Alternatives to Okyline
Compare Okyline alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Okyline in 2026. Compare features, ratings, user reviews, pricing, and more from Okyline competitors and alternatives in order to make an informed decision for your business.
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1
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. -
2
Waaila
Cross Masters
Waaila is a comprehensive application for automatic data quality monitoring, supported by a global community of hundreds of analysts, and helps to prevent disastrous scenarios caused by poor data quality and measurement. Validate your data and take control of your analytics and measuring. They need to be precise in order to utilize their full potential therefore it requires validation and monitoring. The quality of the data is key for serving its true purpose and leveraging it for business growth. The higher quality, the more efficient the marketing strategy. Rely on the quality and accuracy of your data and make confident data-driven decisions to achieve the best results. Save time, and energy, and attain better results with automated validation. Fast attack discovery prevents huge impacts and opens new opportunities. Easy navigation and application management contribute to fast data validation and effective processes, leading to quickly discovering and solving the issue.Starting Price: $19.99 per month -
3
Great Expectations
Great Expectations
Great Expectations is a shared, open standard for data quality. It helps data teams eliminate pipeline debt, through data testing, documentation, and profiling. We recommend deploying within a virtual environment. If you’re not familiar with pip, virtual environments, notebooks, or git, you may want to check out the Supporting. There are many amazing companies using great expectations these days. Check out some of our case studies with companies that we've worked closely with to understand how they are using great expectations in their data stack. Great expectations cloud is a fully managed SaaS offering. We're taking on new private alpha members for great expectations cloud, a fully managed SaaS offering. Alpha members get first access to new features and input to the roadmap. -
4
Data Contract Editor
Entropy Data
Data Contract Editor is a web-based editor for creating and managing data contracts using the Open Data Contract Standard. It makes creating, editing, viewing, and validating data contracts simple and accessible, especially when writing YAML directly is not intuitive. The editor supports ODCS, including support for v3.1.0, and gives users multiple ways to work with the same contract; a Visual Editor for defining data models and relationships through a visual interface, a Form Editor for guided input across standard data contract properties, and a YAML Editor for editing contracts directly in YAML with code completion. It also includes a live HTML preview, instant validation feedback, linting, diff view, and testing capabilities to check whether data contracts match actual data products. Users can open it directly as a web application, start it locally with npx datacontract-editor, edit a specific data contract file, or run it in a Docker container.Starting Price: Free -
5
BiG EVAL
BiG EVAL
The BiG EVAL solution platform provides powerful software tools needed to assure and improve data quality during the whole lifecycle of information. BiG EVAL's data quality management and data testing software tools are based on the BiG EVAL platform - a comprehensive code base aimed for high performance and high flexibility data validation. All features provided were built by practical experience based on the cooperation with our customers. Assuring a high data quality during the whole life cycle of your data is a crucial part of your data governance and is very important to get the most business value out of your data. This is where the automation solution BiG EVAL DQM comes in and supports you in all tasks regarding data quality management. Ongoing quality checks validate your enterprise data continuously, provide a quality metric and supports you in solving the quality issues. BiG EVAL DTA lets you automate testing tasks in your data oriented project. -
6
Data8
Data8
Data8 offers a comprehensive suite of cloud-based data quality solutions designed to ensure your data is clean, accurate, and up-to-date. Our services encompass data validation, cleansing, migration, and monitoring, tailored to meet specific business needs. Data validation services include real-time verification tools for address autocomplete, postcode lookup, bank account validation, email verification, name and phone validation, and business insights, all aimed at capturing accurate customer data at the point of entry. Data8 helps improve B2B and B2C databases by offering appending and enhancement services, email and phone validation, data suppression for goneaways and deceased individuals, deduplication and merge services, PAF cleansing, and preference services. Data8 is an automated deduplication solution compatible with Microsoft Dynamics 365, designed to dedupe, merge, and standardize multiple records efficiently.Starting Price: $0.053 per lookup -
