diff --git a/java-bigquery-jdbc/README.MD b/java-bigquery-jdbc/README.MD index 834e47a24b99..3b2d085ed91c 100644 --- a/java-bigquery-jdbc/README.MD +++ b/java-bigquery-jdbc/README.MD @@ -7,6 +7,8 @@ Java idiomatic client for [BigQuery JDBC][product-docs]. - [Product Documentation][product-docs] - [Client Library Documentation][javadocs] +- [Driver User Guide](docs/USER_GUIDE.md) +- [Storage APIs Deep-Dive Guide](docs/STORAGE_APIS.md) ## Quickstart diff --git a/java-bigquery-jdbc/docs/STORAGE_APIS.md b/java-bigquery-jdbc/docs/STORAGE_APIS.md new file mode 100644 index 000000000000..1c5fbf8dd12b --- /dev/null +++ b/java-bigquery-jdbc/docs/STORAGE_APIS.md @@ -0,0 +1,69 @@ +# BigQuery Storage APIs Deep Dive & Tuning Guide + +This document provides architectural details, property matrices, activation criteria, and workload tuning scenarios for the **BigQuery Storage Read API** and **BigQuery Storage Write API** integrated into the BigQuery JDBC Driver. + +--- + +## 1. High-Throughput Storage Read API (HTAPI) + +The Storage Read API streams query result sets over high-speed gRPC channels using Apache Arrow format, bypassing standard REST JSON serialization for large datasets. + +### Property Reference + +| Property Name | Connection Parameter | Default Value | Functional Role | +| :--- | :--- | :---: | :--- | +| **`EnableHighThroughputAPI`** | `EnableHighThroughputAPI=true` | `false` | **Master Toggle**: Must be `true` to enable Read API evaluation. | +| **`HighThroughputMinTableSize`** | `HighThroughputMinTableSize=10000` | `10000` | **Minimum Row Threshold**: Minimum total rows (`totalRows`) required. | +| **`HighThroughputActivationRatio`** | `HighThroughputActivationRatio=2` | `2` | **Page Ratio Threshold**: `totalRows / MaxResults` ratio required. | +| **`MaxResults`** | `MaxResults=10000` | `10000` | **Page Size**: Controls rows per page in standard REST calls. | + +### Activation Criteria & Fallback Mechanics + +When `EnableHighThroughputAPI=true` is set, the driver transparently switches to the Storage Read API if all of the following conditions are met: + +1. **Master Toggle**: `EnableHighThroughputAPI=true` is set. +2. **Minimum Row Threshold**: The query returns at least `HighThroughputMinTableSize` rows (default: $\ge 10,000$ rows). +3. **Multiple Response Pages**: The result set spans more than one page (total rows exceed `MaxResults`). If all rows fit on page 1, standard REST is used to avoid unnecessary gRPC stream setup. +4. **Activation Ratio Test**: The ratio of total rows to page size ($\frac{\text{totalRows}}{\text{MaxResults}}$) exceeds `HighThroughputActivationRatio` (default: $> 2$). + +> [!NOTE] +> **Automatic Permission Fallback**: If `EnableHighThroughputAPI=true` is set but the connecting principal lacks the `BigQuery Read Session User` IAM role, the driver catches the `PERMISSION_DENIED` status and automatically falls back to standard REST JSON pagination. + +### Workload Scenarios Matrix + +| Workload Scenario | `EnableHighThroughputAPI` | `HighThroughputMinTableSize` | `HighThroughputActivationRatio` | `MaxResults` | Execution Mechanism | Use Case | +| :--- | :---: | :---: | :---: | :---: | :--- | :--- | +| **Standard REST (Default)** | `false` | `10000` (ignored) | `2` (ignored) | `10000` | REST JSON Pagination | Small/medium queries; standard REST security policies. | +| **Default Production Extractions** | `true` | `10000` | `2` | `10000` | gRPC Storage Read API (for results $> 20,000$ rows) | Standard analytical reports and ETL extracts. | +| **Aggressive Streaming** | `true` | `100` | `0` | `50` | gRPC Storage Read API (for results $\ge 100$ rows) | High-speed streaming for smaller analytical datasets. | +| **Bulk ETL Analytics** | `true` | `50000` | `5` | `10000` | gRPC Storage Read API (for results $> 50,000$ rows) | Large multi-gigabyte dataset extractions. | + +--- + +## 2. Storage Write API (SWA) + +The Storage Write API streams high-throughput bulk insertions over gRPC channels for `PreparedStatement.executeBatch()` calls. + +### Property Reference + +| Property Name | Connection Parameter | Default Value | Functional Role | +| :--- | :--- | :---: | :--- | +| **`EnableWriteAPI`** | `EnableWriteAPI=true` | `false` | **Master Toggle**: Must be `true` to enable Storage Write API streaming. | +| **`SWA_ActivationRowCount`** | `SWA_ActivationRowCount=3` | `3` | **Activation Threshold**: Minimum batch size added via `addBatch()` required to trigger SWA. | +| **`SWA_AppendRowCount`** | `SWA_AppendRowCount=1000` | `1000` | **Chunk Size**: Maximum rows per gRPC append payload before flushing. | + +### Activation Criteria & Fallback Mechanics + +When `EnableWriteAPI=true` is set, the driver evaluates the batch size during `PreparedStatement.executeBatch()`: + +- **At or Above Threshold ($\ge \text{SWA\_ActivationRowCount}$)**: The driver opens a gRPC Storage Write stream and appends batch records in payload chunks governed by `SWA_AppendRowCount`. +- **Below Threshold ($< \text{SWA\_ActivationRowCount}$)**: The driver uses standard SQL DML (`INSERT INTO ...