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+# ClickHouse Migration Phase 1: Foundation
+
+> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking.
+
+**Goal:** Add ClickHouse as a second data store alongside PostgreSQL, validated with the metrics pipeline end-to-end (write + read). Feature-flagged so either PG or CH serves metrics.
+
+**Architecture:** Add `clickhouse-jdbc` dependency, a second `DataSource`/`JdbcTemplate` bean qualified as `@ClickHouse`, an idempotent schema initializer that creates ClickHouse tables on startup, and a feature flag (`cameleer.storage.metrics=clickhouse|postgres`) that selects the active `MetricsStore` implementation. The metrics read path (`AgentMetricsController`) is refactored behind a new `MetricsQueryStore` interface so it too can be swapped.
+
+**Tech Stack:** ClickHouse JDBC 0.7.x, Spring Boot 3.4.3, JdbcTemplate, Testcontainers (clickhouse module)
+
+**Design Spec:** `docs/superpowers/specs/2026-03-31-clickhouse-migration-design.md`
+
+---
+
+## File Map
+
+| Action | File | Responsibility |
+|--------|------|----------------|
+| Modify | `cameleer3-server-app/pom.xml` | Add clickhouse-jdbc + testcontainers-clickhouse dependencies |
+| Modify | `cameleer3-server-app/src/main/resources/application.yml` | Add `clickhouse.*` and `cameleer.storage.metrics` config keys |
+| Create | `cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/ClickHouseConfig.java` | ClickHouse DataSource + JdbcTemplate beans |
+| Create | `cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/ClickHouseProperties.java` | Config properties class for `clickhouse.*` prefix |
+| Create | `cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/ClickHouseSchemaInitializer.java` | Runs idempotent DDL on startup |
+| Create | `cameleer3-server-app/src/main/resources/clickhouse/V1__agent_metrics.sql` | DDL for `agent_metrics` table |
+| Create | `cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/ClickHouseMetricsStore.java` | `MetricsStore` impl writing to ClickHouse |
+| Create | `cameleer3-server-core/src/main/java/com/cameleer3/server/core/storage/MetricsQueryStore.java` | Interface: query metrics time-series |
+| Create | `cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/PostgresMetricsQueryStore.java` | PG impl of MetricsQueryStore (extracted from controller) |
+| Create | `cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/ClickHouseMetricsQueryStore.java` | CH impl of MetricsQueryStore |
+| Modify | `cameleer3-server-app/src/main/java/com/cameleer3/server/app/controller/AgentMetricsController.java` | Use MetricsQueryStore instead of raw JdbcTemplate |
+| Modify | `cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/StorageBeanConfig.java` | Conditional beans for PG vs CH metrics stores |
+| Create | `cameleer3-server-app/src/test/java/com/cameleer3/server/app/storage/ClickHouseMetricsStoreTest.java` | Unit test |
+| Create | `cameleer3-server-app/src/test/java/com/cameleer3/server/app/storage/ClickHouseMetricsQueryStoreTest.java` | Unit test |
+| Create | `deploy/clickhouse.yaml` | K8s StatefulSet + Service for ClickHouse |
+| Modify | `deploy/base/server.yaml` | Add CLICKHOUSE_URL env var |
+
+---
+
+### Task 1: Add ClickHouse Dependencies
+
+**Files:**
+- Modify: `cameleer3-server-app/pom.xml`
+
+- [ ] **Step 1: Add clickhouse-jdbc and testcontainers-clickhouse to app POM**
+
+In `cameleer3-server-app/pom.xml`, add these two dependencies. Place the runtime dependency after the opensearch dependencies (around line 59), and the test dependency after the opensearch-testcontainers dependency (around line 128):
+
+```xml
+
+
+ com.clickhouse
+ clickhouse-jdbc
+ 0.7.1-patch5
+ all
+
+
+
+
+ org.testcontainers
+ clickhouse
+ test
+
+```
+
+Note: The `all` classifier bundles the HTTP client, avoiding transitive dependency conflicts. The testcontainers `clickhouse` module version is managed by the `testcontainers.version` property in the parent POM.