7
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. -
8
Union Pandera
Union
Pandera provides a simple, flexible, and extensible data-testing framework for validating not only your data but also the functions that produce them. Overcome the initial hurdle of defining a schema by inferring one from clean data, then refine it over time. Identify the critical points in your data pipeline, and validate data going in and out of them. Validate the functions that produce your data by automatically generating test cases for them. Access a comprehensive suite of built-in tests, or easily create your own validation rules for your specific use cases. -
9
QuerySurge
RTTS
QuerySurge is the enterprise-grade data quality platform that continuously automates the validation of data across your entire ecosystem ‐ from data warehouses and big data lakes to BI reports and enterprise applications. With AI-powered test creation, a scalable architecture, and seamless CI/CD integration, QuerySurge consistently ensures data integrity at every stage of the pipeline: accelerating delivery, reducing risk, and enabling confident decision-making. Use Cases - Data Warehouse & ETL Testing - Big Data Testing - DevOps for Data / DataOps / Continuous Testing - Data Migration Testing - BI Report Testing - Enterprise App/ERP Testing QuerySurge Features - Data Validation: enterprise-grade platform - AI: Automatically create data validation tests - BI Report Testing: Fully automated, no-code approach - DevOps for Data (DataOps): API w/60+ calls & Swagger docs, integrate continuous testing into your CI/CD pipelines - Data Connectors: For 200+ platforms -
10
Datagaps DataOps Suite
Datagaps
Datagaps DataOps Suite is a comprehensive platform designed to automate and streamline data validation processes across the entire data lifecycle. It offers end-to-end testing solutions for ETL (Extract, Transform, Load), data integration, data management, and business intelligence (BI) projects. Key features include automated data validation and cleansing, workflow automation, real-time monitoring and alerts, and advanced BI analytics tools. The suite supports a wide range of data sources, including relational databases, NoSQL databases, cloud platforms, and file-based systems, ensuring seamless integration and scalability. By leveraging AI-powered data quality assessments and customizable test cases, Datagaps DataOps Suite enhances data accuracy, consistency, and reliability, making it an essential tool for organizations aiming to optimize their data operations and achieve faster returns on data investments. -
11
Verodat
Verodat
Verodat is a SaaS platform that gathers, prepares, enriches and connects your business data to AI Analytics tools. For outcomes you can trust. Verodat automates data cleansing & consolidates data into a clean, trustworthy data layer to feed downstream reporting. Manages data requests to suppliers. Monitors the data workflow to identify bottlenecks & resolve issues. Generates an audit trail to evidence quality assurance for every data row. Customize validation & governance to suit your organization. Reduces data prep time by 60%, allowing data analysts to focus on insights. The central KPI Dashboard reports key metrics on your data pipeline, allowing you to identify bottlenecks, resolve issues and improve performance. The flexible rules engine allows users to easily create validation and testing to suit your organization's needs. With out of the box connections to Snowflake, Azure and other cloud systems, it's easy to integrate with your existing tools. -
12
Foundational
Foundational
Identify code and optimization issues in real-time, prevent data incidents pre-deploy, and govern data-impacting code changes end to end—from the operational database to the user-facing dashboard. Automated, column-level data lineage, from the operational database all the way to the reporting layer, ensures every dependency is analyzed. Foundational automates data contract enforcement by analyzing every repository from upstream to downstream, directly from source code. Use Foundational to proactively identify code and data issues, find and prevent issues, and create controls and guardrails. Foundational can be set up in minutes with no code changes required. -
13
iceDQ
iceDQ
