Databricks vs. MANTA Comparison


Databricks	MANTA Manta
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Databricks	MANTA
		Related Products Google Cloud BigQuery BigQuery is a serverless, multicloud data warehouse that simplifies the process of working with all types of data so you can focus on getting valuable business insights quickly. At the core of Google’s data cloud, BigQuery allows you to simplify data integration, cost effectively and securely scale analytics, share rich data experiences with built-in business intelligence, and train and deploy ML models with a simple SQL interface, helping to make your organization’s operations more data-driven. Gemini in BigQuery offers AI-driven tools for assistance and collaboration, such as code suggestions, visual data preparation, and smart recommendations designed to boost efficiency and reduce costs. BigQuery delivers an integrated platform featuring SQL, a notebook, and a natural language-based canvas interface, catering to data professionals with varying coding expertise. 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With enterprise partnership and scalable, AI-ready technology, Couchbase turns your data into the foundation for your next breakthrough. 4.4 out of 5 stars 418 Ratings Visit Website for Couchbase 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. 4.6 out of 5 stars 14 Ratings Visit Website for SCIKIQ 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. 4.6 out of 5 stars 46 Ratings Visit Website for AnalyticsCreator Bright Data Bright Data is the world's #1 web data, proxies, & data scraping solutions platform. Fortune 500 companies, academic institutions and small businesses all rely on Bright Data's products, network and solutions to retrieve crucial public web data in the most efficient, reliable and flexible manner, so they can research, monitor, analyze data and make better informed decisions. Bright Data is used worldwide by 20,000+ customers in nearly every industry. Its products range from no-code data solutions utilized by business owners, to a robust proxy and scraping infrastructure used by developers and IT professionals. Bright Data products stand out because they provide a cost-effective way to perform fast and stable public web data collection at scale, effortless conversion of unstructured data into structured data and superior customer experience, while being fully transparent and compliant. 4.4 out of 5 stars 1,461 Ratings Visit Website for Bright Data Gemini platform Gemini platform is an enterprise AI development and machine learning platform from Google Cloud that enables organizations to build, customize, deploy, and manage AI agents and intelligent applications. Formerly known as Vertex AI, the platform provides access to more than 200 foundation models from Google, third-party providers, and open-source communities. Its Agent Studio and Agent Development Kit allow developers to create autonomous agents, design multistep workflows, and integrate artificial intelligence with enterprise data and external tools. The platform also supports custom model training, fine-tuning, machine learning pipelines, model evaluation, and scalable inference infrastructure. Enterprise capabilities include agent identity management, centralized governance, security policies, persistent memory, and monitoring tools for evaluating agent performance. Gemini platform integrates with BigQuery, Google Antigravity, Google Cloud infrastructure, and developer frameworks to support generative AI applications, predictive analytics, and automated business workflows. 4.3 out of 5 stars 1,178 Ratings Visit Website for Gemini platform DataBuck DataBuck is an AI-powered data validation platform that automates risk detection across dynamic, high-volume, and evolving data environments. 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RaimaDB is a high-performance, cross-platform embedded database designed for mission-critical applications, particularly in the Internet of Things (IoT) and edge computing markets. It offers a small footprint, making it suitable for resource-constrained environments, and supports both in-memory and persistent storage configurations. RaimaDB provides developers with multiple data modeling options, including traditional relational models and direct relationships through network model sets. It ensures data integrity with ACID-compliant transactions and supports various indexing methods such as B+Tree, Hash Table, R-Tree, and AVL-Tree. 4.8 out of 5 stars 12 Ratings Visit Website for RaimaDB Anaconda Anaconda is an AI-native development platform that helps teams move from experimentation to production with trusted open-source packages, governed environments, and production-grade orchestration. 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Databricks: About The Databricks Data Intelligence Platform allows your entire organization to use data and AI. It’s built on a lakehouse to provide an open, unified foundation for all data and governance, and is powered by a Data Intelligence Engine that understands the uniqueness of your data. The winners in every industry will be data and AI companies. From ETL to data warehousing to generative AI, Databricks helps you simplify and accelerate your data and AI goals. Databricks combines generative AI with the unification benefits of a lakehouse to power a Data Intelligence Engine that understands the unique semantics of your data. This allows the Databricks Platform to automatically optimize performance and manage infrastructure in ways unique to your business. The Data Intelligence Engine understands your organization’s language, so search and discovery of new data is as easy as asking a question like you would to a coworker.	MANTA: About Manta is the world-class automated approach to visualize, optimize, and modernize how data moves through your organization through code-level lineage. By automatically scanning your data environment with the power of 50+ out-of-the-box scanners, Manta builds a powerful map of all data pipelines to drive efficiency and productivity. Visit manta.io to learn more. With Manta platform, you can make your data a truly enterprise-wide asset, bridge the understanding gap, enable self-service, and easily: • Increase productivity • Accelerate development • Shorten time-to-market • Reduce costs and manual effort • Run instant and accurate root cause and impact analyses • Scope and perform effective cloud migrations • Improve data governance and regulatory compliance (GDPR, CCPA, HIPAA, and more) • Increase data quality • Enhance data privacy and data security
Databricks: 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	MANTA: Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Databricks: Audience Organizations that want all their data, analytics and AI on one unified data platform	MANTA: Audience Enterprises with huge data warehouses based on the listed technologies who are looking to eliminate tedious, costly, and error-prone manual processes surrounding data management and to be truly data-driven businesses.