+
+- [ ] **Step 2: Verify compilation**
+
+Run: `mvn clean compile -pl cameleer3-server-app -am`
+Expected: BUILD SUCCESS
+
+- [ ] **Step 3: Commit**
+
+```bash
+git add cameleer3-server-app/pom.xml
+git commit -m "build: add clickhouse-jdbc and testcontainers-clickhouse dependencies"
+```
+
+---
+
+### Task 2: ClickHouse Configuration
+
+**Files:**
+- Create: `cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/ClickHouseProperties.java`
+- Create: `cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/ClickHouseConfig.java`
+- Modify: `cameleer3-server-app/src/main/resources/application.yml`
+
+- [ ] **Step 1: Create ClickHouseProperties**
+
+```java
+package com.cameleer3.server.app.config;
+
+import org.springframework.boot.context.properties.ConfigurationProperties;
+
+@ConfigurationProperties(prefix = "clickhouse")
+public class ClickHouseProperties {
+
+ private String url = "jdbc:clickhouse://localhost:8123/cameleer";
+ private String username = "default";
+ private String password = "";
+
+ public String getUrl() { return url; }
+ public void setUrl(String url) { this.url = url; }
+
+ public String getUsername() { return username; }
+ public void setUsername(String username) { this.username = username; }
+
+ public String getPassword() { return password; }
+ public void setPassword(String password) { this.password = password; }
+}
+```
+
+- [ ] **Step 2: Create ClickHouseConfig**
+
+```java
+package com.cameleer3.server.app.config;
+
+import com.zaxxer.hikari.HikariDataSource;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
+import org.springframework.boot.context.properties.EnableConfigurationProperties;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.jdbc.core.JdbcTemplate;
+
+import javax.sql.DataSource;
+
+@Configuration
+@EnableConfigurationProperties(ClickHouseProperties.class)
+@ConditionalOnProperty(name = "clickhouse.enabled", havingValue = "true")
+public class ClickHouseConfig {
+
+ @Bean(name = "clickHouseDataSource")
+ public DataSource clickHouseDataSource(ClickHouseProperties props) {
+ HikariDataSource ds = new HikariDataSource();
+ ds.setJdbcUrl(props.getUrl());
+ ds.setUsername(props.getUsername());
+ ds.setPassword(props.getPassword());
+ ds.setMaximumPoolSize(10);
+ ds.setPoolName("clickhouse-pool");
+ return ds;
+ }
+
+ @Bean(name = "clickHouseJdbcTemplate")
+ public JdbcTemplate clickHouseJdbcTemplate(
+ @Qualifier("clickHouseDataSource") DataSource ds) {
+ return new JdbcTemplate(ds);
+ }
+}
+```
+
+- [ ] **Step 3: Add configuration to application.yml**
+
+Add at the end of `application.yml`:
+
+```yaml
+clickhouse:
+ enabled: ${CLICKHOUSE_ENABLED:false}
+ url: ${CLICKHOUSE_URL:jdbc:clickhouse://localhost:8123/cameleer?async_insert=1&wait_for_async_insert=0}
+ username: ${CLICKHOUSE_USERNAME:default}
+ password: ${CLICKHOUSE_PASSWORD:}
+
+cameleer:
+ storage:
+ metrics: ${CAMELEER_STORAGE_METRICS:postgres}
+```
+
+Note: The existing `cameleer:` block already has `body-size-limit` and `retention-days`. Add the `storage.metrics` key under it.
