Amazon Athena vs. Apache Zeppelin vs. Databricks Data Intelligence Platform Comparison


Amazon Athena Amazon	Apache Zeppelin Apache	Databricks Data Intelligence Platform Databricks	+
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This unified workspace streamlines the entire analytics process. 1,861 Ratings Visit Website StarTree StarTree, powered by Apache Pinot™, is a fully managed real-time analytics platform built for customer-facing applications that demand instant insights on the freshest data. Unlike traditional data warehouses or OLTP databases—optimized for back-office reporting or transactions—StarTree is engineered for real-time OLAP at true scale, meaning: - Data Volume: query performance sustained at petabyte scale - Ingest Rates: millions of events per second, continuously indexed for freshness - Concurrency: thousands to millions of simultaneous users served with sub-second latency With StarTree, businesses deliver always-fresh insights at interactive speed, enabling applications that personalize, monitor, and act in real time. 26 Ratings Visit Website MongoDB Atlas The most innovative cloud database service on the market, with unmatched data distribution and mobility across AWS, Azure, and Google Cloud, built-in automation for resource and workload optimization, and so much more. MongoDB Atlas is the global cloud database service for modern applications. Deploy fully managed MongoDB across AWS, Google Cloud, and Azure with best-in-class automation and proven practices that guarantee availability, scalability, and compliance with the most demanding data security and privacy standards. The best way to deploy, run, and scale MongoDB in the cloud. MongoDB Atlas offers built-in security controls for all your data. Enable enterprise-grade features to integrate with your existing security protocols and compliance standards. With MongoDB Atlas, your data is protected with preconfigured security features for authentication, authorization, encryption, and more. 1,634 Ratings Visit Website Ninox Ninox is your solution for organizing and managing complex data in a structured and efficient way. With its highly flexible user interface, you can analyze, process, and evaluate any type of data. Additionally, the Ninox API enables seamless integration with services like Google for enhanced functionality. Designed to work across all platforms, Ninox is available via native apps for macOS, iOS, and Android, as well as through any web browser. The platform empowers users to build custom applications using templates, drag-and-drop formulas, and scripting tools. Its intuitive visual editor simplifies the creation of triggers, fields, and custom forms. With real-time syncing, Ninox ensures a smooth and consistent experience, whether you're working on a single device or switching between multiple devices. 542 Ratings Visit Website Google Cloud Platform Google Cloud is a cloud-based service that allows you to create anything from simple websites to complex applications for businesses of all sizes. New customers get $300 in free credits to run, test, and deploy workloads. All customers can use 25+ products for free, up to monthly usage limits. Use Google's core infrastructure, data analytics & machine learning. Secure and fully featured for all enterprises. Tap into big data to find answers faster and build better products. Grow from prototype to production to planet-scale, without having to think about capacity, reliability or performance. From virtual machines with proven price/performance advantages to a fully managed app development platform. Scalable, resilient, high performance object storage and databases for your applications. State-of-the-art software-defined networking products on Google’s private fiber network. Fully managed data warehousing, batch and stream processing, data exploration, Hadoop/Spark, and messaging. 57,010 Ratings Visit Website TeamDesk TeamDesk is the leading AI-Powered Low-Code platform for creating powerful and flexible web-based databases with no-coding. AI-Assisted Development streamlines database design, no technical skills required. TechRadar named TeamDesk as the best database platform of the year. TeamDesk provides Artificial Intelligence as well as predefined solutions for rapid online database creation without coding. Business owners and citizen developers can utilize AI to build unique databases for any type of industry that precisely fit their business workflow and organize gathering, sharing and managing business information. TeamDesk online database software is fully scalable and customizable to accommodate customers’ ever evolving business needs, from small companies to large enterprises, from specific manufactures to vertical