAS Data Quality
SAS Institute
SAS Data Quality meets you where you are, addressing your data quality issues without requiring you to move your data. You’ll work faster and more efficiently – and, with role-based security, you won’t put sensitive data at risk. Data quality isn’t something you do just once; it’s a process. We help you at every stage, making it easy to profile and identify problems, preview data, and set up repeatable processes to maintain a high level of data quality. Only SAS delivers this much breadth and depth of data quality knowledge. We’ve experienced it all – and integrated that experience into our products. We know that data quality can mean taking things that look wrong and seeing if they’re actually right. How? With matching logic. Profiling. Deduplicating. SAS Data Quality gives business users the power to update and tweak data themselves, so IT is no longer spread too thin. Out-of-the-box capabilities don’t require extra coding. -
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Innodata
Innodata
We Make Data for the World's Most Valuable Companies Innodata solves your toughest data engineering challenges using artificial intelligence and human expertise. Innodata provides the services and solutions you need to harness digital data at scale and drive digital disruption in your industry. We securely and efficiently collect & label your most complex and sensitive data, delivering near-100% accurate ground truth for AI and ML models. Our easy-to-use API ingests your unstructured data (such as contracts and medical records) and generates normalized, schema-compliant structured XML for your downstream applications and analytics. We ensure that your mission-critical databases are accurate and always up-to-date. -
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Convertr
Convertr
The Convertr platform gives marketers visibility and control over data processes and lead quality to create higher performing demand programs. __________ Data impacts every area of your business, but outdated processes and quality issues hinder growth. Bad leads and poor data quality lowers marketing performance, slows sales, increases costs and causes inaccurate reporting. With the Convertr platform, your entire organization benefits and can stay focused on revenue driving activities instead of slow, manual data tasks. - Connect Convertr to your lead channels through API or data imports - Automate data processing to remove bad data and update lead profiles to your quality and formatting requirements - Integrate with your platforms or select protected CSV files to securely deliver leads - Improve reporting with Convertr analytics or through clean, consistent data sets across your tech stack - Enable your teams with globally compliant data processes -
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Genesis Computing
Genesis Computing
Genesis Computing provides an enterprise AI platform built around autonomous “AI data agents” that automate complex data engineering and analytics workflows across an organization’s existing technology stack. It introduces a new category of AI knowledge workers that operate as autonomous agents capable of executing full data workflows rather than simply suggesting code or analysis. These agents can research data sources, ingest and transform datasets, map raw data from source systems to structured analytical targets, generate and run data pipeline code, create documentation, perform testing, and monitor pipelines in production environments. By handling these tasks end-to-end, the platform reduces the manual workload typically required to build and maintain data pipelines and analytics infrastructure.Starting Price: Free
