Atlan vs. Zing Data Comparison


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		Related Products SCIKIQ SCIKIQ is an AI-native Data & Intelligence Platform designed to help enterprises make their data trusted, governed, connected, and ready for AI in weeks rather than years. Recognized by Forrester, NASSCOM League of 10, YourStory Tech30, Inc42, and DataIQ, SCIKIQ supports enterprises across the USA, India, UK, and UAE. SCIKIQ brings together Data Integration, Data Quality, Data Governance, Metadata Management, Data Lineage, Semantic Intelligence, Knowledge Graphs, Conversational Analytics, Generative AI, Data Products, and AI Agents within one unified platform. Unlike traditional data platforms that often require extensive replatforming or migration, SCIKIQ works with an enterprise’s existing technology ecosystem. Organizations can connect SAP, Salesforce, Oracle, Snowflake, Databricks, AWS, Azure, GCP, data lakes, data warehouses, and enterprise applications through 200+ pre-built connectors, without rip-and-replace. Contextual Intelligence at the Core SCIKIQ goes beyond connecting data by helping AI understand the business context behind it. Its semantic intelligence layer brings together business terminology, KPI definitions, metadata, lineage, ownership, business rules, ontologies, and relationships to create a trusted context layer for enterprise analytics and AI. Business users can ask questions in natural language, investigate KPIs, identify root causes, and generate insights without writing SQL. Data teams gain enterprise-grade capabilities for data integration, quality, governance, lineage, metadata, and control. AI teams gain trusted, contextual enterprise data for building Generative AI applications, copilots, and intelligent AI agents. Why Enterprises Choose SCIKIQ AI-ready in 3–6 weeks \| 200+ connectors \| 99.9% availability \| No-code \| Multi-cloud \| No vendor lock-in \| No replatforming SCIKIQ has production deployments across industries including manufacturing, retail, aviation, logistics, BFSI, healthcare, and other data-intensive enterprises. 14 Ratings Visit Website DataHub DataHub Cloud is an event-driven AI & Data Context Platform that uses active metadata for real-time visibility across your entire data ecosystem. Unlike traditional data catalogs that provide outdated snapshots, DataHub Cloud instantly propagates changes, automatically enforces policies, and connects every data source across platforms with 100+ pre-built connectors. Built on an open source foundation with a thriving community of 13,000+ members, DataHub gives you unmatched flexibility to customize and extend without vendor lock-in. DataHub Cloud is a modern metadata platform with REST and GraphQL APIs that optimize performance for complex queries, essential for AI-ready data management and ML lifecycle support. 10 Ratings Visit Website Semarchy xDM Use Semarchy unified data platform to experience xDM. Discover, govern, enrich, enlighten and manage data. You can easily transform data into insights with xDM and rapidly deliver data-rich applications with automated master data management. Its business-centric interfaces provide for rapid creation and adoption of data-rich applications, while automation rapidly generates applications to your specific requirements. Use the agile platform to quickly expand or evolve data applications. 64 Ratings Visit Website AnalyticsCreator AnalyticsCreator is a metadata-driven design application for data warehouse automation and data product engineering across the Microsoft data stack. At its core is the AnalyticsCreator Governed Control Model, which keeps business meaning, data structures, transformation rules, dependencies and technical implementation connected in one controlled project model. Data teams design the required architecture in AnalyticsCreator, then generate native Microsoft assets from that design. Generated assets can include SQL Server objects, SSIS packages, Azure Data Factory pipelines, Microsoft Fabric components, deployment artefacts and Power BI semantic models. AnalyticsCreator supports dimensional, 3NF and hybrid modelling approaches together with ingestion, transformations, delta loading, historisation, Slowly Changing Dimensions, snapshots and repeatable data-processing patterns. Changes made in the model can be propagated across dependent project assets, while lineage, documentation and impact analysis remain connected to the underlying design. This helps teams reduce repetitive engineering work, standardise delivery and understand the effect of change before regenerating affected assets. AnalyticsCreator generates native Microsoft technology rather than requiring a proprietary runtime. Organisations retain ownership of the resulting implementation and can integrate generated assets into existing Git, Azure DevOps and CI/CD processes. Design Intelligence extends this governed project context into AI-assisted data engineering by giving authorised AI tools and agents structured access to metadata, lineage, dependencies and design rules. Typical use cases include enterprise data warehouse development, Microsoft Fabric adoption, SQL Server and SSIS modernisation, governed Power BI delivery, SAP-to-Microsoft analytics architectures and repeatable data product engineering. 46 Ratings Visit Website Plauti For Salesforce and Microsoft Dynamics 365 CE teams who want to run reports, automation and AI only on data they can trust, Plauti is the native data-quality platform that diagnoses, cleans and makes data actionable without it ever leaving the CRM. Unlike bolt-on tools that export your data or native features that stop at detection, Plauti gives configurable, governed control across Salesforce and Dynamics — so the AI, analytics, and revenue engine on top can finally trust the data underneath. 