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The best analytics databases in 2026

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
AssemblyAI
AssemblyAI Build voice AI apps with a single API

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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