iceDQ is the #1 data reliability platform offering powerful, unified capabilities for Data Testing, Data Monitoring, and Data Observability. Designed for modern data environments, iceDQ automates complex data pipelines and data migration testing to ensure accuracy, integrity, and trust in your data systems. Its AI-based observability engine continuously monitors data in real-time, quickly detecting anomalies and minimizing business risks. With robust cross-platform connectivity, iceDQ supports seamless data validation, data profiling, and data reconciliation across diverse sources — including databases, files, data lakes, SaaS applications, and cloud environments. Whether you're migrating data, ensuring ETL/ELT process quality, or monitoring live data streams, iceDQ helps enterprises deliver high-quality, reliable data at scale. From financial services to healthcare and beyond, organizations rely on iceDQ to make confident, data-driven decisions backed by trusted data pipelines.Starting Price: $1000 -
14
Collate
Collate
Collate is an AI‑driven metadata platform that empowers data teams with automated discovery, observability, quality, and governance through agent‑based workflows. Built on the open source OpenMetadata foundation and a unified metadata graph, it offers 90+ turnkey connectors to ingest metadata from databases, data warehouses, BI tools, and pipelines, delivering in‑depth column‑level lineage, data profiling, and no‑code quality tests. Its AI agents automate data discovery, permission‑aware querying, alerting, and incident‑management workflows at scale, while real‑time dashboards, interactive analyses, and a collaborative business glossary enable both technical and non‑technical users to steward high‑quality data assets. Continuous monitoring and governance automations enforce compliance with standards such as GDPR and CCPA, reducing mean time to resolution for data issues and lowering total cost of ownership.Starting Price: Free -
15
RightData
RightData
RightData is an intuitive, flexible, efficient and scalable data testing, reconciliation, validation suite that allows stakeholders in identifying issues related to data consistency, quality, completeness, and gaps. It empowers users to analyze, design, build, execute and automate reconciliation and Validation scenarios with no programming. It helps highlighting the data issues in production thereby preventing compliance, credibility damages and minimize the financial risk to your organization. RightData is targeted to improve your organization's data quality, consistency reliability, completeness. It also allows to accelerate the test cycles thereby reducing the cost of delivery by enabling Continuous Integration and Continuous Deployment (CI/CD). It allows to automate the internal data audit process and help improve coverage thereby increasing the confidence factor of audit readiness of your organization. -
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Orion Data Validation Tool
Orion Innovation
The Orion Data Validation Tool is an integration validation tool that enables business data validation across integration channels to ensure data compliance. It helps achieve data quality using a wide variety of sources and platforms. The tool’s integration validation and machine learning capabilities make it a comprehensive data validation solution that delivers accurate and complete data for advanced analytics projects. The tool provides you with templates to speed up data validation and streamline the overall integration process. It also allows you to select relevant templates from its library, as well as custom files from any data source. When you provide a sample file, the Orion Data Validation Tool reconfigures itself to the particular file requirements. Next, it compares data from the channel with the data quality requirements, and the built-in data listener displays the data validity and integrity scores. -
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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 -
18
Service Objects Lead Validation
Service Objects
Think your contact records are accurate? Think again. According to SiriusDecisions, 25% of all contact records contain critical errors. With simple validation, you can easily reach those contacts. Our Lead Validation – US is a real-time API that consolidates expertise in validating contact details like business names, emails, addresses, phones, and devices into a robust solution. It corrects and augments contact records while providing a lead quality score from 0 to 100. Lead Validation – US seamlessly integrates into your CRM and Marketing platforms. This integration delivers crucial insights directly within the applications your sales and marketing teams use. Our service cross-validates five essential lead quality components: name, street address, phone number, email address, and IP address. Using 130+ data points, our lead scoring software assigns a validation score from 1 to 100, enabling companies to identify and validate.Starting Price: $299/month -
19
Atlan
Atlan