Databricks: Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	MANTA: Support Phone Support Supported 24/7 Live Support Not Supported Online Supported
Databricks: API Offers API Supported	MANTA: API Offers API Supported
Databricks: Screenshots and Videos View more images or videos	MANTA: Screenshots and Videos View more images or videos
Databricks: Pricing No information available. Free Version Supported Free Trial Supported	MANTA: Pricing Every customer gets a package tailored to their needs. The final prices are based on the selected features and the number of scripts in the package. Sample Packages: Data Governance DataOps Cloud Migrations Free Version Not Supported Free Trial Supported
Databricks: 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	MANTA: 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

Databricks: Training Documentation Supported Webinars Supported Live Online Not Supported In Person Not Supported	MANTA: Training Documentation Supported Webinars Supported Live Online Supported In Person Supported
Databricks: Company Information Databricks Founded: 2013 United States databricks.com	MANTA: Company Information Manta Founded: 2016 New York manta.io
Databricks: Alternatives Gemini platform Google 4.3 out of 5 stars	MANTA: Alternatives OvalEdge 5.0 out of 5 stars
Databricks: DataHub 4.5 out of 5 stars	MANTA: Aggua
Databricks: SCIKIQ 4.6 out of 5 stars	MANTA: IBM Manta Data Lineage IBM
Databricks: Snowflake 4.8 out of 5 stars	MANTA: SCIKIQ 4.6 out of 5 stars
Databricks: StarTree View All	MANTA: Atlan View All
Databricks: Categories AI Coding Agents Supported AI Data Analytics Supported AI Development Supported AI Governance Supported AI Tools Supported Artificial Intelligence Supported Big Data Supported Business Intelligence Supported Dashboard Supported Data Analysis Supported Data Catalog Supported Data Classification Supported Data Collaboration Supported Data Engineering Supported Data Fabric Supported Data Governance Supported Data Intelligence Supported Data Lake Supported Data Lineage Supported Data Management Supported Data Marketplaces Supported Data Modeling Supported Data Monetization Supported Data Pipeline Supported Data Science Supported Data Visualization Supported Data Warehouse Supported DataOps Supported ETL Supported Generative AI Supported LLM API Supported Machine Learning Supported ML Model Deployment Supported OLAP Databases Supported Query Engines Supported Real-Time Analytic Databases Supported Real-Time Data Streaming Supported Retrieval-Augmented Generation (RAG) Supported Vector Databases Supported	MANTA: Categories Big Data Supported Cloud Migration Supported Data Fabric Supported Data Governance Supported Data Lineage Supported Data Management Supported Data Mapping Supported Data Privacy Management Supported Metadata Management Supported
Databricks: Big Data Features Collaboration Supported Data Blends Supported Data Cleansing Supported Data Mining Supported Data Visualization Supported Data Warehousing Supported High Volume Processing Supported No-Code Sandbox Supported Predictive Analytics Supported Templates Supported Data Fabric Features Data Access Management Supported Data Analytics Supported Data Collaboration Supported Data Lineage Tools Supported Data Networking / Connecting Not Supported Metadata Functionality Not Supported No Data Redundancy Not Supported Persistent Data Management Supported Data Governance Features Access Control Supported Data Discovery Supported Data Mapping Supported Data Profiling Supported Deletion Management Supported Email Management Not Supported Policy Management Not Supported Process Management Not Supported Roles Management Supported Storage Management Supported Data Lineage Features Database Change Impact Analysis Supported Filter Lineage Links Supported Implicit Connection Discovery Supported Lineage Object Filtering Supported Object Lineage Tracing Supported Point-in-Time Visibility Supported User/Client/Target Connection Visibility Supported Visual & Text Lineage View Supported Data Management Features Customer Data Supported Data Analysis Supported Data Capture Supported Data Integration Supported Data Migration Supported Data Quality Control Supported Data Security Supported Information Governance Supported Master Data Management Supported Match & Merge Supported Show More Features Artificial Intelligence Features Chatbot Not Supported For eCommerce Supported For Healthcare Supported For Sales Supported Image Recognition Not Supported Machine Learning Supported Multi-Language Supported Natural Language Processing Supported Predictive Analytics Supported Process/Workflow Automation Supported Rules-Based Automation Supported Virtual Personal Assistant (VPA) Not Supported Business Intelligence Features Ad Hoc Reports Supported Benchmarking Supported Budgeting & Forecasting Supported Dashboard Supported Data Analysis Supported Key Performance Indicators Supported Natural Language Generation (NLG) Supported Performance Metrics Supported Predictive Analytics Supported Profitability Analysis Supported Strategic