Apache Spark vs. StarTree Comparison


Apache Spark Apache Software Foundation	StarTree	+	+
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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 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.
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 Companies with up to petabytes of data needing to run high queries-per-second (QPS) workloads
Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online
API Offers API	API Offers API
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Free Trial	Pricing Free Free Version Free Trial
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
Company Information Apache Software Foundation Founded: 1999 United States spark.apache.org	Company Information StarTree Founded: 2019 United States www.startree.ai
Alternatives dbt dbt Labs	Alternatives CelerData Cloud CelerData
AWS Glue Amazon	StarRocks
Snowflake	Databricks Data Intelligence Platform Databricks
MLlib Apache Software Foundation	ClickHouse
PySpark View All	Google Cloud BigQuery Google View All
Categories Big Data Data Analysis Data Modeling Query Engines Streaming Analytics	Categories Auto Scaling Big Data Columnar Databases Data Analysis Data Management Database Database as a Service (DBaaS) Database Management Systems (DBMS) OLAP Databases Query Engines Real-Time Analytic Databases Real-Time Data Streaming Root Cause Analysis Streaming Analytics
Streaming Analytics Features Data Enrichment Data Wrangling / Data Prep Multiple Data Source Support Process Automation Real-time Analysis / Reporting Visualization Dashboards	Big Data Features Collaboration Data Blends Data Cleansing Data Mining Data Visualization Data Warehousing High Volume Processing No-Code Sandbox Predictive Analytics Templates Data Analysis Features Data Discovery Data Visualization High Volume Processing Predictive Analytics Regression Analysis Sentiment Analysis Statistical Modeling Text Analytics Streaming Analytics Features Data Enrichment Data Wrangling / Data Prep Multiple Data Source Support Process Automation Real-time Analysis / Reporting Visualization Dashboards Show More Features Database Features Backup and Recovery Creation / Development Data Migration Data Replication Data Search Data Security Database Conversion Mobile Access Monitoring NOSQL Performance Analysis Queries Relational Interface Virtualization
Integrations Databricks Data Intelligence Platform Delta Lake Hadoop Alibaba Log Service Amazon EC2 Apache Kafka Apache Kudu Astro by Astronomer Comet Gable IBM Analytics Engine Inferyx LogIsland RazorThink SQL Spark Streaming Stackable Tableau Unity Catalog lakeFS Show More Integrations View All 176 Integrations	Integrations Databricks Data Intelligence Platform Delta Lake Hadoop Alibaba Log Service Amazon EC2 Apache Kafka Apache Kudu Astro by Astronomer Comet Gable IBM Analytics Engine Inferyx LogIsland RazorThink SQL Spark Streaming Stackable Tableau Unity Catalog lakeFS Show More Integrations View All 18 Integrations
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