The modern data workspace. Make all your data assets from data tables to BI reports, instantly discoverable. Our powerful search algorithms combined with easy browsing experience, make finding the right asset, a breeze. Atlan auto-generates data quality profiles which make detecting bad data, dead easy. From automatic variable type detection & frequency distribution to missing values and outlier detection, we’ve got you covered. Atlan takes the pain away from governing and managing your data ecosystem! Atlan’s bots parse through SQL query history to auto construct data lineage and auto-detect PII data, allowing you to create dynamic access policies & best in class governance. Even non-technical users can directly query across multiple data lakes, warehouses & DBs using our excel-like query builder. Native integrations with tools like Tableau and Jupyter makes data collaboration come alive. -
20
Trillium Quality
Precisely
Rapidly transform high-volume, disconnected data into trusted and actionable business insights with scalable enterprise data quality. Trillium Quality is a versatile, powerful data quality solution that supports your rapidly changing business needs, data sources and enterprise infrastructures – including big data and cloud. Its data cleansing and standardization features automatically understand global data, such as customer, product and financial data, in any context – making pre-formatting and pre-processing unnecessary. Trillium Quality services deploy in batch or in real-time, on-premises or in the cloud, using the same rule sets and standards across an unlimited number of applications and systems. Open APIs let you seamlessly connect to custom and third-party applications, while controlling and managing data quality services centrally from one location. -
21
Gable
Gable.ai
Data contracts facilitate communication between data teams and developers. Don’t just detect problematic changes, prevent them at the application level. Detect every change, from every data source using AI-based asset registration. Drive the adoption of data initiatives with upstream visibility and impact analysis. Shift left both data ownership and management through data governance as code and data contracts. Build data trust through the timely communication of data quality expectations and changes. Eliminate data issues at the source by seamlessly integrating our AI-driven technology. Everything you need to make your data initiative a success. Gable is a B2B data infrastructure SaaS that provides a collaboration platform to author and enforce data contracts. ‘Data contracts’, refer to API-based agreements between the software engineers who own upstream data sources and data engineers/analysts that consume data to build machine learning models and analytics. -
22
DataTrust
RightData
DataTrust is built to accelerate test cycles and reduce the cost of delivery by enabling continuous integration and continuous deployment (CI/CD) of data. It’s everything you need for data observability, data validation, and data reconciliation at a massive scale, code-free, and easy to use. Perform comparisons, and validations, and do reconciliation with re-usable scenarios. Automate the testing process and get alerted when issues arise. Interactive executive reports with quality dimension insights. Personalized drill-down reports with filters. Compare row counts at the schema level for multiple tables. Perform checksum data comparisons for multiple tables. Rapid generation of business rules using ML. Flexibility to accept, modify, or discard rules as needed. Reconciling data across multiple sources. DataTrust solutions offers the full set of applications to analyze source and target datasets. -
23
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. -
24
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. -
25
Ataccama ONE
Ataccama
Ataccama reinvents the way data is managed to create value on an enterprise scale. Unifying Data Governance, Data Quality, and Master Data Management into a single, AI-powered fabric across hybrid and Cloud environments, Ataccama gives your business and data teams the ability to innovate with unprecedented speed while maintaining trust, security, and governance of your data. -
26
Flow-Like
TM9657 GmbH
Flow-Like is an open-source, typed, local-first workflow automation engine for building and executing automation and AI workflows in self-hosted or offline environments. It combines visual, graph-based workflows with strong typing and deterministic execution, making complex systems easier to understand, validate, and maintain. Unlike many workflow tools that rely on untyped JSON, cloud-only backends, or opaque runtime behavior, Flow-Like makes data flow and execution explicit and inspectable. Workflows can run locally, on private servers, in containers, or in Kubernetes without changing semantics. The core runtime is written in Rust for performance, safety, and portability. Flow-Like supports event-driven automation, data processing, document ingestion, and AI pipelines, including typed agent and RAG workflows using local or hosted models. It is designed for developers and organizations that need reliable automation with full control over infrastructure and data.Starting Price: $9.99/month -
27
Traceloop
Traceloop
