Google Cloud Datastream vs. Materialize Comparison


Google Cloud Datastream Google	Materialize	+	+
Learn More Update Features	Learn More Update Features	Add To Compare	Add To Compare


		Related Products Google Cloud BigQuery BigQuery is a serverless, multicloud data warehouse that simplifies the process of working with all types of data so you can focus on getting valuable business insights quickly. At the core of Google’s data cloud, BigQuery allows you to simplify data integration, cost effectively and securely scale analytics, share rich data experiences with built-in business intelligence, and train and deploy ML models with a simple SQL interface, helping to make your organization’s operations more data-driven. Gemini in BigQuery offers AI-driven tools for assistance and collaboration, such as code suggestions, visual data preparation, and smart recommendations designed to boost efficiency and reduce costs. BigQuery delivers an integrated platform featuring SQL, a notebook, and a natural language-based canvas interface, catering to data professionals with varying coding expertise. This unified workspace streamlines the entire analytics process. 2,027 Ratings Visit Website DbVisualizer DbVisualizer is a universal database client for anyone who works with data, from solo developers and startups to professional teams managing complex environments, including developers, DBAs, analysts, and data engineers working with relational and NoSQL databases. It offers a graphical interface for database development, SQL querying, and data exploration. Key features: - SQL editor with autocomplete, visual query builders, variables, and execution tools - AI Assistant for questions, error explanations, and code analysis - Built-in Git integration for SQL scripts and collaboration - Customizable layouts, key bindings, and UI themes - Favorite scripts and database objects for quick access - Configurable security settings for organizations Connects to popular databases via JDBC, including MySQL, PostgreSQL, SQL Server, Oracle, Snowflake, SQLite, Cassandra, and BigQuery. Runs on Windows, macOS, and Linux. 7 million downloads, Pro users in 150 countries. 593 Ratings Visit Website Google Cloud SQL Fully managed relational database service for MySQL, PostgreSQL, and SQL Server with rich extension collections, configuration flags, and developer ecosystems. New customers get $300 in free credits to spend on Cloud SQL. You won’t be charged until you upgrade. Reduce maintenance costs with fully managed MySQL, PostgreSQL and SQL Server databases. Ensure business continuity with reliable and secure services backed by 24/7 SRE team. Data encryption at rest and in transit. Private connectivity with Virtual Private Cloud and user-controlled network access with firewall protection. Compliant with SSAE 16, ISO 27001, PCI DSS, and HIPAA. Scale your instances effortlessly with a single API call whether you start with simple testing or you need a highly available database in production. Simplify database operations with AI-powered assistance in Gemini, now in preview on Cloud SQL. It streamlines development, performance optimization, fleet management, governance, and migration. 554 Ratings Visit Website Runpod Runpod offers a cloud-based platform designed for running AI workloads, focusing on providing scalable, on-demand GPU resources to accelerate machine learning (ML) model training and inference. With its diverse selection of powerful GPUs like the NVIDIA A100, RTX 3090, and H100, Runpod supports a wide range of AI applications, from deep learning to data processing. The platform is designed to minimize startup time, providing near-instant access to GPU pods, and ensures scalability with autoscaling capabilities for real-time AI model deployment. Runpod also offers serverless functionality, job queuing, and real-time analytics, making it an ideal solution for businesses needing flexible, cost-effective GPU resources without the hassle of managing infrastructure. 230 Ratings Visit Website Apify Apify is a full-stack web scraping and automation platform helping anyone get value from the web. At its core is Apify Store, a marketplace with over 10,000 Actors where developers build, publish, and monetize automation tools. Actors are serverless cloud programs that extract data, automate web tasks, and run AI agents. Developers build them using JavaScript, Python, or Crawlee, Apify's open-source library. Build once, publish to Store, and earn when others use it. Thousands of developers do this - Apify handles infrastructure, billing, and monthly payouts. Apify Store has ready-made Actors for scraping Amazon, Google Maps, social media, tracking prices, lead-gen, and more. Actors handle proxies, CAPTCHAs, JavaScript rendering, headless browsers, and scaling. Everything runs on Apify's cloud with 99.95% uptime. SOC2, GDPR, and CCPA compliant. Integrate with Zapier, Make, n8n, and LangChain. Apify's MCP server lets AI like Claude dynamically discover and use Actors 1,800 Ratings Visit Website D&B Connect Realize the true potential of your first-party data. D&B Connect is a customizable, self-service master data management solution built to scale. Eliminate data silos across the organization and bring all your data together using the D&B Connect family of products. Benchmark, cleanse, and enrich your data using our database of hundreds of millions of records. The result is an interconnected, single source of truth that empowers your teams to make more confident business decisions. Drive growth and reduce risk with data you can trust. With a clean, complete data foundation, your sales and marketing teams can align territories with a full view of account relationships. Reduce internal conflict and confusion over incomplete or bad data. Strengthen segmentation and targeting. Increase personalization and the quality/quantity of marketing-sourced leads. Improve accuracy of reporting and ROI analysis. 189 Ratings Visit Website ChatD&B ChatD&B by Dun & Bradstreet is an AI-powered conversational platform that helps you quickly access, analyze, and act on company data through a simple chat interface. Users can obtain firmographics, financial details, risk indicators, and other insights by typing natural language queries, saving time and improving decision-making accuracy. The platform leverages Dun & Bradstreet’s Data Cloud to provide real-time, up-to-date company information. It also tracks data sources and allows users to reference previous queries for compliance and verification. ChatD&B supports customer service by answering questions about Dun & Bradstreet’s products and services. Overall, it streamlines business research and boosts productivity through an intuitive, conversational experience. Visit Website Evocon Trusted by manufacturers worldwide, Evocon is a simple and easy-to-use OEE software that helps manufacturing companies improve their production efficiency and reduce waste. The system enables automated data collection, real-time data visualization, downtime tracking, bottleneck identification, and performance monitoring. With Evocon, you get all the tools you need to improve OEE and understand what is actually going on in your production processes. 97 Ratings Visit Website Condo Control Save Time & Money by automating property management with our leading easy-to-use and feature-rich web-based software. Features include; Accounting Integration, Online Payments, Amenity Booking, Service Requests and More. Our web-based software is designed for HOA, Condos, and properties. A simple way to streamline your maintenance and operations for both property managers and tenants. 527 Ratings Visit Website DataHub DataHub Cloud is an event-driven AI & Data Context Platform that uses active metadata for real-time visibility across your entire data ecosystem. Unlike traditional data catalogs that provide outdated snapshots, DataHub Cloud instantly propagates changes, automatically enforces policies, and connects every data source across platforms with 100+ pre-built connectors. Built on an open source foundation with a thriving community of 13,000+ members, DataHub gives you unmatched flexibility to customize and extend without vendor lock-in. DataHub Cloud is a modern metadata platform with REST and GraphQL APIs that optimize performance for complex queries, essential for AI-ready data management and ML lifecycle support. 10 Ratings Visit Website
About Serverless and easy-to-use change data capture and replication service. Access to streaming data from MySQL, PostgreSQL, AlloyDB, SQL Server, and Oracle databases. Near real-time analytics in BigQuery. Easy-to-use setup with built-in secure connectivity for faster time-to-value. A serverless platform that automatically scales, with no resources to provision or manage. Log-based mechanism to reduce the load and potential disruption on source databases. Synchronize data across heterogeneous databases, storage systems, and applications reliably, with low latency, while minimizing impact on source performance. Get up and running fast with a serverless and easy-to-use service that seamlessly scales up or down, and has no infrastructure to manage. Connect and integrate data across your organization with the best of Google Cloud services like BigQuery, Spanner, Dataflow, and Data Fusion.	About Materialize is a reactive database that delivers incremental view updates. We help developers easily build with streaming data using standard SQL. Materialize can connect to many different external sources of data without pre-processing. Connect directly to streaming sources like Kafka, Postgres databases, CDC, or historical sources of data like files or S3. Materialize allows you to query, join, and transform data sources in standard SQL - and presents the results as incrementally-updated Materialized views. Queries are maintained and continually updated as new data streams in. With incrementally-updated views, developers can easily build data visualizations or real-time applications. Building with streaming data can be as simple as writing a few lines of SQL.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Enterprises searching for a solution to manage and scale their data	Audience Streaming database solution for businesses providing them real-time analytics
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Supported	Pricing $0.98 per hour Free Version Not Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Supported Live Online Not Supported In Person Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Google Founded: 1998 United States cloud.google.com/datastream	Company Information Materialize United States materialize.com
Alternatives Google Cloud Dataflow Google	Alternatives DeltaStream
Oracle Cloud Infrastructure Streaming Oracle	ksqlDB Confluent
Apache Doris The Apache Software Foundation	RisingWave
Informatica Data Engineering Streaming Informatica	StarTree
AlloyDB Google View All	Apache Doris The Apache Software Foundation View All
Categories Real-Time Data Streaming Supported	Categories Data Warehouse Supported Database Supported Real-Time Analytic Databases Supported Real-Time Data Streaming Supported Streaming Analytics Supported