+
+- [ ] **Step 4: Verify compilation**
+
+Run: `mvn clean compile -pl cameleer3-server-app -am`
+Expected: BUILD SUCCESS
+
+- [ ] **Step 5: Commit**
+
+```bash
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/ClickHouseProperties.java
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/ClickHouseConfig.java
+git add cameleer3-server-app/src/main/resources/application.yml
+git commit -m "feat: add ClickHouse DataSource and JdbcTemplate configuration"
+```
+
+---
+
+### Task 3: Schema Initializer + DDL Script
+
+**Files:**
+- Create: `cameleer3-server-app/src/main/resources/clickhouse/V1__agent_metrics.sql`
+- Create: `cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/ClickHouseSchemaInitializer.java`
+
+- [ ] **Step 1: Create DDL script**
+
+File: `cameleer3-server-app/src/main/resources/clickhouse/V1__agent_metrics.sql`
+
+```sql
+CREATE TABLE IF NOT EXISTS agent_metrics (
+ tenant_id LowCardinality(String) DEFAULT 'default',
+ collected_at DateTime64(3),
+ agent_id LowCardinality(String),
+ metric_name LowCardinality(String),
+ metric_value Float64,
+ tags Map(String, String) DEFAULT map(),
+ server_received_at DateTime64(3) DEFAULT now64(3)
+)
+ENGINE = MergeTree()
+PARTITION BY (tenant_id, toYYYYMM(collected_at))
+ORDER BY (tenant_id, agent_id, metric_name, collected_at)
+TTL collected_at + INTERVAL 365 DAY DELETE
+SETTINGS index_granularity = 8192;
+```
+
+- [ ] **Step 2: Create ClickHouseSchemaInitializer**
+
+```java
+package com.cameleer3.server.app.config;
+
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
+import org.springframework.boot.context.event.ApplicationReadyEvent;
+import org.springframework.context.event.EventListener;
+import org.springframework.core.io.Resource;
+import org.springframework.core.io.support.PathMatchingResourcePatternResolver;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.springframework.stereotype.Component;
+
+import java.io.IOException;
+import java.nio.charset.StandardCharsets;
+import java.util.Arrays;
+import java.util.Comparator;
+
+@Component
+@ConditionalOnProperty(name = "clickhouse.enabled", havingValue = "true")
+public class ClickHouseSchemaInitializer {
+
+ private static final Logger log = LoggerFactory.getLogger(ClickHouseSchemaInitializer.class);
+
+ private final JdbcTemplate clickHouseJdbc;
+
+ public ClickHouseSchemaInitializer(
+ @Qualifier("clickHouseJdbcTemplate") JdbcTemplate clickHouseJdbc) {
+ this.clickHouseJdbc = clickHouseJdbc;
+ }
+
+ @EventListener(ApplicationReadyEvent.class)
+ public void initializeSchema() throws IOException {
+ PathMatchingResourcePatternResolver resolver = new PathMatchingResourcePatternResolver();
+ Resource[] scripts = resolver.getResources("classpath:clickhouse/*.sql");
+
+ Arrays.sort(scripts, Comparator.comparing(Resource::getFilename));
+
+ for (Resource script : scripts) {
+ String sql = script.getContentAsString(StandardCharsets.UTF_8);
+ log.info("Executing ClickHouse schema script: {}", script.getFilename());
+ for (String statement : sql.split(";")) {
+ String trimmed = statement.trim();
+ if (!trimmed.isEmpty()) {
+ clickHouseJdbc.execute(trimmed);
+ }
+ }
+ }
+
+ log.info("ClickHouse schema initialization complete ({} scripts)", scripts.length);
+ }
+}
+```
+
+- [ ] **Step 3: Verify compilation**
+
+Run: `mvn clean compile -pl cameleer3-server-app -am`
+Expected: BUILD SUCCESS
+
+- [ ] **Step 4: Commit**
