Introducing BigQuery ObjectRef: Supercharge your multimodal data and AI processing
The new ObjectRef data type helps to integrate unstructured data like images and audio into existing BigQuery tables.
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Modern Software Development For Today's Systems & Applications
BigQuery under the hood: Enhanced vectorization in the advanced runtime
BigQuery applies enhanced vectorization to aspects of query processing such as filter evaluation and data encodings and optimization techniques.
Google Cloud Serverless for Apache Spark: high-performance, unified with BigQuery
Google Cloud Serverless for Apache Spark, now available in BigQuery is an open-source, zero-ops, high performance, and unified analytics platform.
Maximize BigQuery performance with enhanced workload management
Updates to BigQuery workload management help optimize workloads and resource allocation, preventing performance issues and resource contention.
From analytics to data management: New BigQuery transactional features
New BigQuery features support near-real-time, transactional-style operations, letting you perform common data management in your data warehouse.
Forecast Product Demand with BigQuery ML
Predictive analytics helps businesses move from guesswork to informed decisions—especially when it comes to inventory. Using sales data already stored in BigQuery, this demo walks through how to forecast future demand using BigQuery ML. With just a few lines of SQL, viewers see how to transform raw data, train an ARIMA model, and generate confident sales predictions without needing to export data or manage additional machine learning infrastructure.
Fast, approximate analytics at scale: Apache DataSketches available in BigQuery
Apache DataSketches in BigQuery enable approximate analytics with minimal memory or computational overhead, and with a single pass through the data.
Introducing AI.GENERATE_TABLE: creating structured data from gen AI models in BigQuery
AI.GENERATE_TABLE() in BigQuery lets you convert unstructured data into a structured table based on the provided prompt and table schema.
Understand why your metrics moved with contribution analysis in BigQuery ML, now GA
BigQuery ML contribution analysis models, now GA, automate insight generation and output key change drivers from multidimensional data.
New column-granularity indexing in BigQuery offers a leap in query performance
Indexing with column granularity, now in preview, adds column information to indexes, helping BigQuery pinpoint relevant data within columns.