`) to avoid gRPC stream overhead for tiny batches. + +### Workload Scenarios Matrix + +| Workload Scenario | `EnableWriteAPI` | `SWA_ActivationRowCount` | `SWA_AppendRowCount` | Execution Mechanism | Use Case | +| :--- | :---: | :---: | :---: | :--- | :--- | +| **Standard SQL DML (Default)** | `false` | `3` (ignored) | `1000` (ignored) | Concatenated REST SQL DML | Small transactional DML; standard SQL compatibility. | +| **Default High-Throughput ETL** | `true` | `3` | `1000` | gRPC SWA stream (batches $\ge 3$, flushes per 1,000 rows) | Standard batch loader applications (Spring Batch, Spark). | +| **Real-Time Micro-Batching** | `true` | `1` | `100` | gRPC SWA stream (batches $\ge 1$, flushes per 100 rows) | High-frequency streaming events (Kafka/Flink consumers). | +| **High-Volume Bulk Ingestion** | `true` | `100` | `5000` | gRPC SWA stream (batches $\ge 100$, flushes per 5,000 rows) | Large nightly bulk ETL loading millions of records. | diff --git a/java-bigquery-jdbc/docs/USER_GUIDE.md b/java-bigquery-jdbc/docs/USER_GUIDE.md new file mode 100644 index 000000000000..0f38e0fe252e --- /dev/null +++ b/java-bigquery-jdbc/docs/USER_GUIDE.md @@ -0,0 +1,765 @@ +# Google BigQuery JDBC Driver User Guide + +This guide provides comprehensive instructions for configuring, developing with, and optimizing the **Google BigQuery JDBC Driver** (`google-cloud-bigquery-jdbc`). + +> [!NOTE] +> This guide is aligned with and references the official [Google Cloud BigQuery JDBC Documentation](https://cloud.google.com/bigquery/docs/jdbc-for-bigquery) and [Running Queries with the JDBC Driver](https://cloud.google.com/bigquery/docs/jdbc-for-bigquery#run_queries_with_the_driver). + +--- + +## Table of Contents +1. [Overview & Prerequisites](#1-overview--prerequisites) +2. [Connection URL Syntax & Quickstart](#2-connection-url-syntax--quickstart) +3. [Authentication Modes & Configuration](#3-authentication-modes--configuration) +4. [Connection Properties Reference](#4-connection-properties-reference) +5. [Data Type Mapping Reference](#5-data-type-mapping-reference) +6. [JDBC Driver Architecture & Core Features](#6-jdbc-driver-architecture--core-features) + - [Transaction Management & Multi-Statement Sessions](#transaction-management--multi-statement-sessions) + - [High-Throughput Storage Read & Write APIs](#high-throughput-storage-read--write-apis) +7. [Feature Examples & Code Snippets](#7-feature-examples--code-snippets) + - [Transactions (Manual Commit & Rollback)](#transactions-manual-commit--rollback) + - [Prepared Statements & Parameter Binding](#prepared-statements--parameter-binding) + - [Callable Statements & Stored Procedures](#callable-statements--stored-procedures) + - [Batch Ingestion with Storage Write API](#batch-ingestion-with-storage-write-api) + - [High-Throughput Storage Read API](#high-throughput-storage-read-api) + - [Struct & Array Column Operations](#struct--array-column-operations) + - [Service Account Impersonation](#service-account-impersonation) +8. [High-Throughput & Performance Tuning](#8-high-throughput--performance-tuning) +9. [Framework Integration & Deployment](#9-framework-integration--deployment) + - [Spring Boot (application.yml)](#spring-boot-applicationyml) + - [Key Deployment Guidelines](#key-deployment-guidelines) +10. [Logging, Diagnostics & Troubleshooting](#10-logging-diagnostics--troubleshooting) +11. [Official Documentation References](#11-official-documentation-references) + +--- + +## 1. Overview & Prerequisites + +The BigQuery JDBC Driver enables Java applications, BI tools, and ETL pipelines to interact with Google Cloud BigQuery using the standard Java Database Connectivity (JDBC) API (JDBC 4.2 compliant). + +### Prerequisites +- **Java Runtime**: JDK 8 or higher (JDK 11, 17, or 21 recommended). +- **Google Cloud Platform**: + - An active GCP Project with BigQuery API enabled. + - Required IAM roles (e.g., `BigQuery Data Viewer`, `BigQuery Job User`). + +### Installation Coordinates + +**Maven**: +```xml + + com.google.cloud + google-cloud-bigquery-jdbc + 1.1.0 + +``` + +**Gradle**: +```groovy +implementation 'com.google.cloud:google-cloud-bigquery-jdbc:1.1.0' +``` + +--- + +## 2. Connection URL Syntax & Quickstart + +The JDBC connection string format for BigQuery is: + +``` +jdbc:bigquery://https://bigquery.googleapis.com:443;ProjectId=;[DefaultDataset=;][Property1=Value1;...] +``` + +### Basic Quickstart Example + +```java +import java.sql.Connection; +import java.sql.DriverManager; +import java.sql.ResultSet; +import java.sql.Statement; + +public class BigQueryQuickstart { + public static void main(String[] args) throws Exception { + String url = "jdbc:bigquery://https://bigquery.googleapis.com:443" + + ";ProjectId=my-gcp-project-id" + + ";DefaultDataset=my_dataset" + + ";OAuthType=3"; // 3 = Application Default Credentials (ADC) + + try (Connection conn = DriverManager.getConnection(url); + Statement stmt = conn.createStatement(); + ResultSet rs = stmt.executeQuery("SELECT name, age FROM `my-gcp-project-id.my_dataset.users` LIMIT 10")) { + + while (rs.next()) { + System.out.printf("User: %s, Age: %d%n", rs.getString("name"), rs.getInt("age")); + } + } + } +} +``` + +--- + +## 3. Authentication Modes & Configuration + +The driver supports multiple OAuth 2.0 and identity workflows specified via the `OAuthType` connection property. + +| `OAuthType` | Authentication Strategy / Variant | Required Properties | Supported / Optional Properties | Notes | +| :---: | :--- | :--- | :--- | :--- | +| **`0`** | **Service Account Key File (JSON)** | `OAuthPvtKeyPath` | `OAuthServiceAcctEmail` | Path to service account `.json` key file. Service account email and private key are automatically extracted from the file. | +| **`0`** | **Service Account Key File (P12)** | `OAuthPvtKeyPath`, `OAuthServiceAcctEmail` | `OAuthP12Password` | Path to `.p12` key file. Requires explicit `OAuthServiceAcctEmail` as `.p12` files do not contain email metadata. `OAuthP12Password` defaults to `notasecret`. | +| **`0`** | **Service Account Key String (JSON)** | `OAuthPvtKey` | `OAuthServiceAcctEmail` | Raw JSON key file string content in URL. Service account email and private key are automatically extracted from the JSON string. | +| **`0`** | **Service Account Key String (PKCS#8 / P12 Bytes)** | `OAuthPvtKey`, `OAuthServiceAcctEmail` | `OAuthP12Password` | Raw PKCS#8 or P12 bytes key string content in URL. Requires explicit `OAuthServiceAcctEmail`. | +| **`1`** | **User Account (Interactive 3-Legged OAuth)** | None (for built-in client app) | `OAuthClientId`, `OAuthClientSecret` | Launches local browser tab for interactive user login on desktop. Built-in client ID/secret used if omitted. | +| **`2`** | **Pre-generated Access