+
+```bash
+git add cameleer3-server-app/src/main/resources/clickhouse/V1__agent_metrics.sql
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/ClickHouseSchemaInitializer.java
+git commit -m "feat: add ClickHouse schema initializer with agent_metrics DDL"
+```
+
+---
+
+### Task 4: ClickHouseMetricsStore (TDD)
+
+**Files:**
+- Create: `cameleer3-server-app/src/test/java/com/cameleer3/server/app/storage/ClickHouseMetricsStoreTest.java`
+- Create: `cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/ClickHouseMetricsStore.java`
+
+- [ ] **Step 1: Write the failing test**
+
+```java
+package com.cameleer3.server.app.storage;
+
+import com.cameleer3.server.core.storage.model.MetricsSnapshot;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.testcontainers.clickhouse.ClickHouseContainer;
+import org.testcontainers.junit.jupiter.Container;
+import org.testcontainers.junit.jupiter.Testcontainers;
+
+import com.zaxxer.hikari.HikariDataSource;
+
+import java.time.Instant;
+import java.util.List;
+import java.util.Map;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+@Testcontainers
+class ClickHouseMetricsStoreTest {
+
+ @Container
+ static final ClickHouseContainer clickhouse =
+ new ClickHouseContainer("clickhouse/clickhouse-server:24.12");
+
+ private JdbcTemplate jdbc;
+ private ClickHouseMetricsStore store;
+
+ @BeforeEach
+ void setUp() {
+ HikariDataSource ds = new HikariDataSource();
+ ds.setJdbcUrl(clickhouse.getJdbcUrl());
+ ds.setUsername(clickhouse.getUsername());
+ ds.setPassword(clickhouse.getPassword());
+
+ jdbc = new JdbcTemplate(ds);
+
+ jdbc.execute("""
+ CREATE TABLE IF NOT EXISTS agent_metrics (
+ tenant_id LowCardinality(String) DEFAULT 'default',
+ collected_at DateTime64(3),
+ agent_id LowCardinality(String),
+ metric_name LowCardinality(String),
+ metric_value Float64,
+ tags Map(String, String) DEFAULT map(),
+ server_received_at DateTime64(3) DEFAULT now64(3)
+ )
+ ENGINE = MergeTree()
+ ORDER BY (tenant_id, agent_id, metric_name, collected_at)
+ """);
+
+ jdbc.execute("TRUNCATE TABLE agent_metrics");
+
+ store = new ClickHouseMetricsStore(jdbc);
+ }
+
+ @Test
+ void insertBatch_writesMetricsToClickHouse() {
+ List batch = List.of(
+ new MetricsSnapshot("agent-1", Instant.parse("2026-03-31T10:00:00Z"),
+ "cpu.usage", 75.5, Map.of("host", "server-1")),
+ new MetricsSnapshot("agent-1", Instant.parse("2026-03-31T10:00:01Z"),
+ "memory.free", 1024.0, null)
+ );
+
+ store.insertBatch(batch);
+
+ Integer count = jdbc.queryForObject(
+ "SELECT count() FROM agent_metrics WHERE agent_id = 'agent-1'",
+ Integer.class);
+ assertThat(count).isEqualTo(2);
+ }
+
+ @Test
+ void insertBatch_storesTags() {
+ store.insertBatch(List.of(
+ new MetricsSnapshot("agent-2", Instant.parse("2026-03-31T10:00:00Z"),
+ "disk.used", 500.0, Map.of("mount", "/data", "fs", "ext4"))
+ ));
+
+ Map tags = jdbc.queryForObject(
+ "SELECT tags FROM agent_metrics WHERE agent_id = 'agent-2'",
+ (rs, n) -> {
+ // ClickHouse returns Map as a map-like structure via JDBC
+ @SuppressWarnings("unchecked")
+ Map m = (Map) rs.getObject("tags");
+ return m;
+ });
+ assertThat(tags).containsEntry("mount", "/data").containsEntry("fs", "ext4");
+ }
+
+ @Test
+ void insertBatch_emptyList_doesNothing() {
+ store.insertBatch(List.of());
+
+ Integer count = jdbc.queryForObject("SELECT count() FROM agent_metrics", Integer.class);