business integration. TeamDesk provides: AI-Assisted Development API, Web hooks, Zapier unlimited data storage, records and tables Try it risk-frее 92 Ratings Visit Website Google Cloud SQL Fully managed relational database service for MySQL, PostgreSQL, and SQL Server with rich extension collections, configuration flags, and developer ecosystems. New customers get $300 in free credits to spend on Cloud SQL. You won’t be charged until you upgrade. Reduce maintenance costs with fully managed MySQL, PostgreSQL and SQL Server databases. Ensure business continuity with reliable and secure services backed by 24/7 SRE team. Data encryption at rest and in transit. Private connectivity with Virtual Private Cloud and user-controlled network access with firewall protection. Compliant with SSAE 16, ISO 27001, PCI DSS, and HIPAA. Scale your instances effortlessly with a single API call whether you start with simple testing or you need a highly available database in production. Simplify database operations with AI-powered assistance in Gemini, now in preview on Cloud SQL. It streamlines development, performance optimization, fleet management, governance, and migration. 536 Ratings Visit Website DbVisualizer DbVisualizer is one of the world's most popular database editors. With almost 7 million downloads and Pro users in 150 countries worldwide, it won't disappoint you. Free and Pro versions are available. Developers, analysts, and DBAs use it to elevate their SQL experience with modern tools to visualize and manage their databases, schemas, objects, and table data, auto-generate, write, and optimize queries, and so much more. It connects to all popular databases, such as MySQL, PostgreSQL, SQL Server, Oracle, Cassandra, Snowflake, SQLite, BigQuery, and 30+ others, and runs on all popular OSes (Windows, macOS, and Linux). A powerful SQL editor with intelligent autocomplete, visual query builders, variables, and more. You can fully control window layouts, key bindings, UI theme, mark scripts, and database objects as favorites for quick access or even work outside of DbVisualizer. DbVisualizer is also built to meet rigorous security standards, all configurable within the product. 506 Ratings Visit Website Windocks Windocks is a leader in cloud native database DevOps, recognized by Gartner as a Cool Vendor, and as an innovator by Bloor research in Test Data Management. Novartis, DriveTime, American Family Insurance, and other enterprises rely on Windocks for on-demand database environments for development, testing, and DevOps. Windocks software is easily downloaded for evaluation on standard Linux and Windows servers, for use on-premises or cloud, and for data delivery of SQL Server, Oracle, PostgreSQL, and MySQL to Docker containers or conventional database instances. Windocks database orchestration allows for code-free end to end automated delivery. This includes masking, synthetic data, Git operations and access controls, as well as secrets management. Windocks can be installed on standard Linux or Windows servers in minutes. It can also run on any public cloud infrastructure or on-premise infrastructure. One VM can host up 50 concurrent database environments. 6 Ratings Visit Website Dragonfly Dragonfly is a drop-in Redis replacement that cuts costs and boosts performance. 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About Amazon Athena is an interactive query service that makes it easy to analyze data in Amazon S3 using standard SQL. Athena is serverless, so there is no infrastructure to manage, and you pay only for the queries that you run. Athena is easy to use. Simply point to your data in Amazon S3, define the schema, and start querying using standard SQL. Most results are delivered within seconds. With Athena, there’s no need for complex ETL jobs to prepare your data for analysis. This makes it easy for anyone with SQL skills to quickly analyze large-scale datasets. Athena is out-of-the-box integrated with AWS Glue Data Catalog, allowing you to create a unified metadata repository across various services, crawl data sources to discover schemas and populate your Catalog with new and modified table and partition definitions, and maintain schema versioning.	About Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more. IPython interpreter provides comparable user experience like Jupyter Notebook. This release includes Note level dynamic form, note revision comparator and ability to run paragraph sequentially, instead of simultaneous paragraph execution in previous releases. Interpreter lifecycle manager automatically terminate interpreter process on idle timeout. So resources are released when they're not in use.	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.
Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook
Audience Organizations that want to start running powerful database queries	Audience Anyone in need of a web-based notebook solution	Audience Organizations that want all their data, analytics and AI on one unified data platform
Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online
API Offers API	API Offers API	API Offers API
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Pricing No information available. Free Version Free Trial	Pricing No information available. Free Version Free Trial	Pricing No information available. Free Version Free Trial
Reviews/Ratings Overall 4.5 / 5 ease 5.0 / 5 features 5.0 / 5 design 4.5 / 5 support 4.5 / 5 Read all reviews	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 Webinars Live Online In Person	Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information Amazon Founded: 1994 United States aws.amazon.com/athena/	Company Information Apache Founded: 1999 United. States zeppelin.apache.org	Company Information Databricks Founded: 2013 United States databricks.com
Alternatives Google Cloud BigQuery Google	Alternatives JupyterLab Jupyter	Alternatives Vertex AI Google
MongoDB Atlas MongoDB	Windsurf Editor Windsurf	dbt dbt Labs
AWS Glue Amazon	ShiftEdit	Kubit
Amazon Timestream Amazon	Spyder	Snowflake
StarTree View All	JetBrains Datalore JetBrains View All	Narrative View All
Categories Database Database as a Service (DBaaS) Query Engines	Categories IDE	Categories AI Data Analytics AI Development AI Governance AI Tools Artificial Intelligence Big Data Business Intelligence Dashboard Data Analysis Data Catalog Data Classification Data Collaboration Data Engineering Data Fabric Data Governance Data Lake Data Lineage Data Management Data Marketplaces Data Modeling Data Monetization Data Pipeline Data Science Data Visualization Data Warehouse ETL LLM API Machine Learning ML Model Deployment OLAP Databases Query Engines Real-Time Analytic Databases Real-Time Data Streaming Retrieval-Augmented Generation (RAG) Vector Databases
		Show More Features Artificial Intelligence Features Chatbot For eCommerce For Healthcare For Sales Image Recognition Machine Learning Multi-Language Natural Language Processing Predictive Analytics Process/Workflow Automation Rules-Based Automation Virtual Personal Assistant (VPA) Big Data Features Collaboration Data Blends Data Cleansing Data Mining Data Visualization Data Warehousing High Volume Processing No-Code Sandbox Predictive Analytics Templates Business Intelligence Features Ad Hoc Reports Benchmarking Budgeting & Forecasting Dashboard Data Analysis Key Performance Indicators Natural Language Generation (NLG) Performance Metrics Predictive Analytics Profitability Analysis Strategic Planning Trend / Problem Indicators Visual Analytics Dashboard Features Annotations Data Source Integrations Functions / Calculations Interactive KPIs OLAP Private Dashboards Public Dashboards Scorecards Themes Visual Analytics Widgets Data Analysis Features Data Discovery Data Visualization High Volume Processing Predictive Analytics Regression Analysis Sentiment Analysis Statistical Modeling Text Analytics Data Fabric Features Data Access Management Data Analytics Data Collaboration Data Lineage Tools Data Networking / Connecting Metadata Functionality No Data Redundancy Persistent Data Management Data Governance Features Access Control Data Discovery Data Mapping Data Profiling Deletion Management Email Management Policy Management Process Management Roles Management Storage Management Data Lineage Features Database Change Impact Analysis Filter Lineage Links Implicit Connection Discovery Lineage Object Filtering Object Lineage Tracing Point-in-Time Visibility User/Client/Target Connection Visibility Visual & Text Lineage View Data Management Features Customer Data Data Analysis Data Capture Data Integration Data Migration Data Quality Control Data Security Information Governance Master Data Management Match & Merge Data Science Features Access Control Advanced Modeling Audit Logs Data Discovery Data Ingestion Data Preparation Data Visualization Model Deployment Reports Data Visualization Features Analytics Content Management Dashboard Creation Filtered Views OLAP Relational Display Simulation Models Visual Discovery Data Warehouse Features Ad hoc Query Analytics Data Integration Data Migration Data Quality Control ETL - Extract / Transfer / Load In-Memory Processing Match & Merge ETL Features Data Analysis Data Filtering Data Quality Control Job Scheduling Match & Merge Metadata Management Non-Relational Transformations Version Control Machine Learning Features Deep Learning ML Algorithm Library Model Training Natural Language Processing (NLP) Predictive Modeling Statistical / Mathematical Tools Templates Visualization
Integrations SQL Timbr.ai Acxiom Real Identity Amazon Web Services (AWS) Apache HBase Apache Kafka Axon Data Governance COZYROC SSIS+ Suite Connecty AI Decube Habu Informatica Supplier 360 LiteLLM Nango Polytomic Querona Sana WhereScape YepCode Show More Integrations View All 104 Integrations	Integrations SQL Timbr.ai Acxiom Real Identity Amazon Web Services (AWS) Apache HBase Apache Kafka Axon Data Governance COZYROC SSIS+ Suite Connecty AI Decube Habu Informatica Supplier 360 LiteLLM Nango Polytomic Querona Sana WhereScape YepCode Show More Integrations View All 26 Integrations	Integrations SQL Timbr.ai Acxiom Real Identity Amazon Web Services (AWS) Apache HBase Apache Kafka Axon Data Governance COZYROC SSIS+ Suite Connecty AI Decube Habu Informatica Supplier 360 LiteLLM Nango Polytomic Querona Sana WhereScape YepCode Show More Integrations View All 295 Integrations
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