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The best analytics databases in 2026

Last updated
Feb 11, 2026
Based on
148 reviews
Products considered
7

Analytics Databases are optimized for running fast queries on large datasets. They support dashboards, BI tools, and advanced analytical workloads.

DatakitAI Sphere QuizeliottMarginof.comApex Echo AiSlopCollector
Universal-3 Pro by AssemblyAI
Universal-3 Pro by AssemblyAI The first promptable speech model for production

Top reviewed analytics databases

Top reviewed
dominates high‑throughput analytics with millisecond aggregations, effortless scaling, and a polished managed cloud—suited to event data, observability, and real‑time dashboards. excels for in‑process, local analytics over CSV/Parquet and dataframes, ideal for notebooks and browser apps. targets multi‑workload data sharing and governed analytics across teams, favoring elastic warehousing and collaboration in the Data Cloud.
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