+ assertThat(count).isEqualTo(0);
+ }
+
+ @Test
+ void insertBatch_nullTags_defaultsToEmptyMap() {
+ store.insertBatch(List.of(
+ new MetricsSnapshot("agent-3", Instant.parse("2026-03-31T10:00:00Z"),
+ "cpu.usage", 50.0, null)
+ ));
+
+ Integer count = jdbc.queryForObject(
+ "SELECT count() FROM agent_metrics WHERE agent_id = 'agent-3'",
+ Integer.class);
+ assertThat(count).isEqualTo(1);
+ }
+}
+```
+
+- [ ] **Step 2: Run test to verify it fails**
+
+Run: `mvn test -pl cameleer3-server-app -Dtest=ClickHouseMetricsStoreTest -DfailIfNoTests=false`
+Expected: FAIL — `ClickHouseMetricsStore` class does not exist
+
+- [ ] **Step 3: Write ClickHouseMetricsStore**
+
+```java
+package com.cameleer3.server.app.storage;
+
+import com.cameleer3.server.core.storage.MetricsStore;
+import com.cameleer3.server.core.storage.model.MetricsSnapshot;
+import org.springframework.jdbc.core.JdbcTemplate;
+
+import java.sql.Timestamp;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+public class ClickHouseMetricsStore implements MetricsStore {
+
+ private final JdbcTemplate jdbc;
+
+ public ClickHouseMetricsStore(JdbcTemplate jdbc) {
+ this.jdbc = jdbc;
+ }
+
+ @Override
+ public void insertBatch(List snapshots) {
+ if (snapshots.isEmpty()) return;
+
+ jdbc.batchUpdate("""
+ INSERT INTO agent_metrics (agent_id, metric_name, metric_value, tags, collected_at)
+ VALUES (?, ?, ?, ?, ?)
+ """,
+ snapshots.stream().map(s -> new Object[]{
+ s.agentId(),
+ s.metricName(),
+ s.metricValue(),
+ tagsToClickHouseMap(s.tags()),
+ Timestamp.from(s.collectedAt())
+ }).toList());
+ }
+
+ private Map tagsToClickHouseMap(Map tags) {
+ if (tags == null || tags.isEmpty()) return new HashMap<>();
+ return tags;
+ }
+}
+```
+
+Note: ClickHouse JDBC driver handles `Map` natively for `Map(String, String)` columns. No JSON serialization needed (unlike the PG implementation that converts to JSONB string).
+
+- [ ] **Step 4: Run test to verify it passes**
+
+Run: `mvn test -pl cameleer3-server-app -Dtest=ClickHouseMetricsStoreTest`
+Expected: PASS — all 4 tests green
+
+If the tags test fails due to JDBC Map handling, adjust `tagsToClickHouseMap` to return a `java.util.HashMap` (ClickHouse JDBC requires a mutable map). If needed, wrap: `return new HashMap<>(tags)`.
+
+- [ ] **Step 5: Commit**
+
+```bash
+git add cameleer3-server-app/src/test/java/com/cameleer3/server/app/storage/ClickHouseMetricsStoreTest.java
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/ClickHouseMetricsStore.java
+git commit -m "feat: add ClickHouseMetricsStore with batch insert"
+```
+
+---
+
+### Task 5: MetricsQueryStore Interface + PostgreSQL Implementation (TDD)
+
+Extract the query logic from `AgentMetricsController` into an interface.
+
+**Files:**
+- Create: `cameleer3-server-core/src/main/java/com/cameleer3/server/core/storage/MetricsQueryStore.java`
+- Create: `cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/PostgresMetricsQueryStore.java`
+- Modify: `cameleer3-server-app/src/main/java/com/cameleer3/server/app/controller/AgentMetricsController.java`
+
+- [ ] **Step 1: Create MetricsQueryStore interface**
+
+```java
+package com.cameleer3.server.core.storage;
+
+import com.cameleer3.server.core.storage.model.MetricTimeSeries;
+
+import java.time.Instant;
+import java.util.List;
+import java.util.Map;
+
+public interface MetricsQueryStore {
+
+ /**
+ * Query time-bucketed metrics for an agent.
