Best Analytics Data in 2026

IBM Db2

InfluxDB

InfluxDB is a time series database and platform for high-frequency data recorded with timestamps.

Teradata VantageCloud

Teradata VantageCloud is Teradata’s managed cloud deployment for production AI, analytics, lakehouse, and agentic AI workloads.

Apache Druid

Apache Druid is an open-source database for real-time analysis of streaming and batch data.

Starburst Galaxy

Starburst Galaxy is a managed, cloud-hosted analytics platform built on Trino.

Materialize

Materialize is a SQL-based live data layer for apps and AI agents.

SAP Customer Data Platform

SAP Customer Data Platform unifies customer profiles and related account or individual relationships for B2B and B2C use cases.

MotherDuck

MotherDuck is a serverless cloud data warehouse built on DuckDB for data teams, app developers, and AI agents.

QuestDB

QuestDB is a time-series database for environments where low latency matters.

Yellowbrick Data Warehouse

Yellowbrick Data Warehouse is a SQL data platform for data warehousing and application analytics.

RisingWave

RisingWave is a distributed SQL streaming platform that ingests, transforms, and serves real-time data.

Amazon Redshift

Amazon Redshift is a cloud data warehouse for SQL analytics across data warehouses and data lakes.

Greenplum Database

Greenplum Database is an open-source data warehouse based on PostgreSQL for large-scale analytics, including workloads involving machine learning and AI.

Apache Iceberg

Apache Iceberg is an open table format for analytic datasets, built for large tables and use across multiple data engines.

Apache Pinot

Apache Pinot is an open-source distributed OLAP datastore for real-time analytics and user-facing workloads.

Firebolt

Firebolt is an open-source analytical database for engineers that uses Postgres-compatible SQL.

Trino

Trino is a distributed SQL query engine for analyzing large datasets across different data systems.

Delta Lake

Delta Lake is a free, open-source storage framework for building lakehouse architectures on data lakes.

StarRocks

StarRocks is a free, self-hosted analytical database for workloads such as multidimensional OLAP, ad hoc queries, and real-time, high-concurrency analytics.

Apache Hudi

Apache Hudi is an open-source data lakehouse platform that adds database capabilities to data lakes and supports incremental processing for low-latency analytics.

Microsoft Fabric Notebooks

Microsoft Fabric Notebooks is a web-based interactive coding environment for Apache Spark jobs and machine learning experiments, intended for data…

Apache Doris

Apache Doris is an open-source, real-time analytical database for analytics and AI, available under the Apache License, Version 2.0.