Materialize

Input—per 1M tokens

Output—per 1M tokens

Context—tokens

WeightsClosed

About

Materialize is ranked #8 of 24 in streaming analytics software on Inferse. It runs on API, Linux, Self-hosted, Web. There is a free plan. A free trial is offered. Paid plans start at $0.13/mo.

Compared on streaming analytics software

Free plan: Yesmaterialize.com
Stateful processing: Yesmaterialize.com
Supported languages: SQLmaterialize.com

Facts

Product: Materialize describes itself as a live data layer for apps and AI agents that creates up-to-the-second views using SQL.materialize.com · 29 Sept 2026
Incremental updates: Materialize incrementally updates results as it ingests data instead of recalculating results from scratch.materialize.com · 29 Sept 2026
Data freshness: The product page says connected sources appear as continually updating tables with sub-second freshness.materialize.com · 29 Sept 2026
SQL features: Its product page lists multi-way, lateral and outer joins, recursive SQL, and SUBSCRIBE for receiving query-result changes over a standard Postgres connection.materialize.com · 29 Sept 2026
Integrations: The integrations page lists PostgreSQL, MySQL, SQL Server, CockroachDB, Kafka, Model Context Protocol, dbt and webhooks, including EventBridge and Segment.materialize.com · 29 Sept 2026
SQL compatibility: Materialize is wire-compatible with PostgreSQL and supports SQL clients and tools that support PostgreSQL.materialize.com · 29 Sept 2026
Destinations: The product page says transformed updates can be sent to downstream systems including Kafka and Apache Iceberg.materialize.com · 29 Sept 2026
Cloud security: Materialize Cloud states it is SOC 2 Type II certified and encrypts data at rest and in transit, with isolated environments, network controls, audit logs and SQL-based RBAC.materialize.com · 29 Sept 2026
Cloud availability: Materialize Cloud says it deploys across multiple availability zones with automatic failover.materialize.com · 29 Sept 2026
Support: Cloud On-Demand includes chatbot and helpdesk ticket support, while Cloud Capacity includes a dedicated account team and guided onboarding.materialize.com · 29 Sept 2026
Usage limit: The free self-managed Community Edition is limited to 24 GiB memory and 48 GiB disk.materialize.com · 29 Sept 2026
Deployment: Materialize is offered as a fully managed Cloud service, self-managed software for Kubernetes environments, and a Docker-based local development Emulator.materialize.com · 29 Sept 2026