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package com.example.alloydb;
import com.example.alloydb.FilmRepository.Film;
import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.Test;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.test.context.SpringBootTest;
import org.springframework.boot.testcontainers.service.connection.ServiceConnection;
import org.springframework.jdbc.core.simple.JdbcClient;
import org.testcontainers.containers.PostgreSQLContainer;
package com.example.alloydb;
import io.quarkus.hibernate.orm.panache.PanacheEntityBase;
import io.quarkus.panache.common.Page;
import io.quarkus.panache.common.Sort;
import jakarta.persistence.*;
import java.math.BigDecimal;
import java.util.List;
@Entity
package com.example.alloydb;
import io.micronaut.data.annotation.Id;
import io.micronaut.data.annotation.MappedEntity;
import io.micronaut.data.jdbc.annotation.JdbcRepository;
import io.micronaut.data.model.query.builder.sql.Dialect;
import io.micronaut.data.repository.CrudRepository;
import java.math.BigDecimal;
import java.util.List;
package com.example.alloydb;
import com.example.alloydb.FilmRepository.Film;
import org.springframework.http.ResponseEntity;
import org.springframework.web.bind.annotation.*;
import java.math.BigDecimal;
import java.util.List;
@RestController
package com.example.alloydb;
import org.springframework.jdbc.core.simple.JdbcClient;
import org.springframework.stereotype.Repository;
import org.springframework.transaction.annotation.Transactional;
import java.math.BigDecimal;
import java.util.List;
import java.util.Optional;
import org.springframework.boot.CommandLineRunner;
import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;
import org.springframework.context.annotation.Bean;
import org.springframework.jdbc.core.JdbcTemplate;
@SpringBootApplication
public class AlloyDbTestApplication {
public static void main(String[] args) {
import com.zaxxer.hikari.HikariConfig;
import com.zaxxer.hikari.HikariDataSource;
import javax.sql.DataSource;
import java.sql.Connection;
import java.sql.PreparedStatement;
import java.sql.ResultSet;
import java.sql.SQLException;
public class AlloyDBConnectivity {
// Retrieve configuration from environment variables
Google Cloud Database Service Data Model Key Strengths Primary Java Integration Method
AlloyDB ![][image1] PostgreSQL-compatible Relational AI-ready (e.g. Vector search w/ ScaNN index, SQL AI functions), high-performance HTAP (Columnar Engine), Managed Connection Pooling, 99.99% SLA AlloyDB Java Connector, HikariCP / JDBC, Spring Boot (plus Quarkus & Micronaut)
Cloud SQL ![][image2] MySQL, PostgreSQL, SQL Server Relational Managed version of popular databases, operational simplicity, Enterprise & Enterprise Plus editions (Data Cache, Read Pools, near-zero downtime maintenance) Cloud SQL Java Connector, Cloud SQL Auth Proxy (with JDBC), Spring Boot
Spanner ![][image3] Globally Distributed Relational (+ Multi-Model: Graph, Vector, KV) Global scale with strong consistency, horizontal scalability, up to
@alexismp
alexismp / gemini-cost-controls.md
Created October 30, 2026 17:09
gemini-cost-controls.md
Feature Pay-As-You-Go (Agent Platform) Per-Seat License (Gemini Enterprise) What it does and why it matters
Monthly Spend Caps 🔴 Critical 🟡 Optional (with Overages / 3P Models) Sets a hard monthly ceiling on aiplatform.googleapis.com in Cloud Billing that automatically pauses agent API requests when reached.
Pooled Quotas ⚪ N/A 🟢 Essential Pools included per-seat credits ($10/mo Standard, $15/mo Plus) into a shared rolling 7-day allowance (per project, location, and edition) so lighter users offset heavy agent sessions.
Overage Enablement (Pay-as-you-go above quota) ⚪ N/A (Native) 🟢 Essential Allows teams that exhaust their weekly pooled seat capacity to seamlessly overflow into
@alexismp
alexismp / gist:3b74f68e941990c8089c07896d03bd9d
Created October 30, 2026 16:53
gemini-cost-controls.md
| Feature | Pay-As-You-Go *(Agent Platform)* | Per-Seat License *(Gemini Enterprise)* | What it does and why it matters |
| :---- | :---: | :---: | :---- |
| [Monthly Spend Caps](https://docs.cloud.google.com/billing/docs/how-to/budgets-spend-caps) | 🔴 **Critical** | 🟡 **Optional** *(with Overages / 3P Models)* | Sets a hard monthly ceiling on `aiplatform.googleapis.com` in Cloud Billing that automatically pauses agent API requests when reached. |
| [Pooled Quotas](https://docs.cloud.google.com/gemini/enterprise/docs/quotas-and-overages) | ⚪ **N/A** | 🟢 **Essential** | Pools included per-seat credits (\$10/mo Standard, \$15/mo Plus) into a shared **rolling 7-day allowance** (per project, location, and edition) so lighter users offset heavy agent sessions. |
| [Overage Enablement](https://docs.cloud.google.com/gemini/enterprise/docs/configure-overages) *(Pay-as-you-go above quota)* | ⚪ **N/A** *(Native)* | 🟢 **Essential** | Allows teams that exhaust their weekly pooled seat capacity to seamlessly overflow into