Token** | `OAuthAccessToken` | `OAuthAccessTokenReadonly` | Uses short-lived bearer token directly. `OAuthAccessTokenReadonly` defaults to `false`. | +| **`2`** | **Pre-generated Refresh Token** | `OAuthRefreshToken`, `OAuthClientId`, `OAuthClientSecret` | None | Uses refresh token with client credentials to automatically mint access tokens. | +| **`3`** | **Application Default Credentials (ADC)** | None | None | Uses GCP standard credential resolution (`GOOGLE_APPLICATION_CREDENTIALS` env var or `gcloud` CLI context). | +| **`4`** | **Workload / Workforce Identity Federation (BYOID File)** | `OAuthPvtKeyPath` | None | Path to external account credential JSON configuration file. | +| **`4`** | **Workload / Workforce Identity Federation (BYOID Content)** | `OAuthPvtKey` | None | Raw JSON string content of external account credentials. | +| **`4`** | **Workload / Workforce Identity Federation (BYOID Properties)** | `BYOID_AudienceUri`, `BYOID_CredentialSource`, `BYOID_SubjectTokenType` | `BYOID_PoolUserProject`, `BYOID_SA_Impersonation_Uri`, `BYOID_TokenUri` | Inline BYOID connection properties configured directly in connection URL string. | + +> [!NOTE] +> **Global Authentication Properties**: +> The following properties are supported across **all** `OAuthType` authentication modes: +> - `universeDomain`: Custom universe domain name for Google Cloud Dedicated (GCD) or non-default Google Cloud environments (defaults to `googleapis.com`). +> - `ServiceAccountImpersonationEmail`, `ServiceAccountImpersonationChain`, `ServiceAccountImpersonationScopes`, `ServiceAccountImpersonationTokenLifetime`: Service account impersonation properties. + +### Service Account Authentication Example +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443" + + ";ProjectId=my-gcp-project-id" + + ";OAuthType=0" + + ";OAuthPvtKeyPath=/path/to/service-account-key.json"; +``` + +### Service Account Impersonation +To execute queries as an impersonated service account: +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443" + + ";ProjectId=my-gcp-project-id" + + ";OAuthType=3" + + ";ServiceAccountImpersonationEmail=target-sa@my-gcp-project.iam.gserviceaccount.com"; +``` + +--- + +## 4. Connection Properties Reference + +> [!TIP] +> **Boolean Connection Properties**: +> For boolean connection properties (such as `OAuthAccessTokenReadonly`, `RequestGoogleDriveScope`, `EnableHighThroughputAPI`, etc.), prefer using boolean values (`true` / `false`) when possible (e.g., `;OAuthAccessTokenReadonly=true`). Numeric representation (`1` / `0`) is also accepted for backwards compatibility. + +### Authentication & Impersonation Properties + +| Property Name | Default Value | Description | +| :--- | :---: | :--- | +| `OAuthType` | **Required** (Default: `-1`) | **Required.** Specifies the authentication mechanism: `0` (Service Account), `1` (User Account), `2` (Pre-generated Token / Refresh Token), `3` (ADC), `4` (Workload & Workforce Identity Federation / BYOID). | +| `OAuthServiceAcctEmail` | `null` | Service Account email address for Service Account authentication or token scope. | +| `OAuthPvtKeyPath` | `null` | Path to JSON or P12 private key file for Service Account authentication. | +| `OAuthPvtKey` | `null` | Raw PKCS#8 private key string content for Service Account authentication. | +| `OAuthP12Password` | `notasecret` | Password for accessing encrypted `.p12` key files. | +| `OAuthAccessToken` | `null` | Pre-generated OAuth 2.0 access token string. | +| `OAuthAccessTokenReadonly` | `false` | Indicates whether the pre-generated access token has read-only scope. | +| `OAuthRefreshToken` | `null` | Pre-generated refresh token to automatically mint access tokens. | +| `OAuthClientId` | *Google Client ID* | OAuth 2.0 Client ID for user authentication or refresh token flows. | +| `OAuthClientSecret` | *Google Secret* | OAuth 2.0 Client Secret for user authentication or refresh token flows. | +| `ServiceAccountImpersonationEmail` | `null` | Target Service Account email to impersonate for query job execution. | +| `ServiceAccountImpersonationChain` | `null` | Comma-separated list of service account emails representing the impersonation chain. | +| `ServiceAccountImpersonationScopes` | `https://www.googleapis.com/auth/bigquery` | Comma-separated OAuth 2.0 scopes for impersonated credentials. | +| `ServiceAccountImpersonationTokenLifetime` | `3600` | Lifetime (in seconds) for impersonated service account tokens. | +| `RequestGoogleDriveScope` | `0` | If `1` (or `true`), appends the Google Drive read-only scope (`https://www.googleapis.com/auth/drive.readonly`) to query external Drive tables. | + +### Workload & Workforce Identity Federation (BYOID) Properties + +| Property Name | Default Value | Description | +| :--- | :---: | :--- | +| `BYOID_AudienceUri` | `null` | Audience URI corresponding to the Workforce/Workload identity pool provider. | +| `BYOID_CredentialSource` | `null` | File path or JSON content defining the external subject token source. | +| `BYOID_PoolUserProject` | `null` | Google Cloud project number associated with the workforce pool. | +| `BYOID_SA_Impersonation_Uri` | `null` | Service Account impersonation URL for Workload Identity Federation. | +| `BYOID_SubjectTokenType` | `urn:ietf:params:oauth:tokentype:id_token` | Type of subject token provided (e.g., `urn:ietf:params:oauth:tokentype:jwt`). | +| `BYOID_TokenUri` | `https://sts.googleapis.com/v1/token` | Security Token Service (STS) token exchange endpoint URI. | + +### Core Query & Catalog Properties + +| Property Name | Default Value | Description | +| :--- | :---: | :--- | +| `ProjectId` | *Default Project* | Google Cloud Project ID for billing and query execution. | +| `DefaultDataset` | `null` | Default dataset scope for unqualified table references in SQL queries and metadata catalog filtering (when `FilterTablesOnDefaultDataset=true`). | +| `AdditionalProjects` | `null` | Comma-separated