Traceloop is a comprehensive observability platform designed to monitor, debug, and test the quality of outputs from Large Language Models (LLMs). It offers real-time alerts for unexpected output quality changes, execution tracing for every request, and the ability to gradually roll out changes to models and prompts. Developers can debug and re-run issues from production directly in their Integrated Development Environment (IDE). Traceloop integrates seamlessly with the OpenLLMetry SDK, supporting multiple programming languages including Python, JavaScript/TypeScript, Go, and Ruby. The platform provides a range of semantic, syntactic, safety, and structural metrics to assess LLM outputs, such as QA relevancy, faithfulness, text quality, grammar correctness, redundancy detection, focus assessment, text length, word count, PII detection, secret detection, toxicity detection, regex validation, SQL validation, JSON schema validation, and code validation.Starting Price: $59 per month -
28
Keymakr
Keymakr
Keymakr provides image and video data annotation, along with data creation, collection, and validation services for AI and machine learning computer vision projects of any scale. The company’s core expertise lies in delivering high-quality training data for multimodal and embodied AI systems, and supporting human-verified annotation and LLM ground-truth validation of model outputs. Keymakr's motto, "Human teaching for machine learning," reflects its commitment to the human-in-the-loop approach. This is why the company maintains an in-house team of over 600 highly skilled annotators. Keymakr's goal is to deliver custom datasets that enhance the accuracy and efficiency of ML systems. To create precise datasets, Keymakr developed Keylabs.ai, a powerful enterprise-grade annotation platform that supports all annotation types. Keymakr also follows strict data security and compliance standards, holds ISO 9001 and ISO 27001 certifications, and maintains GDPR and HIPAA compliance.Starting Price: $7/hour -
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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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Datagaps ETL Validator
Datagaps
DataOps ETL Validator is the most comprehensive data validation and ETL testing automation tool. Comprehensive ETL/ELT validation tool to automate the testing of data migration and data warehouse projects with easy-to-use low-code, no-code component-based test creation and drag-and-drop user interface. ETL process involves extracting data from various sources, transforming it to fit operational needs, and loading it into a target database or data warehouse. ETL testing involves verifying the accuracy, integrity, and completeness of data as it moves through the ETL process to ensure it meets business rules and requirements. Automating ETL testing can be achieved using tools that automate data comparison, validation, and transformation tests, significantly speeding up the testing cycle and reducing manual labor. ETL Validator automates ETL testing by providing intuitive interfaces for creating test cases without extensive coding. -
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JSON Editor Online
JSON Editor Online
JSON Editor Online is a versatile tool designed for viewing, editing, formatting, repairing, comparing, querying, transforming, validating, and sharing JSON data. It offers multiple editing modes, text, tree, and table, to accommodate various user preferences. It supports large JSON files up to 512 MB and provides functionalities such as JSON Schema validation, JSON-to-CSV conversion, and offline usage. Users can load and save JSON data through various methods, including clipboard operations, drag-and-drop, disk storage, and URLs. The tool also features a "Smart JSON Formatting" option for more compact and readable JSON presentations. While the free version includes ads, subscription options are available for an ad-free experience and additional features like private cloud document storage. Starting Price: $3 per month -
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Entropy Data
Entropy Data
Entropy Data is a data product marketplace for trusting data products with data contracts, helping data consumers discover the data they need for their business case through a clear user interface, semantic search, and filter capabilities fully optimized for data products. It supports the full lifecycle of data access as self-service: consumers can request access, owners can approve or reject, and integrations can automate permissions in the data platform. It is organized around Marketplace, Studio, and Governance, giving data consumers a place to discover and request data products, data product owners and developers a space to add, edit, and monitor products, and stewards, managers, and platform teams a way to define cross-cutting policies and gain platform insights. Entropy Data manages data products, data contracts, access requests, business definitions, assets, domains, teams, source systems, example data, events, certifications, change management, notifications, etc.Starting Price: $109 per month -