+ *
+ * @param agentId the agent identifier
+ * @param metricNames list of metric names to query
+ * @param from start of time range (inclusive)
+ * @param to end of time range (exclusive)
+ * @param buckets number of time buckets to divide the range into
+ * @return map of metric name to list of (time, value) pairs
+ */
+ Map> queryTimeSeries(
+ String agentId, List metricNames,
+ Instant from, Instant to, int buckets);
+}
+```
+
+- [ ] **Step 2: Create MetricTimeSeries.Bucket record**
+
+```java
+package com.cameleer3.server.core.storage.model;
+
+import java.time.Instant;
+import java.util.List;
+
+public record MetricTimeSeries(String metricName, List buckets) {
+
+ public record Bucket(Instant time, double value) {}
+}
+```
+
+- [ ] **Step 3: Create PostgresMetricsQueryStore (extract from controller)**
+
+```java
+package com.cameleer3.server.app.storage;
+
+import com.cameleer3.server.core.storage.MetricsQueryStore;
+import com.cameleer3.server.core.storage.model.MetricTimeSeries;
+import org.springframework.jdbc.core.JdbcTemplate;
+
+import java.sql.Timestamp;
+import java.time.Instant;
+import java.util.*;
+
+public class PostgresMetricsQueryStore implements MetricsQueryStore {
+
+ private final JdbcTemplate jdbc;
+
+ public PostgresMetricsQueryStore(JdbcTemplate jdbc) {
+ this.jdbc = jdbc;
+ }
+
+ @Override
+ public Map> queryTimeSeries(
+ String agentId, List metricNames,
+ Instant from, Instant to, int buckets) {
+
+ long intervalMs = (to.toEpochMilli() - from.toEpochMilli()) / Math.max(buckets, 1);
+ String intervalStr = intervalMs + " milliseconds";
+
+ Map> result = new LinkedHashMap<>();
+ for (String name : metricNames) {
+ result.put(name.trim(), new ArrayList<>());
+ }
+
+ String sql = """
+ SELECT time_bucket(CAST(? AS interval), collected_at) AS bucket,
+ metric_name,
+ AVG(metric_value) AS avg_value
+ FROM agent_metrics
+ WHERE agent_id = ?
+ AND collected_at >= ? AND collected_at < ?
+ AND metric_name = ANY(?)
+ GROUP BY bucket, metric_name
+ ORDER BY bucket
+ """;
+
+ String[] namesArray = metricNames.stream().map(String::trim).toArray(String[]::new);
+ jdbc.query(sql, rs -> {
+ String metricName = rs.getString("metric_name");
+ Instant bucket = rs.getTimestamp("bucket").toInstant();
+ double value = rs.getDouble("avg_value");
+ result.computeIfAbsent(metricName, k -> new ArrayList<>())
+ .add(new MetricTimeSeries.Bucket(bucket, value));
+ }, intervalStr, agentId, Timestamp.from(from), Timestamp.from(to), namesArray);
+
+ return result;
+ }
+}
+```
+
+- [ ] **Step 4: Refactor AgentMetricsController to use MetricsQueryStore**
+
+Replace the entire `AgentMetricsController.java` content:
+
+```java
+package com.cameleer3.server.app.controller;
+
+import com.cameleer3.server.app.dto.AgentMetricsResponse;
+import com.cameleer3.server.app.dto.MetricBucket;
+import com.cameleer3.server.core.storage.MetricsQueryStore;
+import com.cameleer3.server.core.storage.model.MetricTimeSeries;
+import org.springframework.web.bind.annotation.*;
+
+import java.time.Instant;
+import java.time.temporal.ChronoUnit;
+import java.util.*;
+import java.util.stream.Collectors;
+
+@RestController
+@RequestMapping("/api/v1/agents/{agentId}/metrics")
+public class AgentMetricsController {
+
+ private final MetricsQueryStore metricsQueryStore;
+
+ public AgentMetricsController(MetricsQueryStore metricsQueryStore) {
+ this.metricsQueryStore = metricsQueryStore;
