CDC is the beginning of a pipeline, not the whole pipeline
Change events move data between systems. Correct downstream results also need ordering, idempotency, schema handling, and reconciliation.
Google Cloud.
Connect Cloud SQL, Spanner, and BigQuery with the tools that ingest, process, and govern your data.
Get to know the tools.
17 technologiesAl
AlloyDB for PostgreSQL
Google CloudA PostgreSQL-compatible database service with Google-managed storage and compute architecture.
Relational databasesBi
BigQuery
Google CloudA managed analytical platform for SQL over large datasets with distinct compute and storage cost drivers.
Analytics & warehousesBi
Bigtable
Google CloudA managed wide-column database where row-key design shapes access and performance.
NoSQL databasesCl
Cloud Composer
Google CloudManaged Apache Airflow environments for orchestrating data workflows.
Pipelines & streamingCl
Cloud Data Fusion
Google CloudManaged data integration with visual pipeline authoring.
Pipelines & streamingCl
Cloud SQL
Google CloudManaged MySQL, PostgreSQL, and SQL Server with Google Cloud operating and connectivity options.
Relational databasesCl
Cloud Storage
Google CloudObject storage for analytical datasets, application files, exports, and backups.
Lakehouses & formatsDa
Database Migration Service
Google CloudManaged migration workflows for supported relational database sources and Google Cloud targets.
Pipelines & streamingDa
Dataflow
Google CloudManaged execution of Apache Beam pipelines for batch and streaming data.
Pipelines & streamingDa
Dataplex
Google CloudGoogle Cloud capabilities for cataloging, understanding, and governing analytical data.
Governance & BIDa
Datastream
Google CloudManaged change data capture for moving changes from supported sources to destinations.
Pipelines & streamingFi
Firestore
Google CloudA managed document database for application data and supported real-time access patterns.
NoSQL databasesMe
Memorystore
Google CloudGoogle Cloud's managed in-memory services, with capabilities depending on the chosen engine.
Caching & in-memoryPu
Pub/Sub
Google CloudManaged asynchronous messaging for connecting publishers with subscribers.
Pipelines & streamingSp
Spanner
Google CloudA managed distributed database for applications that need transactional consistency across scale.
Distributed SQLSp
Spanner Graph
Google CloudGraph modeling and querying capabilities built into Spanner.
Graph databasesVe
Vertex AI Search
Google CloudManaged search capabilities for supported application and enterprise data sources.
Search enginesPut it into practice.
Guides & tutorialsBigQuery: scan less data before adding more compute
Use explicit columns and partition filters to reduce unnecessary work, then validate the bytes your query will process.
Cloud SQL connections need a budget
A managed database does not remove connection limits. Coordinate application pools, scaling, and authentication before traffic grows.