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Service Objects Name Validation
Service Objects
Having the correct name is essential to effectively communicating with a customer or lead. Name Validation performs a 40-step check to help your business weed out bogus and inaccurate names and prevent embarrassing personalization mistakes from being sent to customers and prospects. Your brand has a lot riding on getting your customers' and prospects' names right. Accurate names are key to effective personalization and also an important indicator of fraudulent and bogus web form submissions. Name Validation verifies first and last names using a global database of more than 1.4 million first names and 2.75 million last names, correcting common mistakes and flagging garbage before it enters your database. Our real-time name validation and verification service corrects and then tests against a proprietary database containing millions of consumer names to determine an overall quality score. Your business can use this score to block or deny bogus submissions from entering your sales.Starting Price: $299/month -
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SGC 360
ConsultecDBA Business Solutions
It is a solution for organizations that feel the disordering in operations caused by the growth and integration of new employees running parts of a process. Using the SGC , the company will realize gains and cost reduction, the reduction of time devoted to each task and to optimize the flow of information for decision making. Our tool was developed with the best practices, bootstrap technology and usability. Allowing you to access any device with the same quality. We validate our system with the main browsers in the market, giving autonomy to our customers to work in their ideal environment. we understand that every customer has a need, so allow customizations. Monitoring contracts , validity , termination, renewal , negotiation, payment contracts installments. All of these options are just a few features of the contract module in the SGC 360. Manage the uncomplicated life of a job and its challenges.Starting Price: $20 per month -
35
Data360 DQ+
Precisely
Boost the quality of your data in-motion and at-rest with enhanced monitoring, visualization, remediation, and reconciliation. Data quality should be a part of your company’s DNA. Expand beyond basic data quality checks to obtain a detailed view of your data throughout its journey across your organization, wherever the data resides. Ongoing quality monitoring and point-to-point reconciliation is fundamental to building data trust and delivering consistent insights. Data360 DQ+ automates data quality checks across the entire data supply chain from the time information enters your organization to monitor data in motion. Validating counts & amounts across multiple and disparate sources, tracking timeliness to meet internal or external SLAs, and checks to ensure totals are within determined limits are examples of operational data quality. -
36
Macgence
Macgence
Through projects spanning different data types, industries, and geographies globally, we have made significant progress in serving the AI value chain. Furthermore, our diverse experiences enable us to effectively address unique challenges and optimize solutions across different sectors. The high-precision custom data source for your specific model needs from around the world, ensuring strict compliance with GDPR, SOC 2, and ISO standards. Experience data annotation and labeling with approximately 95% accuracy across all data types, ensuring flawless model performance. Determine your model's initial performance to get an unbiased expert opinion on critical model performance measures such as bias, duplication, and ground truth response in the early stages. Validate your model output by leveraging our expert validation team to optimize and improve the accuracy of your model. -
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Establish a cohesive and harmonized master data management strategy across your domains to simplify enterprise data management, increase data accuracy, and reduce total cost of ownership. Kick-start your corporate master data management initiative in the cloud with a minimal barrier for entry and an option to build additional master data governance scenarios at your pace. Create a single source of truth by uniting SAP and third-party data sources and mass processing additional bulk updates on large volumes of data. Define, validate, and monitor established business rules to confirm master data readiness and analyze master data management performance. Enable collaborative workflow routing and notification to allow various teams to own unique master data attributes and enforce validated values for specific data points.