Planning Supported Trend / Problem Indicators Supported Visual Analytics Supported Dashboard Features Annotations Supported Data Source Integrations Supported Functions / Calculations Supported Interactive Supported KPIs Supported OLAP Supported Private Dashboards Supported Public Dashboards Supported Scorecards Supported Themes Supported Visual Analytics Supported Widgets Supported Data Analysis Features Data Discovery Supported Data Visualization Supported High Volume Processing Supported Predictive Analytics Supported Regression Analysis Supported Sentiment Analysis Supported Statistical Modeling Supported Text Analytics Supported Data Science Features Access Control Supported Advanced Modeling Supported Audit Logs Supported Data Discovery Supported Data Ingestion Supported Data Preparation Supported Data Visualization Supported Model Deployment Supported Reports Supported Data Visualization Features Analytics Supported Content Management Not Supported Dashboard Creation Supported Filtered Views Supported OLAP Supported Relational Display Supported Simulation Models Supported Visual Discovery Supported Data Warehouse Features Ad hoc Query Supported Analytics Supported Data Integration Supported Data Migration Supported Data Quality Control Supported ETL - Extract / Transfer / Load Supported In-Memory Processing Supported Match & Merge Supported ETL Features Data Analysis Supported Data Filtering Supported Data Quality Control Supported Job Scheduling Supported Match & Merge Supported Metadata Management Supported Non-Relational Transformations Supported Version Control Supported Machine Learning Features Deep Learning Supported ML Algorithm Library Supported Model Training Supported Natural Language Processing (NLP) Supported Predictive Modeling Supported Statistical / Mathematical Tools Supported Templates Supported Visualization Supported	MANTA: Big Data Features Collaboration Not Supported Data Blends Not Supported Data Cleansing Not Supported Data Mining Not Supported Data Visualization Supported Data Warehousing Not Supported High Volume Processing Not Supported No-Code Sandbox Not Supported Predictive Analytics Not Supported Templates Not Supported Data Fabric Features Data Access Management Not Supported Data Analytics Not Supported Data Collaboration Not Supported Data Lineage Tools Not Supported Data Networking / Connecting Supported Metadata Functionality Not Supported No Data Redundancy Not Supported Persistent Data Management Not Supported Data Governance Features Access Control Supported Data Discovery Supported Data Mapping Supported Data Profiling Supported Deletion Management Supported Email Management Not Supported Policy Management Not Supported Process Management Not Supported Roles Management Supported Storage Management Not Supported Data Lineage Features Database Change Impact Analysis Supported Filter Lineage Links Supported Implicit Connection Discovery Not Supported Lineage Object Filtering Supported Object Lineage Tracing Supported Point-in-Time Visibility Supported User/Client/Target Connection Visibility Not Supported Visual & Text Lineage View Not Supported Data Management Features Customer Data Not Supported Data Analysis Not Supported Data Capture Not Supported Data Integration Not Supported Data Migration Supported Data Quality Control Not Supported Data Security Not Supported Information Governance Not Supported Master Data Management Not Supported Match & Merge Not Supported Show More Features Data Privacy Management Features Access Control Not Supported CCPA Compliance Not Supported Consent Management Not Supported Data Mapping Supported GDPR Compliance Not Supported Incident Management Not Supported PIA / DPIA Not Supported Policy Management Not Supported Risk Management Not Supported Sensitive Data Identification Not Supported
Databricks: Integrations Alation Supported Ataccama ONE Supported Abbey Supported Adaptive6 Supported BeagleGPT Supported Connecty AI Supported GPT-6.1 Terra Supported GPT-6.2 Astra Supported NimbleBrain Supported Orchestra Supported PopSQL Supported Qualytics Supported Rayven Supported Rippit Supported TIMi Supported Taipy Supported TransUnion TruAudience Supported Varick Agents Supported Virtualitics Supported kdb Insights Supported Show More Integrations View All 444 Integrations	MANTA: Integrations Alation Supported Ataccama ONE Supported Abbey Not Supported Adaptive6 Not Supported BeagleGPT Not Supported Connecty AI Not Supported GPT-6.1 Terra Not Supported GPT-6.2 Astra Not Supported NimbleBrain Not Supported Orchestra Not Supported PopSQL Not Supported Qualytics Not Supported Rayven Not Supported Rippit Not Supported TIMi Not Supported Taipy Not Supported TransUnion TruAudience Not Supported Varick Agents Not Supported Virtualitics Not Supported kdb Insights Not Supported Show More Integrations View All 6 Integrations
Databricks: Claim Databricks and update features and information Claim Databricks and update features and information	MANTA: Claim MANTA and update features and information Claim MANTA and update features and information