list of additional project IDs accessible for catalog discovery and querying. | +| `EnableProjectDiscovery` | `false` | Automatically discovers all accessible Google Cloud projects as catalog entries when `true`. | +| `FilterTablesOnDefaultDataset` | `false` | When `true`, restricts `DatabaseMetaData` catalog calls (such as `getTables()` and `getColumns()`) to `DefaultDataset` whenever catalog/schema parameters are omitted or set to wildcard (`%`), preventing full project scans. | +| `Location` | *Auto-detected* | GCP location/region for dataset and job execution (e.g., `US`, `EU`, `asia-east1`). | +| `QueryDialect` | `SQL` | Query dialect: `SQL` (Standard SQL) or `LEGACY_SQL`. | +| `UseQueryCache` | `true` | Enables or disables BigQuery query result caching. | +| `MaximumBytesBilled` | `0` (unlimited) | Limits bytes billed per query; query fails without cost if estimated bytes exceed this limit. | +| `Labels` | `null` | Comma-separated `key=value` pairs attached to query jobs (e.g., `env=prod,dept=analytics`). | +| `QueryProperties` | `null` | Connection-level query configuration properties passed to BigQuery job execution. | +| `JobCreationMode` | `2` | Job creation strategy: `1` (`JOB_CREATION_REQUIRED` - forces explicit query job creation for every query) or `2` (`JOB_CREATION_OPTIONAL` - default, allows queries to execute directly without creating explicit jobs when possible). | +| `MaxResults` | `10000` | Maximum number of rows returned per page during standard REST result set iteration. | +| `AllowLargeResults` | `true` | Allows large query results (required when using legacy SQL destination tables). | +| `LargeResultTable` | `null` | Destination table name for query result sets. If omitted when `LargeResultDataset` is set, the driver automatically generates a temporary table name (`_jdbc_tmp_`). | +| `LargeResultDataset` | `null` | Destination dataset name for query result sets. If the specified dataset does not exist, the driver automatically creates it. Under Legacy SQL mode, defaults to creating/using `_jdbc_tmp`. | +| `LargeResultsDatasetExpirationTime` | `3600000` (1 hour) | Expiration time (in milliseconds) for temporary destination tables in user-specified datasets. | +| `KMSKeyName` | `null` | Cloud KMS key resource name used for encrypting query results and destination tables. | + +### Session & Transaction Properties + +| Property Name | Default Value | Description | +| :--- | :---: | :--- | +| `EnableSession` | `false` | Enables multi-statement session creation and transaction support (`BEGIN`, `COMMIT`, `ROLLBACK`). | + +### High-Throughput Storage & Write API Properties + +| Property Name | Default Value | Description | +| :--- | :---: | :--- | +| `EnableHighThroughputAPI` | `false` | Enables BigQuery Storage Read API (gRPC/Arrow) for faster result retrieval. Requires `BigQuery Read Session User` (`roles/bigquery.readSessionUser`) IAM permission. | +| `HighThroughputMinTableSize` | `10000` | Minimum query result row count threshold required to trigger the Storage Read API. | +| `HighThroughputActivationRatio` | `2` | Minimum number of result pages required before switching to the Storage Read API. | +| `UnsupportedHTAPIFallback` | `true` | Automatically falls back to standard REST API when Storage Read API is unsupported or lacks permissions. | +| `EnableWriteAPI` | `false` | Enables BigQuery Storage Write API for high-performance batch insert streams. | +| `SWA_ActivationRowCount` | `3` | Minimum row threshold in `executeBatch()` to activate Storage Write API streaming. | +| `SWA_AppendRowCount` | `1000` | Batch row size per append stream request when using Storage Write API. | + +### Network, Proxy & Endpoint Overrides + +| Property Name | Default Value | Description | +| :--- | :---: | :--- | +| `ProxyHost` | `null` | Hostname or IP address of the HTTP/HTTPS proxy server. | +| `ProxyPort` | `null` | Port number of the proxy server. | +| `ProxyUid` | `null` | Username for proxy server authentication. | +| `ProxyPwd` | `null` | Password for proxy server authentication. | +| `EndpointOverrides` | `null` | Semicolon or comma-separated list of custom service endpoint overrides. Supported keys: `BIGQUERY`, `READ_API`, `OAUTH2`, `STS`, `ACCOUNTS`. | +| `PrivateServiceConnectUris` | `null` | Alias for `EndpointOverrides`. Accepts the same custom service endpoint override format and supported keys. | +| `universeDomain` | `googleapis.com` | Domain name for Google Cloud Dedicated (GCD) or custom Google universe instances. | +| `SSLTrustStore` | `null` | Path to custom Java TrustStore file containing trusted server certificates for SSL. | +| `SSLTrustStorePwd` | `null` | Password for accessing the custom Java TrustStore file. | +| `SSLTrustStoreType` | *System Default* (`JKS`/`PKCS12`) | Type of the custom Java TrustStore file. | +| `SSLTrustStoreProvider` | `null` | Security provider name for the custom Java TrustStore. | +| `HttpConnectTimeout` | `0` (system default) | HTTP socket connection timeout in milliseconds. | +| `HttpReadTimeout` | `0` (system default) | HTTP socket read timeout in milliseconds. | + +### Driver Logging, Retries & Concurrency Tuning + +| Property Name | Default Value | Description | +| :--- | :---: | :--- | +| `LogLevel` | `0` (OFF) | Logging verbosity level (`0` = OFF to `7` = FINEST). Controls internal `java.util.logging` detail. See [Logging, Diagnostics & Troubleshooting](#10-logging-diagnostics--troubleshooting) for level definitions and details. | +| `LogPath` | `""` | Directory path where log files are written when logging is enabled. | +| `Timeout` | `0` (unlimited) | Length of time (in seconds) the connector retries failed API calls before timing out. | +| `JobTimeout` | `0` (unlimited) | Job execution timeout (in seconds) after which BigQuery cancels the query job server-side. | +| `RetryInitialDelay` | `0` | Initial delay (in seconds) before executing