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38
AB Handshake
AB Handshake
AB Handshake offers a game-changing solution for telecom service providers that eliminates fraud on inbound and outbound voice traffic. We validate each call using our advanced system of interaction between operators. This means 100% accuracy and no false positives. Every time a call is set up, the call details are sent to the Call Registry. The validation request arrives at the terminating network before the actual call. Cross-validation of call details from two networks allows detecting any manipulation. Call registries run on simple common use hardware, no additional investment needed. The solution is installed within the operator’s security perimeter and complies with security and personal data processing requirements. Practice occurring when someone gains access to a business's PBX phone system and generates profit from the international calls at the business's expense. -
39
MatchX
VE3 Global
MatchX is an AI-powered data quality and matching platform that cleans, connects, and governs your data — without the manual struggle. It finds and fixes duplicates, inconsistencies, missing fields, and mismatches across systems, even in complex, unstructured sources like scanned documents. The result? You get clean, connected, and trusted data — ready for AI, analytics, automation, and everyday business decisions. MatchX offers a comprehensive AI-enhanced data quality and matching solution that revolutionizes how companies manage their information assets. By integrating powerful data ingestion capabilities and intelligent schema mapping, MatchX structures and validates data from diverse sources, including APIs, databases, and documents. The platform’s self-learning AI models automatically detect and correct inconsistencies, duplicates, and anomalies, ensuring data integrity without intensive manual intervention. -
40
Liquid Studio
Liquid Technologies
Liquid Studio provides an advanced toolkit for XML and JSON development along with Web Service Testing and Data Mapping and Data Transformation tools. The Development Environment contains a complete set of tools for designing XML and JSON data structures and schemas. These tools provide editing, validating and advanced transformation capabilities. For novice or expert, the intuitive interface and comprehensive features will help you save time and money delivering a successful project. Visualize and edit an abstracted view of your XML schema(XSD) using an intuitive user interface, and validate your XSD against the W3C standards.Includes split graphical and text views, intellisense, syntax highlighting, drag and drop, copy and paste, and multi-step undo/redo. Visualize and edit an abstracted view of your JSON schema using an intuitive user interface, and validate your JSON Schema against the IETF standards.Starting Price: $149 one-time payment -
41
Data Quality Sense
Tucario
Data Quality Sense (DQS) is a 100% Salesforce-native data quality app by Tucario. It measures, monitors, and improves the reliability of your CRM data without ever exporting it — everything runs inside your Salesforce org. DQS scores your data across six dimensions — Completeness, Validity, Uniqueness, Consistency, Timeliness, and PII Detection — producing a weighted Data Quality Score at the org, object, and field level. A no-code Definition Builder (5-step wizard) lets admins define rules, scheduled scans keep scores current, and Insight Studio surfaces trends and field health. Automatic PII detection (8 pattern types incl. SSN, credit card, IBAN, email, IP, date of birth) helps teams find and protect sensitive data before exposure. With Agentforce and AI on the rise, DQS prepares your Salesforce data for reliable AI — an AI agent is only as good as the data behind it. Available on the Salesforce AppExchange.Starting Price: $1000 -
42
Skimmer Technology
WhiteSpace Solutions
WhiteSpace provides business integration solutions to our customers based on our Skimmer Technology. Skimmer Technology utilizes the desktop automation resources found in the Microsoft Office suite combined with data mining and extraction technology to refine data from disparate data sources. The refined data is then processed and presented as data analysis products in MS Excel, MS Word, MS Outlook email or as web pages. Many corporate problems are well-suited to Business Integration Solutions. The Skimmer Technology approach brings a framework and tools to integration-based projects. Risk is significantly reduced and returns are realized much sooner. Validation of data and report process should be the first step in any integration project. Most manual reports are never validated; Skimmers drive the validation of existing reports. Skimmers reinforce processes and eliminate manually-introduced variances. -
43
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. -
44
APERIO DataWise
APERIO
Data is used in every aspect of a processing plant or facility, it is underlying most operational processes, most business decisions, and most environmental events. Failures are often attributed to this same data, in terms of operator error, bad sensors, safety or environmental events, or poor analytics. This is where APERIO can alleviate these problems. Data integrity is a key element of Industry 4.0; the foundation upon which more advanced applications, such as predictive models, process optimization, and custom AI tools are developed. APERIO DataWise is the industry-leading provider of reliable, trusted data. Automate the quality of your PI data or digital twins continuously and at scale. Ensure validated data across the enterprise to improve asset reliability. Empower the operator to make better decisions. Detect threats made to operational data to ensure operational resilience. Accurately monitor & report sustainability metrics. -