Integrations PostgreSQL Supported AlloyDB Supported Amazon Kinesis Not Supported Amazon S3 Not Supported Apache Kafka Not Supported Debezium Not Supported Google Cloud Data Fusion Supported Google Cloud Dataflow Supported Google Cloud Platform Supported Google Cloud SQL Supported Google Cloud Spanner Supported Google Cloud Storage Supported Gravity Data Not Supported Hue Not Supported MySQL Supported Oracle Database Supported Orb Not Supported PubNub Not Supported SQL Supported SQL Server Supported Show More Integrations View All 13 Integrations	Integrations PostgreSQL Supported AlloyDB Not Supported Amazon Kinesis Supported Amazon S3 Supported Apache Kafka Supported Debezium Supported Google Cloud Data Fusion Not Supported Google Cloud Dataflow Not Supported Google Cloud Platform Not Supported Google Cloud SQL Not Supported Google Cloud Spanner Not Supported Google Cloud Storage Not Supported Gravity Data Supported Hue Supported MySQL Not Supported Oracle Database Not Supported Orb Supported PubNub Supported SQL Not Supported SQL Server Not Supported Show More Integrations View All 10 Integrations
Claim Google Cloud Datastream and update features and information Claim Google Cloud Datastream and update features and information	Claim Materialize and update features and information Claim Materialize and update features and information