Apache Spark vs. Databricks Data Intelligence Platform vs. Apache Flink Comparison


Apache Spark Apache Software Foundation	Databricks Data Intelligence Platform Databricks	Apache Flink Apache Software Foundation	+
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About Apache Spark™ is a unified analytics engine for large-scale data processing. Apache Spark achieves high performance for both batch and streaming data, using a state-of-the-art DAG scheduler, a query optimizer, and a physical execution engine. Spark offers over 80 high-level operators that make it easy to build parallel apps. And you can use it interactively from the Scala, Python, R, and SQL shells. Spark powers a stack of libraries including SQL and DataFrames, MLlib for machine learning, GraphX, and Spark Streaming. You can combine these libraries seamlessly in the same application. Spark runs on Hadoop, Apache Mesos, Kubernetes, standalone, or in the cloud. It can access diverse data sources. You can run Spark using its standalone cluster mode, on EC2, on Hadoop YARN, on Mesos, or on Kubernetes. Access data in HDFS, Alluxio, Apache Cassandra, Apache HBase, Apache Hive, and hundreds of other data sources.	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.	About Apache Flink is a framework and distributed processing engine for stateful computations over unbounded and bounded data streams. Flink has been designed to run in all common cluster environments, perform computations at in-memory speed and at any scale. Any kind of data is produced as a stream of events. Credit card transactions, sensor measurements, machine logs, or user interactions on a website or mobile application, all of these data are generated as a stream. Apache Flink excels at processing unbounded and bounded data sets. Precise control of time and state enable Flink’s runtime to run any kind of application on unbounded streams. Bounded streams are internally processed by algorithms and data structures that are specifically designed for fixed sized data sets, yielding excellent performance. Flink is designed to work well each of the previously listed resource managers.
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 a unified analytics engine for large-scale data processing	Audience Organizations that want all their data, analytics and AI on one unified data platform	Audience Streaming analytics framework for anyone
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
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Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information Apache Software Foundation Founded: 1999 United States spark.apache.org	Company Information Databricks Founded: 2013 United States databricks.com	Company Information Apache Software Foundation Founded: 1999 United States flink.apache.org
Alternatives AWS Glue Amazon	Alternatives Vertex AI Google	Alternatives Apache Beam Apache Software Foundation
Snowflake	Kubit	Apache Gobblin Apache Software Foundation
Amazon EMR Amazon	Altair Monarch Altair	Apache Heron Apache Software Foundation
StarTree	Snowflake	DeltaStream
PySpark View All	Narrative View All	SQLstream Guavus, a Thales company View All
Categories Big Data Data Analysis Data Modeling Query Engines Streaming Analytics	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	Categories Real-Time Data Streaming Streaming Analytics
Show More Features Streaming Analytics Features Data Enrichment Data Wrangling / Data Prep Multiple Data Source Support Process Automation Real-time Analysis / Reporting Visualization Dashboards	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 Foundational Scalytics Connect lakeFS Alteryx Designer Amperity Anomalo Archon Data Store DataBahn Dataiku Deep.BI Feast FlashClick JupiterOne Medical LLM Noma Onehouse Pepperdata Quest RestApp ZoomInfo DaaS Show More Integrations View All 175 Integrations	Integrations Foundational Scalytics Connect lakeFS Alteryx Designer Amperity Anomalo Archon Data Store DataBahn Dataiku Deep.BI Feast FlashClick JupiterOne Medical LLM Noma Onehouse Pepperdata Quest RestApp ZoomInfo DaaS Show More Integrations View All 294 Integrations	Integrations Foundational Scalytics Connect lakeFS Alteryx Designer Amperity Anomalo Archon Data Store DataBahn Dataiku Deep.BI Feast FlashClick JupiterOne Medical LLM Noma Onehouse Pepperdata Quest RestApp ZoomInfo DaaS Show More Integrations View All 29 Integrations
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