45
Evidently AI
Evidently AI
The open-source ML observability platform. Evaluate, test, and monitor ML models from validation to production. From tabular data to NLP and LLM. Built for data scientists and ML engineers. All you need to reliably run ML systems in production. Start with simple ad hoc checks. Scale to the complete monitoring platform. All within one tool, with consistent API and metrics. Useful, beautiful, and shareable. Get a comprehensive view of data and ML model quality to explore and debug. Takes a minute to start. Test before you ship, validate in production and run checks at every model update. Skip the manual setup by generating test conditions from a reference dataset. Monitor every aspect of your data, models, and test results. Proactively catch and resolve production model issues, ensure optimal performance, and continuously improve it.Starting Price: $500 per month -
46
Synthio
Vertify
The Data Quality Analysis – by Vertify – delivers a preview of the overall health of marketing’s greatest asset, the contact database. The Synthio – by Vertify – Data Quality Analysis delivers a preview of the overall health of marketing’s greatest asset, the contact database. The DQA will give you an overview of the validity of your email addresses, tell you what percentage of your contacts have moved on to a new company, and also, allow you to get a glimpse of the number of contacts that you could be missing out on in your marketing database. Synthio – by Vertify – integrates with leading CRM and MAP systems to automate data cleansing, enrichment, and origination. -
47
Blazent
Blazent
Raise the accuracy of your CMDB data to 99%, and keep it there. Reduce source system determination times for incidents to zero. Gain complete transparency to risk and SLA exposure. Optimize service billing, eliminating under billing and clawbacks, while reducing manual billing and validation. Reduce maintenance and license costs associated with decommissioned and unsupported assets. Improve trust and transparency by eliminating major incidents, and reducing outage resolution times. Overcome limitations associated with Discovery tools and drive integration across your entire IT estate. Drive collaboration between ITSM and ITOM functions by integrating disparate IT data sets. Gain a holistic view of your IT environment through continuous CI validation across the broadest range of data sources. Blazent delivers data quality and integrity, driven by 100% data accuracy. We take all your IT and OT data from the broadest range of sources in the industry, and transform it into trusted data. -
48
JSONBuddy
JSONBuddy
JSONBuddy is a comprehensive JSON editor and validator designed to streamline the creation and management of JSON and JSON Schema files. It offers a range of features, including a text editor with syntax coloring, auto-completion, and code folding, as well as a grid-style editor that simplifies the process of building JSON structures. It ensures error-free JSON through built-in syntax checking and validation against JSON Schema standards, supporting Drafts 4, 6, 7, 2019-09, and 2020-12. Additionally, JSONBuddy provides functionalities for converting between JSON, XML, and CSV formats, importing CSV data to generate JSON, and generating HTML documentation from JSON Schemas. For large JSON files, it offers robust support, allowing users to open, navigate, and edit files with thousands or even millions of lines efficiently.Starting Price: $39 one-time payment -
49
TopBraid
TopQuadrant
Graphs are the most flexible formal data structures (making it simple to map other data formats to graphs) that capture explicit relationships between items so that you can easily connect new data items as they are added and traverse the links to understand the connections. The semantics of data are explicit and include formalisms for supporting inferencing and data validation. As a self-descriptive data model, knowledge graphs enable data validation and can offer recommendations for how data may need to be adjusted to meet data model requirements. The meaning of the data is stored alongside the data in the graph, in the form of the ontologies or semantic models. This makes knowledge graphs self-descriptive. Knowledge graphs are able to accommodate diverse data and metadata that adjusts and grows over time, much like living things do. -
50
Melissa Data Quality Suite
Melissa
Up to 20 percent of a company’s contacts contain bad data according to industry experts; resulting in returned mail, address correction fees, bounced emails, and wasted sales and marketing efforts. Use the Data Quality Suite to standardize, verify and correct all your contact data, postal address, email address, phone number, and name for effective communications and efficient business operations. Verify, standardize, & transliterate addresses for over 240 countries. Use intelligent recognition to identify 650,000+ ethnically-diverse first & last names. Authenticate phone numbers, and geo-data & ensure mobile numbers are live & callable. Validate domain, syntax, spelling, & even test SMTP for global email verification. The Data Quality Suite helps organizations of all sizes verify and maintain data so they can effectively communicate with their customers via postal mail, email, or phone.