Best OLAP Databases for Snowflake

StarTree Cloud is a fully-managed real-time analytics platform designed for OLAP at massive speed and scale for user-facing applications. Powered by Apache Pinot, StarTree Cloud provides enterprise-grade reliability and advanced capabilities such as tiered storage, scalable upserts, plus additional indexes and connectors. It integrates seamlessly with transactional databases and event streaming platforms, ingesting data at millions of events per second and indexing it for lightning-fast query responses. StarTree Cloud is available on your favorite public cloud or for private SaaS deployment. StarTree Cloud includes StarTree Data Manager, which allows you to ingest data from both real-time sources such as Amazon Kinesis, Apache Kafka, Apache Pulsar, or Redpanda, as well as batch data sources such as data warehouses like Snowflake, Delta Lake or Google BigQuery, or object stores like Amazon S3, Apache Flink, Apache Hadoop, or Apache Spark. StarTree ThirdEye is an add-on anomaly detection system running on top of StarTree Cloud that observes your business-critical metrics, alerting you and allowing you to perform root-cause analysis — all in real-time.

icCube serves as a seamless alternative to SQL Server Analysis Services, offering a variety of advanced features: - A logically compatible OLAP model, with assistance for smooth migration - Continued support for Excel and other XMLA/MDX clients - Flexible deployment options, including a Docker version - Real-time dynamic MDX security, providing cell-level detail protection - Cutting-edge OLAP functionalities, including: - Over 100 new MDX functions - Categorization features - Subcube capabilities - Native integration with Java Additionally, icCube includes a patented MDX debugger. As an extra bonus, it also features a web-based BI solution that can be easily embedded.