Apache HBase
The petabyte-scale NoSQL database for real-time, random read/write access to Big Data.
The industry-leading managed NoSQL database for large-scale, low-latency operational and analytical workloads.
Google Cloud Bigtable is a sparsely populated table that can scale to billions of rows and thousands of columns, enabling you to store terabytes or even petabytes of data. In the 2026 architectural landscape, Bigtable serves as the high-throughput backbone for AI-driven applications and real-time data pipelines. Its unique architecture separates compute from storage, allowing for seamless, non-disruptive scaling. This separation enables the platform to offer sub-10ms latency for read and write operations, making it the preferred choice for time-series data, AdTech bid-history, and real-time recommendation engines. With the recent integration of Bigtable Data Boost, users can now execute analytical queries and data migrations without impacting the performance of the primary production workload. As of 2026, Bigtable has significantly matured its integration with Google's Vertex AI ecosystem, providing a direct conduit for feeding low-latency features into machine learning models at the edge. The system's reliance on the Colossus file system ensures data durability and high availability via multi-cluster replication across global regions, maintaining 99.999% availability for multi-cluster instances.
Captures every mutation to a table in real-time, allowing downstream consumption by Dataflow or Pub/Sub.
The petabyte-scale NoSQL database for real-time, random read/write access to Big Data.
The database that completely embraces the web with seamless peer-to-peer synchronization and offline-first reliability.
The unified developer data platform for building AI-powered, globally distributed applications.
Google's unified platform for building, scaling, and monitoring AI-native applications.
Verified feedback from the global deployment network.
Post queries, share implementation strategies, and help other users.
A serverless compute layer that queries your Bigtable data without using the CPU of your production nodes.
Granular access control policies applied at the data layer using Google Cloud IAM tags.
Dynamic node adjustment (up or down) without restarting the instance or losing connectivity.
An interactive monitoring tool that identifies 'hot' row keys and access patterns.
Directly feeds high-dimensional vectors into Vertex AI for real-time similarity search.
Intelligently routes requests to the nearest healthy cluster based on latency.
Needs to store user profile history and serve it in under 10ms to decide whether to bid on an ad impression.
Registry Updated:2/7/2026
Bidder evaluates data and submits bid to the exchange.
Analyzing thousands of transactions per second against historical patterns to flag fraud.
Monitoring millions of vehicles globally with sub-second reporting intervals.