ClickHouse vs. StarTree vs. Wing Python IDE Comparison


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About ClickHouse is a fast open-source OLAP database management system. It is column-oriented and allows to generate analytical reports using SQL queries in real-time. ClickHouse's performance exceeds comparable column-oriented database management systems currently available on the market. It processes hundreds of millions to more than a billion rows and tens of gigabytes of data per single server per second. ClickHouse uses all available hardware to its full potential to process each query as fast as possible. Peak processing performance for a single query stands at more than 2 terabytes per second (after decompression, only used columns). In distributed setup reads are automatically balanced among healthy replicas to avoid increasing latency. ClickHouse supports multi-master asynchronous replication and can be deployed across multiple datacenters. All nodes are equal, which allows avoiding having single points of failure.	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.	About Wing Python IDE was designed from the ground up for Python, to bring you a more productive development experience. Type less and let Wing worry about the details. Get immediate feedback by writing your Python code interactively in the live runtime. Easily navigate code and documentation. Avoid common errors and find problems early with assistance from Wing's deep Python code analysis. Keep code clean with smart refactoring and code quality inspection. Debug any Python code. Inspect debug data and try out bug fixes interactively without restarting your app. Work locally or on a remote host, VM, or container. Wingware's 21 years of Python IDE experience bring you a more Pythonic development environment. Wing was designed from the ground up for Python, written in Python, and is extensible with Python. So you can be more productive.
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 Companies of all sizes	Audience Companies with up to petabytes of data needing to run high queries-per-second (QPS) workloads	Audience Python developers seeking a tool to build applications
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
Screenshots and Videos View more images or videos	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	Pricing No information available. Free Version Free Trial
Reviews/Ratings Overall 5.0 / 5 ease 3.0 / 5 features 4.0 / 5 design 5.0 / 5 support 5.0 / 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 3.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 1.0 / 5 support 4.0 / 5 Read all reviews
Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information ClickHouse Founded: 2021 United States clickhouse.com	Company Information StarTree Founded: 2019 United States www.startree.ai	Company Information Wingware Founded: 1999 United States wingware.com
Alternatives StarTree	Alternatives CelerData Cloud CelerData	Alternatives Kite
Apache Druid Druid	StarRocks	SuperAGI SuperCoder SuperAGI
Apache Kudu The Apache Software Foundation	Databricks Data Intelligence Platform Databricks	PyCharm JetBrains
Yandex Managed Service for ClickHouse Yandex	ClickHouse	Windsurf Editor Windsurf
CelerData Cloud CelerData View All	Google Cloud BigQuery Google View All	Code Llama Meta View All
Categories Columnar Databases Database Database Management Systems (DBMS) Distributed Databases OLAP Databases Query Engines	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	Categories AI Code Refactoring AI Coding Assistants AI Tools Application Development IDE
	Show More Features 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 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 Streaming Analytics Features Data Enrichment Data Wrangling / Data Prep Multiple Data Source Support Process Automation Real-time Analysis / Reporting Visualization Dashboards	Show More Features Application Development Features Access Controls/Permissions Code Assistance Code Refactoring Collaboration Tools Compatibility Testing Data Modeling Debugging Deployment Management Graphical User Interface Mobile Development No-Code Reporting/Analytics Software Development Source Control Testing Management Version Control Web App Development
Integrations Amazon Kinesis Apache Pinot Arctype Dash0 Databricks Data Intelligence Platform Google Cloud BigQuery Google Cloud Platform IBM watsonx.data Kestra Manticore Search Megaladata Metabase Microsoft Azure NeoBase Peaka Sequel Snowflake Supaboard Visual Studio Visual Studio Code Show More Integrations View All 101 Integrations	Integrations Amazon Kinesis Apache Pinot Arctype Dash0 Databricks Data Intelligence Platform Google Cloud BigQuery Google Cloud Platform IBM watsonx.data Kestra Manticore Search Megaladata Metabase Microsoft Azure NeoBase Peaka Sequel Snowflake Supaboard Visual Studio Visual Studio Code Show More Integrations View All 18 Integrations	Integrations Amazon Kinesis Apache Pinot Arctype Dash0 Databricks Data Intelligence Platform Google Cloud BigQuery Google Cloud Platform IBM watsonx.data Kestra Manticore Search Megaladata Metabase Microsoft Azure NeoBase Peaka Sequel Snowflake Supaboard Visual Studio Visual Studio Code Show More Integrations View All 22 Integrations
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