the first retry attempt. | +| `RetryMaxDelay` | `0` | Maximum delay limit (in seconds) between retry attempts. | +| `MetaDataFetchThreadCount` | `32` | Thread pool size used to parallelize `DatabaseMetaData` catalog RPC calls. | +| `ConnectionPoolSize` | `10` | Maximum size of the internal connection pool when connection pooling is enabled. | +| `ListenerPoolSize` | `10` | Maximum size of the listener thread pool when connection pooling is enabled. | +| `RequestReason` | `null` | Reason string passed in the `x-goog-request-reason` HTTP header for auditing. | + +### OpenTelemetry & Cloud Observability Exporters + +| Property Name | Default Value | Description | +| :--- | :---: | :--- | +| `enableGcpTraceExporter` | `false` | Enables direct exporting of driver OpenTelemetry trace spans to Google Cloud Trace. | +| `enableGcpLogExporter` | `false` | Enables direct exporting of driver OpenTelemetry logs to Google Cloud Logging. | +| `gcpTelemetryProjectId` | `null` | GCP Project ID target for OpenTelemetry log and trace telemetry export. Defaults to query `ProjectId` if omitted. | +| `gcpTelemetryCredentials` | `null` | File path or raw JSON credentials string for OpenTelemetry GCP exporters. | +| `useGlobalOpenTelemetry` | `false` | Instructs the driver to register with the global OpenTelemetry instance (`GlobalOpenTelemetry`) in the JVM environment. | + +--- + +## 5. Data Type Mapping Reference + +When running queries through the JDBC driver for BigQuery, data types map as specified in the official [BigQuery JDBC Data Type Mapping](https://cloud.google.com/bigquery/docs/jdbc-for-bigquery#run_queries_with_the_driver): + +| BigQuery SQL Type | Java / JDBC Type | Recommended Getter / Setter | +| :--- | :--- | :--- | +| `ARRAY` | `java.sql.Array` | `rs.getArray(col)` | +| `BIGNUMERIC` | `java.math.BigDecimal` | `rs.getBigDecimal(col)` | +| `BOOL` | `java.lang.Boolean` | `rs.getBoolean(col)` | +| `BYTES` | `byte[]` | `rs.getBytes(col)` | +| `DATE` | `java.sql.Date` / `java.time.LocalDate` | `rs.getDate(col)` or `rs.getObject(col, LocalDate.class)` | +| `DATETIME` | `java.sql.Timestamp` / `java.time.LocalDateTime` | `rs.getTimestamp(col)` or `rs.getObject(col, LocalDateTime.class)` | +| `FLOAT64` | `java.lang.Double` | `rs.getDouble(col)` | +| `GEOGRAPHY` | `java.lang.String` | `rs.getString(col)` | +| `INT64` | `java.lang.Long` | `rs.getLong(col)` | +| `INTERVAL` | `java.lang.String` | `rs.getString(col)` | +| `JSON` | `java.lang.String` | `rs.getString(col)` | +| `NUMERIC` | `java.math.BigDecimal` | `rs.getBigDecimal(col)` | +| `STRING` | `java.lang.String` | `rs.getString(col)` | +| `STRUCT` | `java.sql.Struct` | `rs.getObject(col)` (casts to `java.sql.Struct`) | +| `TIME` | `java.sql.Time` / `java.time.LocalTime` | `rs.getTime(col)` or `rs.getObject(col, LocalTime.class)` | +| `TIMESTAMP` | `java.sql.Timestamp` / `java.time.Instant` | `rs.getTimestamp(col)` or `rs.getObject(col, Instant.class)` | + +--- + +## 6. JDBC Driver Architecture & Core Features + +### Transaction Management & Multi-Statement Sessions + +BigQuery supports **Multi-Statement Transactions** across tables using standard SQL primitives (`BEGIN TRANSACTION`, `COMMIT TRANSACTION`, `ROLLBACK TRANSACTION`). The driver bridges standard JDBC methods (`setAutoCommit`, `commit`, `rollback`) directly to BigQuery's underlying session engine. + +#### Session Lifecycle Flow: + +``` +[DriverManager.getConnection()] + │ + (EnableSession=true) + │ + ┌──────────▼──────────┐ + │ setAutoCommit(false)│ ──────► Begins transaction block in session + └──────────┬──────────┘ + │ + ┌──────────▼──────────┐ + │ Execute DML & SQL │ ──────► Runs queries within active session + │ Statements │ + └──────────┬──────────┘ + │ + ┌───────┴───────┐ + │ │ + ▼ ▼ +┌─────────┐ ┌──────────┐ +│commit() │ │rollback()│ +└────┬────┘ └────┬─────┘ + │ │ + ▼ ▼ +Executes: Executes: +COMMIT ROLLBACK +TRANSACTION; TRANSACTION; + │ │ + └───────┬───────┘ + │ + ▼ +(Auto-re-executes BEGIN TRANSACTION; if setAutoCommit remains false) +``` + +1. **Pre-requisite Check**: Calling `setAutoCommit(false)`, `commit()`, or `rollback()` requires `;EnableSession=true` in the connection URL. If disabled or invoked without an active transaction, an exception is thrown by the driver. +2. **Session & Transaction Start**: + - `setAutoCommit(false)` initiates a multi-statement transaction session in BigQuery. +3. **Statement Propagation**: + - All `Statement` or `PreparedStatement` instances created on the connection execute within the scope of the active session. +4. **Commit & Rollback**: + - `commit()` executes `COMMIT TRANSACTION;` to commit changes. + - `rollback()` executes `ROLLBACK TRANSACTION;` to discard changes. + - If `autoCommit` remains `false`, the driver automatically starts the next transaction block. +5. **Connection Close Safety**: + - If an uncommitted transaction is pending when `conn.close()` is invoked, the driver automatically rolls back the transaction to prevent uncommitted changes from persisting. +6. **Isolation Level & Holdability**: + - Isolation level: `Connection.TRANSACTION_SERIALIZABLE` (BigQuery multi-statement snapshot isolation). + - Holdability: `ResultSet.CLOSE_CURSORS_AT_COMMIT`. + +--- + +### High-Throughput Storage Read & Write APIs + +For enterprise data ingestion and analytics extraction, the driver integrates with BigQuery Storage APIs: + +- **Storage Read API (`EnableHighThroughputAPI=true`)**: + Performs high-speed result extraction over gRPC streams using Apache Arrow instead of REST JSON pagination for large ResultSets. +- **Storage Write API (`EnableWriteAPI=true`)**: + Enables high-throughput streaming appends for batch operations executed via `PreparedStatement.executeBatch()`. + +--- + +## 7. Feature Examples & Code Snippets + +### Transactions (Manual Commit & Rollback) +Transactions require `;EnableSession=true` in the connection URL to enable multi-statement