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Fully managed, high‑performance relational database with serverless options and fast read replicas, ideal for real‑time dashboards.
Serverless, highly scalable analytics data warehouse with built‑in streaming inserts for sub‑second data availability.
#4 Snowflake
Cloud‑agnostic data platform offering separate compute and storage, supporting continuous data ingestion and instant query performance.
Integrated analytics service combining data warehousing, big data, and real‑time analytics with serverless on‑demand querying.
Globally distributed, multi‑model database with sub‑millisecond latency and change feed for real‑time event processing.
On‑demand data warehouse that can ingest streaming data via Redshift Spectrum and deliver fast analytical queries.
Fully managed NoSQL database with change streams and real‑time aggregation pipelines for live analytics.
Distributed SQL database offering strong consistency, horizontal scaling, and low‑latency reads for real‑time dashboards.
Time‑series optimized PostgreSQL extension hosted as a managed service, perfect for IoT and monitoring analytics.
#11 ClickHouse Cloud
Column‑oriented OLAP database with real‑time ingestion and ultra‑fast query performance for analytical workloads.
High‑performance analytics data store designed for event‑driven, real‑time data pipelines and low‑latency queries.
#13 MariaDB SkySQL
Fully managed MariaDB with built‑in replication and real‑time data streaming capabilities.
Elastic, columnar data warehouse with support for continuous data loading and fast analytical queries.
Self‑tuning, self‑securing data warehouse that can ingest streaming data and deliver instant analytics.
Globally distributed relational database with strong consistency and horizontal scaling for real‑time operational analytics.
#17 Amazon DynamoDB
Fully managed NoSQL key‑value store with DynamoDB Streams for change data capture and low‑latency analytics.
Fast, fully managed analytics service for large‑scale telemetry and log data with near‑real‑time query capabilities.
Hybrid transactional/analytical processing (HTAP) database delivering sub‑second analytics on fresh data.
#20 Firebolt
High‑performance cloud data warehouse built for real‑time analytics on massive datasets with instant scaling.
#21 Materialize
Streaming SQL database that materializes views in real time, enabling instant analytics on continuous data streams.
Distributed SQL database compatible with PostgreSQL, offering low‑latency reads/writes and real‑time analytics.
In‑memory data store with Redis Streams and RedisTimeSeries for ultra‑fast real‑time analytics.
Continuous data ingestion service within Snowflake that enables near‑real‑time analytics on incoming data.
NoSQL document database with real‑time listeners, suitable for low‑latency analytics on operational data.
#26 AWS Timestream
Fully managed time‑series database optimized for IoT and operational telemetry with fast query performance.
Hybrid analytical store that syncs Cosmos DB data to Synapse for real‑time analytics without impacting operational workloads.
Unified analytics platform that combines Delta Lake with real‑time streaming (Structured Streaming) for low‑latency queries.
#29 Starburst Galaxy
Managed Trino (Presto) service that enables federated, real‑time analytics across multiple cloud data sources.
Multi‑cloud data platform offering auto‑scaling Spark and Presto clusters for real‑time analytics workloads.
Fully managed Apache Cassandra with low‑latency reads/writes and support for real‑time analytics via Stargate.
High‑performance analytical database with built‑in streaming ingestion and sub‑second query response.
#33 Exasol Cloud
In‑memory, columnar analytics database delivering instant query results on streaming data.
#34 Kinetica Cloud
GPU‑accelerated database designed for real‑time analytics on massive, fast‑moving data streams.