123 Ratings Visit Website Okyline Okyline is an Executable Data Design (EDD) platform for declarative data validation contracts and measurable operational data quality. Instead of maintaining disconnected specifications, validators, tests, and quality dashboards, Okyline uses a single executable contract as the operational source of truth for validation and flow quality monitoring. The same readable contract drives multi-format validation, deterministic execution, quality measurement, data quality gate, and historical quality analytics across APIs, events, files, LLM structured outputs, and enterprise data flows. Community Edition provides the open specification, a free Java validation runtime, a public Claude AI assistant for contract generation, and a free online studio for executable JSON validation contracts and JSON Schema transpilation. Enterprise Edition supports direct validation of JSONL, XML, CSV, FIXED, and EDI flows, data quality gate, and operational quality dashboards, all without databases 2 Ratings Visit Website D&B Connect Realize the true potential of your first-party data. D&B Connect is a customizable, self-service master data management solution built to scale. Eliminate data silos across the organization and bring all your data together using the D&B Connect family of products. Benchmark, cleanse, and enrich your data using our database of hundreds of millions of records. The result is an interconnected, single source of truth that empowers your teams to make more confident business decisions. Drive growth and reduce risk with data you can trust. With a clean, complete data foundation, your sales and marketing teams can align territories with a full view of account relationships. Reduce internal conflict and confusion over incomplete or bad data. Strengthen segmentation and targeting. Increase personalization and the quality/quantity of marketing-sourced leads. Improve accuracy of reporting and ROI analysis. 189 Ratings Visit Website Denodo Denodo offers an AI Data Layer that helps organizations deliver live, unified, and governed data for trustworthy AI, analytics, and self-service initiatives. The platform uses logical data management to connect distributed data across hybrid, multi-cloud, on-premises, SaaS, and third-party environments without requiring data movement or duplication. Denodo helps businesses integrate data silos, enable self-service access, enforce governance, deliver real-time insights, and enrich data with business context. It is designed to support agentic AI by giving AI agents accurate, up-to-date, and governed enterprise data for better decisions and actions. The platform includes capabilities such as zero-copy data access, unified semantics, centralized compliance, natural language search, data marketplaces, and optimized query performance. 388 Ratings Visit Website Code-Cube.io Code-Cube.io is the full-stack data collection observability platform that protects your dataLayer, tags and conversion data. It detects tracking issues instantly and provides real-time alerts to prevent data loss and performance drops. The platform eliminates the need for manual QA by continuously auditing tracking implementations across websites and applications. Users gain full visibility into how tags and events behave across both client-side and server-side environments. Code-Cube.io ensures that marketing data remains accurate, enabling better decision-making, preventing wasted ad spend and maximizing campaign performance. 7 Ratings Visit Website DataBuck 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. 6 Ratings Visit Website
About 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.	About A flexible visual query builder lets you get answers in seconds. Analyze data from your phone or browser to work from anywhere. Natural language querying, powered by LLMs lets you ask questions using plain English. No desktop, SQL, or data scientist needed. Shared questions let you learn from team mates, and search for any questions asked across your organization. @mentions, push notifications, and shared chat bring the right people into the conversation and empower you to make data actionable. Easily copy and modify shared questions, export data, and change how charts are displayed to not just view somebody elses’s analysis, but instead make it your own. You can even turn on external sharing to provide access to partners outside your domain or for public datasets. Get the underlying data tables in two taps. Even run full on custom SQL with smart typeaheads to make quick work of joins, aggregations, and calculated fields.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Supported iPad Supported Android Supported Chromebook Not Supported
Audience Companies searching for a solution to manage and improve their operations	Audience Companies looking for a collaborative Business Intelligence platform that works on mobile
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Supported	Pricing $0 Free for small teams, with unlimited questions, and unlimited data sources. $12/user/mo standard plan with user access control, embeddability, and more. Enterprise option available to companies needing to self-host, for activedirectory integration, aand for higher support tiers. Free Version Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Supported Live Online Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported
Company Information Atlan Founded: 2018 India atlan.com	Company Information Zing Data Founded: 2021 United States getzingdata.com
Alternatives DataHub	Alternatives Deepnote
SCIKIQ	Conversionomics
Immuta	IBM Cognos Analytics IBM
Collate	Omniscope Evo Visokio
Ataccama ONE Ataccama View All	Databricks View All