sessions in BigQuery. + +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443;ProjectId=my-project;EnableSession=true;OAuthType=3"; + +try (Connection conn = DriverManager.getConnection(url)) { + conn.setAutoCommit(false); // Enable manual transaction control + + try (PreparedStatement debit = conn.prepareStatement("UPDATE finance.accounts SET balance = balance - ? WHERE account_id = ?"); + PreparedStatement credit = conn.prepareStatement("UPDATE finance.accounts SET balance = balance + ? WHERE account_id = ?")) { + + debit.setDouble(1, 500.00); + debit.setLong(2, 1001L); + debit.executeUpdate(); + + credit.setDouble(1, 500.00); + credit.setLong(2, 2002L); + credit.executeUpdate(); + + conn.commit(); // Commit transaction atomically + } catch (SQLException e) { + conn.rollback(); // Rollback on error + throw e; + } +} +``` + +--- + +### Prepared Statements & Parameter Binding +Use `PreparedStatement` to safely bind parameters including primitive types, decimals (`BigDecimal`), temporal values (`Date`, `Timestamp`), and byte arrays (`byte[]`). + +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443;ProjectId=my-project;OAuthType=3"; +String sql = "SELECT order_id FROM sales.orders WHERE order_date = ? AND total_amount >= ? AND status_code = ?"; + +try (Connection conn = DriverManager.getConnection(url); + PreparedStatement pstmt = conn.prepareStatement(sql)) { + + pstmt.setDate(1, java.sql.Date.valueOf(LocalDate.of(2026, 7, 22))); + pstmt.setBigDecimal(2, new BigDecimal("12499.99")); + pstmt.setString(3, "COMPLETED"); + + try (ResultSet rs = pstmt.executeQuery()) { + while (rs.next()) { + long orderId = rs.getLong("order_id"); + } + } +} +``` + +--- + +### Callable Statements & Stored Procedures +BigQuery stored procedure outputs are returned as standard result sets (`TableResult`) rather than JDBC `OUT` parameters. + +#### Pattern A: Executing a Stored Procedure Returning a ResultSet +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443;ProjectId=my-project;OAuthType=3"; + +try (Connection conn = DriverManager.getConnection(url); + Statement stmt = conn.createStatement(); + ResultSet rs = stmt.executeQuery("CALL my_dataset.get_top_customers()")) { + + while (rs.next()) { + String customer = rs.getString("customer_name"); + double spent = rs.getDouble("total_spent"); + } +} +``` + +#### Pattern B: Retrieving Procedure Output Variables via Multi-Statement Script +To retrieve `OUT` parameters from a procedure, execute a procedural script that declares an output variable, calls the procedure, and returns the variable in a final `SELECT` statement: + +```java +String scriptSql = "DECLARE tax_out NUMERIC; " + + "CALL my_dataset.calculate_tax(?, tax_out); " + + "SELECT tax_out AS calculated_tax;"; + +try (Connection conn = DriverManager.getConnection(url); + PreparedStatement pstmt = conn.prepareStatement(scriptSql)) { + + pstmt.setBigDecimal(1, new BigDecimal("1000.00")); + + try (ResultSet rs = pstmt.executeQuery()) { + if (rs.next()) { + BigDecimal taxAmount = rs.getBigDecimal("calculated_tax"); + } + } +} +``` + +--- + +### Batch Ingestion with Storage Write API +Enable `;EnableWriteAPI=true` in the connection URL to stream bulk batches via `executeBatch()`. + +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443;ProjectId=my-project;EnableWriteAPI=true;OAuthType=3"; +String sql = "INSERT INTO telemetry.sensor_readings (sensor_id, temperature, is_valid) VALUES (?, ?, ?)"; + +try (Connection conn = DriverManager.getConnection(url); + PreparedStatement pstmt = conn.prepareStatement(sql)) { + + for (int i = 0; i < 1000; i++) { + pstmt.setInt(1, 100 + (i % 10)); + pstmt.setDouble(2, 25.5); + pstmt.setBoolean(3, true); + pstmt.addBatch(); + + if (i % 500 == 0) { + pstmt.executeBatch(); // Flushes batch using Storage Write API + } + } + pstmt.executeBatch(); +} +``` + +--- + +### High-Throughput Storage Read API +Enable `;EnableHighThroughputAPI=true` to stream large query result sets over high-speed gRPC streams using Apache Arrow format. + +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443;ProjectId=my-project;EnableHighThroughputAPI=true;OAuthType=3"; + +try (Connection conn = DriverManager.getConnection(url); + Statement stmt = conn.createStatement(); + ResultSet rs = stmt.executeQuery("SELECT user_id, event_name FROM analytics.user_events WHERE event_date >= '2026-01-01'")) { + + while (rs.next()) { + String userId = rs.getString("user_id"); + String event = rs.getString("event_name"); + } +} +``` + +--- + +### Struct & Array Column Operations +Extract nested BigQuery `STRUCT` columns (using `java.sql.Struct`) and `ARRAY` columns (using `java.sql.Array`). + +```java +String query = "SELECT STRUCT('123 Main St' AS street, 'Seattle' AS city) AS address, ['tag1', 'tag2'] AS tags"; + +try (Connection conn = DriverManager.getConnection(url); + Statement stmt = conn.createStatement(); + ResultSet rs = stmt.executeQuery(query)) { + + if (rs.next()) { + // Read STRUCT attributes + Struct address = (Struct) rs.getObject("address"); + Object[] attrs = address.getAttributes(); // [123 Main St, Seattle] + + // Read ARRAY elements + Array tagsArray = rs.getArray("tags"); + String[] tags = (String[]) tagsArray.getArray(); // [tag1, tag2] + } +} +``` + +--- + +### Service Account Impersonation +Impersonate a service account using Application Default Credentials (ADC) without managing static service account key files. + +> [!NOTE] +> **IAM Roles Required for Impersonation**: +> 1. **Caller Principal (ADC)**: Must have the `roles/iam.serviceAccountTokenCreator` role on the target Service Account. +> 2. **Impersonated Service Account**: Must have `roles/bigquery.jobUser` (to submit query jobs) and `roles/bigquery.dataViewer` (to read target datasets). + +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443" + + ";ProjectId=my-project" + + ";OAuthType=3" // Application Default Credentials (ADC) + + ";ServiceAccountImpersonationEmail=analytics-executor@my-project.iam.gserviceaccount.com"; + +try (Connection conn = DriverManager.getConnection(url); + Statement stmt = conn.createStatement(); + ResultSet rs = stmt.executeQuery("SELECT COUNT(*) FROM analytics.user_events")) { + + if (rs.next()) { + long count = rs.getLong(1); + } +} +``` + +--- + +## 8. High-Throughput & Performance Tuning + +For large dataset extractions and high-concurrency ingestion, tune the following connection options: + +### Storage Read & Write APIs Summary + +The BigQuery JDBC driver supports gRPC-accelerated streaming APIs for both reading large result sets and appending batch records: + +- **Storage Read API (`EnableHighThroughputAPI=true`)**: + Streams query result sets over high-speed gRPC channels using Apache Arrow format instead of standard REST JSON pagination. Automatically evaluates minimum table size and page count thresholds before activating. +- **Storage Write API (`EnableWriteAPI=true`)**: + Streams bulk batch insertions (`PreparedStatement.executeBatch()`) over gRPC append streams instead of concatenated SQL DML statements. + +> [!TIP] +> For complete property matrices, activation criteria, and workload tuning scenario matrices for both Storage Read and Write APIs, see the [Storage APIs Guide](STORAGE_APIS.md). + +--- + +### Additional Performance Tuning Options + +- **Metadata Thread Pooling**: For applications fetching schema catalog metadata across multiple datasets, set `;MetaDataFetchThreadCount=64` to parallelize catalog RPC calls. + +--- + +### Custom Endpoints, Private Service Connect (PSC) & Universe Domains + +For enterprise environments using **VPC Service Controls**, **Private Service Connect (PSC)**, **Regional Endpoints**, or **Google Cloud Dedicated (GCD)** instances, the driver supports full endpoint overriding and universe domain configuration. + +#### 1. Endpoint Overrides (`EndpointOverrides`) + +The `EndpointOverrides` property allows redirecting traffic for individual Google Cloud services to private IP endpoints, regional gateways, or corporate proxy targets. + +**Format**: +``` +EndpointOverrides=BIGQUERY=https://bigquery.googleapis.com,OAUTH2=https://oauth2.googleapis.com/token; +``` + +**Supported Service Keys**: + +| Service Key | Target Service / Auth Flow | Default Endpoint URI | When to Use & Applicable Auth Modes | +| :--- | :--- | :--- | :--- | +| **`BIGQUERY`** | BigQuery Core REST API | `https://bigquery.googleapis.com` | Overrides BigQuery REST query execution endpoints for regional gateways or PSC VIPs (**Applies to all `OAuthType` modes**). | +| **`READ_API`** | Storage API (Read & Write) | `https://bigquerystorage.googleapis.com` | Overrides gRPC stream endpoints for Storage Read (HTAPI) and Storage Write (SWA) (**Applies to all `OAuthType` modes**). | +| **`OAUTH2`** | Google OAuth 2.0 Token Server | `https://oauth2.googleapis.com/token` | Overrides OAuth token exchange endpoints for **Service Account (`OAuthType=0`)**, **User Account (`OAuthType=1`)**, and **Refresh Token (`OAuthType=2`)**. | +| **`STS`** | Security Token Service | `https://sts.googleapis.com` | Overrides Security Token Service (`token_url`) endpoints for **Workload Identity / BYOID (`OAuthType=4`)**. | + +> [!NOTE] +> **Credentials File Endpoint Resolution**: +> Workload credentials files (such as Workload Identity / External Account JSON files or Application Default Credentials) may define their own endpoint URLs (`token_url`, `credential_source`, or `universe_domain`). Connection parameters (such as `EndpointOverrides`, `BYOIDTokenUri`, or `universeDomain`) take precedence when explicitly specified in the JDBC URL, allowing applications to override values configured inside credential files for private routing or custom proxies. + +--- + +#### 2. Private Service Connect URIs (`PrivateServiceConnectUris`) + +For VPC setups using explicit Private Service Connect URI aliases: +``` +jdbc:bigquery://https://bigquery.googleapis.com:443 + ;ProjectId=my-gcp-project + ;OAuthType=0 + ;PrivateServiceConnectUris=BIGQUERY=https://bigquery-privateendpoint.p.googleapis.com +``` + +#### 3. Custom Universe Domains (`universeDomain`) + +To target Google Cloud Dedicated (GCD) or non-default Universe Domain instances, specify `universeDomain`: + +``` +jdbc:bigquery://https://www.my-universe.cloud:443 + ;ProjectId=my-gcp-project + ;OAuthType=0 + ;universeDomain=my-universe.cloud +``` + +--- + +## 9. Framework Integration & Deployment + +### Spring Boot (`application.yml`) +```yaml +spring: + datasource: + url: "jdbc:bigquery://https://bigquery.googleapis.com:443;ProjectId=my-gcp-project;DefaultDataset=my_dataset;OAuthType=0;OAuthPvtKeyPath=/path/to/key.json" + driver-class-name: com.google.cloud.bigquery.jdbc.BigQueryDriver + hikari: + maximum-pool-size: 10 + minimum-idle: 2 + idle-timeout: 300000 + connection-test-query: SELECT 1 +``` + +### Key Deployment Guidelines +1. **Driver Class**: `com.google.cloud.bigquery.jdbc.BigQueryDriver` +2. **Connection Pooling**: BigQuery connection objects are lightweight wrappers around thread-safe Google API clients. Standard connection pools like HikariCP can be safely used. +3. **IAM Permissions**: Ensure the principal has `BigQuery Data Viewer` and `BigQuery Job User` roles on the target project and dataset. + +--- + +## 10. Logging, Diagnostics & Troubleshooting + +### Configuring Connection-Level Logging + +The driver includes a built-in logging subsystem built on top of `java.util.logging`. Logging can be configured directly via JDBC URL connection properties or system environment variables: + +#### Connection URL Parameters: +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443" + + ";ProjectId=my-gcp-project" + + ";OAuthType=0" + + ";LogLevel=5" // Set log level (1=SEVERE to 7=FINEST) + + ";LogPath=/var/log/bigquery-jdbc"; // Output directory for log files +``` + +#### Environment Variables for Logging: + +Logging can also be configured globally across all driver connections using environment variables: + +| Environment Variable | Equivalent Connection Property | Description | Example | +| :--- | :--- | :--- | :--- | +| **`BIGQUERY_JDBC_LOG_LEVEL`** | `LogLevel` | Global default log verbosity level (`0`–`7` or `OFF`–`FINEST`). Overridden by `LogLevel` URL parameter. | `export BIGQUERY_JDBC_LOG_LEVEL=5` | +| **`BIGQUERY_JDBC_LOG_PATH`** | `LogPath` | Global output directory for driver log files. Overridden by `LogPath` URL parameter. | `export BIGQUERY_JDBC_LOG_PATH=/var/log/bigquery-jdbc` | + +#### Log Level Reference: + +| Integer Value | String Constant | `java.util.logging` Level | Description | +| :---: | :---: | :---: | :--- | +| `0` | `OFF` | `Level.OFF` | Logging completely disabled (default). | +| `1` | `SEVERE` | `Level.SEVERE` | Critical errors, connection failures, unrecoverable exceptions. | +| `2` | `WARNING` | `Level.WARNING` | Non-fatal warnings, API fallbacks (e.g., Read API permission denied fallback to REST). | +| `3` | `INFO` | `Level.INFO` | High-level driver events, connection establishment, job submission. | +| `4` | `CONFIG` | `Level.CONFIG` | Driver configuration initialization and property resolution details. | +| `5` | `FINE` | `Level.FINE` | SQL query execution statements, parameter binding, row counts. | +| `6` | `FINER` | `Level.FINER` | Internal method entry (`++enter++`) and exit (`++exit++`) tracing. | +| `7` | `FINEST` | `Level.FINEST` | Maximum diagnostic verbosity, raw batch payloads, Arrow stream packet details. | + +#### Log File Naming & Format + +Log files are generated inside the specified `LogPath` directory with per-connection log isolation. + +**Standard Log Record Format**: +```text +2026-07-22 14:25:10.123 [conn-bq-8f3a] INFO 12345 --- [ main ] com.google.cloud.bigquery.jdbc.BigQueryStatement executeQuery : Executing query: SELECT COUNT(*) FROM `my-project.analytics.orders` +``` + +- **Timestamp**: `yyyy-MM-dd HH:mm:ss.SSS` in local time. +- **Connection ID (`MDC`)**: Unique identifier `[conn-bq-XXXX]` isolating statements per connection context. +- **Level**: Padded log level (`INFO`, `FINE`, `WARNING`, etc.). +- **Process ID & Thread**: OS Process ID and centered Thread Name. +- **Class & Method**: Fully qualified source class name and method name originating the log message. + +--- + +### OpenTelemetry & Cloud Observability + +The BigQuery JDBC driver features native OpenTelemetry (OTel) instrumentation for distributed tracing and Cloud Logging correlation across SQL query executions, prepared statement batching, and gRPC storage streams. + +#### Telemetry Connection Properties: + +| Connection Property | Type | Default | Description | +| :--- | :---: | :---: | :--- | +| **`enableGcpTraceExporter`** | `Boolean` | `false` | Enables automatic exporting of OpenTelemetry trace spans directly to Google Cloud Trace over OTLP gRPC (`https://telemetry.googleapis.com:443`). | +| **`enableGcpLogExporter`** | `Boolean` | `false` | Enables exporting driver log events directly to Google Cloud Logging with correlated `traceId` and `spanId` context. | +| **`useGlobalOpenTelemetry`** | `Boolean` | `false` | Directs the driver to use the application's global `GlobalOpenTelemetry` instance registered in the JVM context. | +| **`gcpTelemetryProjectId`** | `String` | `null` | Specifies a custom GCP Project ID for telemetry export when different from the main query connection project catalog. | +| **`gcpTelemetryCredentials`** | `String` | `null` | Path or raw JSON string for dedicated service account credentials used for telemetry export. | + +#### OpenTelemetry Span Attributes: + +Spans generated by the driver automatically capture standard OpenTelemetry database semantic conventions: +- `db.system`: Always set to `bigquery`. +- `db.connection_id`: Unique connection identifier (e.g., `conn-bq-8f3a`). +- `db.statement`: Executed SQL statement text (safely truncated at 32KB to avoid trace payload overflow). +- `db.application`: Application client name (defaults to `Google-BigQuery-JDBC-Driver` or custom partner token). + +#### Enabling GCP Cloud Trace & Cloud Logging via JDBC URL: +```java +String url = "jdbc:bigquery://https://bigquery.googleapis.com:443" + + ";ProjectId=my-gcp-project" + + ";OAuthType=0" + + ";OAuthPvtKeyPath=/var/secrets/bq-key.json" + + ";enableGcpTraceExporter=true" + + ";enableGcpLogExporter=true"; + +Connection conn = DriverManager.getConnection(url); +``` + +#### Programmatic Custom OpenTelemetry Injection: +Applications with an existing `OpenTelemetry` SDK instance can pass it programmatically via connection `Properties`: +```java +OpenTelemetry customOtel = OpenTelemetrySdk.builder()...build(); + +Properties props = new Properties(); +props.put("customOpenTelemetry", customOtel); + +Connection conn = DriverManager.getConnection("jdbc:bigquery://https://bigquery.googleapis.com:443;ProjectId=my-project;OAuthType=3", props); +``` + +--- + +### Exception Hierarchy + +All driver exceptions inherit from `java.sql.SQLException`: + +- **`BigQueryJdbcException`**: Base exception class wrapping underlying Google Cloud API and network RPC errors. +- **`BigQueryJdbcSqlSyntaxErrorException`**: Thrown when standard SQL query validation or parsing fails on the server. +- **`BigQueryConversionException`**: Thrown on data type coercion failures or unparseable target representations. +- **`BigQueryJdbcSqlFeatureNotSupportedException`**: Thrown when an unsupported JDBC API method is invoked. + +--- + +## 11. Official Documentation References + +- 🌐 [Official Google Cloud BigQuery JDBC Driver Overview](https://cloud.google.com/bigquery/docs/jdbc-for-bigquery) +- ⚙️ [Running Queries with the JDBC Driver](https://cloud.google.com/bigquery/docs/jdbc-for-bigquery#run_queries_with_the_driver) +- 📊 [BigQuery Quotas & Limits](https://cloud.google.com/bigquery/quotas)