Categories Agentic Data Management Supported Big Data Supported Data Collaboration Supported Data Contract Supported Data Discovery Supported Data Fabric Supported Data Governance Supported Data Lineage Supported Data Management Supported Data Quality Supported ETL Supported Master Data Management Supported Metadata Management Supported PIM Supported	Categories Big Data Supported Business Intelligence Supported Data Analysis Supported Data Discovery Supported Data Science Supported Data Visualization Supported Mobile App Analytics Supported
Big Data Features Collaboration Supported Data Blends Not Supported Data Cleansing Not Supported Data Mining Not Supported Data Visualization Not Supported Data Warehousing Not Supported High Volume Processing Supported No-Code Sandbox Not Supported Predictive Analytics Not Supported Templates Not Supported Data Discovery Features Contextual Search Supported Data Classification Supported Data Matching Supported False Positives Reduction Not Supported Self Service Data Preparation Supported Sensitive Data Identification Supported Visual Analytics Not Supported Show More Features Data Governance Features Access Control Supported Data Discovery Supported Data Mapping Supported Data Profiling Supported Deletion Management Not Supported Email Management Not Supported Policy Management Supported Process Management Not Supported Roles Management Supported Storage Management Not Supported Data Management Features Customer Data Not Supported Data Analysis Not Supported Data Capture Not Supported Data Integration Not Supported Data Migration Not Supported Data Quality Control Supported Data Security Not Supported Information Governance Supported Master Data Management Supported Match & Merge Not Supported Data Quality Features Address Validation Not Supported Data Deduplication Not Supported Data Discovery Supported Data Profililng Supported Master Data Management Supported Match & Merge Not Supported Metadata Management Supported ETL Features Data Analysis Not Supported Data Filtering Not Supported Data Quality Control Supported Job Scheduling Supported Match & Merge Not Supported Metadata Management Supported Non-Relational Transformations Not Supported Version Control Supported Master Data Management Features Data Governance Supported Data Masking Supported Data Source Integrations Supported Hierarchy Management Not Supported Match & Merge Not Supported Metadata Management Not Supported Multi-Domain Not Supported Process Management Not Supported Relationship Mapping Not Supported Visualization Not Supported PIM Features Content Syndication Not Supported Data Modeling Not Supported Data Quality Control Supported Digital Asset Management Not Supported Documentation Management Supported Master Record Management Not Supported Version Control Supported	Big Data Features Collaboration Supported Data Blends Supported Data Cleansing Not Supported Data Mining Not Supported Data Visualization Supported Data Warehousing Not Supported High Volume Processing Not Supported No-Code Sandbox Supported Predictive Analytics Not Supported Templates Not Supported Data Discovery Features Contextual Search Not Supported Data Classification Not Supported Data Matching Not Supported False Positives Reduction Not Supported Self Service Data Preparation Not Supported Sensitive Data Identification Not Supported Visual Analytics Supported Show More Features Business Intelligence Features Ad Hoc Reports Supported Benchmarking Not Supported Budgeting & Forecasting Not Supported Dashboard Supported Data Analysis Supported Key Performance Indicators Supported Natural Language Generation (NLG) Not Supported Performance Metrics Supported Predictive Analytics Not Supported Profitability Analysis Not Supported Strategic Planning Not Supported Trend / Problem Indicators Not Supported Visual Analytics Supported Data Analysis Features Data Discovery Supported Data Visualization Supported High Volume Processing Supported Predictive Analytics Not Supported Regression Analysis Not Supported Sentiment Analysis Not Supported Statistical Modeling Not Supported Text Analytics Not Supported Data Science Features Access Control Supported Advanced Modeling Supported Audit Logs Supported Data Discovery Supported Data Ingestion Not Supported Data Preparation Supported Data Visualization Supported Model Deployment Not Supported Reports Supported Data Visualization Features Analytics Supported Content Management Not Supported Dashboard Creation Supported Filtered Views Supported OLAP Not Supported Relational Display Not Supported Simulation Models Not Supported Visual Discovery Supported Mobile App Analytics Features A/B Testing Not Supported Channel Attribution Not Supported Cohort Analysis Not Supported Funnel Analysis Not Supported In-App Events Tracking Not Supported Push Notifications Supported Retention Tracking Not Supported Revenue Tracking Not Supported Uninstall Tracking Not Supported
Integrations Alation Not Supported Amazon RDS Not Supported Amazon S3 Not Supported Apigene Supported Colrows Supported Databricks Not Supported Google Slides Not Supported MCPTotal Supported Microsoft Teams Not Supported MongoDB Not Supported Mozart Data Not Supported MySQL Not Supported PostgreSQL Not Supported RazorSQL Not Supported SQL Not Supported SQLGate Not Supported Slack Not Supported Snowflake Not Supported Starburst Enterprise Not Supported bit.io Not Supported Show More Integrations View All 8 Integrations	Integrations Alation Supported Amazon RDS Supported Amazon S3 Supported Apigene Not Supported Colrows Not Supported Databricks Supported Google Slides Supported MCPTotal Not Supported Microsoft Teams Supported MongoDB Supported Mozart Data Supported MySQL Supported PostgreSQL Supported RazorSQL Supported SQL Supported SQLGate Supported Slack Supported Snowflake Supported Starburst Enterprise Supported bit.io Supported Show More Integrations View All 27 Integrations
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