+ }
+
+ @GetMapping
+ public AgentMetricsResponse getMetrics(
+ @PathVariable String agentId,
+ @RequestParam String names,
+ @RequestParam(required = false) Instant from,
+ @RequestParam(required = false) Instant to,
+ @RequestParam(defaultValue = "60") int buckets) {
+
+ if (from == null) from = Instant.now().minus(1, ChronoUnit.HOURS);
+ if (to == null) to = Instant.now();
+
+ List metricNames = Arrays.asList(names.split(","));
+
+ Map> raw =
+ metricsQueryStore.queryTimeSeries(agentId, metricNames, from, to, buckets);
+
+ // Convert to existing DTO format
+ Map> result = raw.entrySet().stream()
+ .collect(Collectors.toMap(
+ Map.Entry::getKey,
+ e -> e.getValue().stream()
+ .map(b -> new MetricBucket(b.time(), b.value()))
+ .toList(),
+ (a, b) -> a,
+ LinkedHashMap::new));
+
+ return new AgentMetricsResponse(result);
+ }
+}
+```
+
+- [ ] **Step 5: Add PostgresMetricsQueryStore bean to StorageBeanConfig**
+
+The refactored `AgentMetricsController` needs a `MetricsQueryStore` bean. Add this to `StorageBeanConfig.java`:
+
+```java
+import com.cameleer3.server.app.storage.PostgresMetricsQueryStore;
+import com.cameleer3.server.core.storage.MetricsQueryStore;
+
+// Add this bean method:
+@Bean
+public MetricsQueryStore metricsQueryStore(JdbcTemplate jdbc) {
+ return new PostgresMetricsQueryStore(jdbc);
+}
+```
+
+This creates the PG implementation as the default. Task 7 will replace this with conditional beans for PG vs CH.
+
+- [ ] **Step 6: Verify compilation**
+
+Run: `mvn clean compile -pl cameleer3-server-app -am`
+Expected: BUILD SUCCESS
+
+- [ ] **Step 7: Commit**
+
+```bash
+git add cameleer3-server-core/src/main/java/com/cameleer3/server/core/storage/MetricsQueryStore.java
+git add cameleer3-server-core/src/main/java/com/cameleer3/server/core/storage/model/MetricTimeSeries.java
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/PostgresMetricsQueryStore.java
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/controller/AgentMetricsController.java
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/StorageBeanConfig.java
+git commit -m "refactor: extract MetricsQueryStore interface from AgentMetricsController"
+```
+
+---
+
+### Task 6: ClickHouseMetricsQueryStore (TDD)
+
+**Files:**
+- Create: `cameleer3-server-app/src/test/java/com/cameleer3/server/app/storage/ClickHouseMetricsQueryStoreTest.java`
+- Create: `cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/ClickHouseMetricsQueryStore.java`
+
+- [ ] **Step 1: Write the failing test**
+
+```java
+package com.cameleer3.server.app.storage;
+
+import com.cameleer3.server.core.storage.model.MetricTimeSeries;
+import com.zaxxer.hikari.HikariDataSource;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.testcontainers.clickhouse.ClickHouseContainer;
+import org.testcontainers.junit.jupiter.Container;
+import org.testcontainers.junit.jupiter.Testcontainers;
+
+import java.time.Instant;
+import java.util.List;
+import java.util.Map;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+@Testcontainers
+class ClickHouseMetricsQueryStoreTest {
+
+ @Container
+ static final ClickHouseContainer clickhouse =
+ new ClickHouseContainer("clickhouse/clickhouse-server:24.12");
+
+ private JdbcTemplate jdbc;
+ private ClickHouseMetricsQueryStore queryStore;
+
+ @BeforeEach
+ void setUp() {
+ HikariDataSource ds = new HikariDataSource();
+ ds.setJdbcUrl(clickhouse.getJdbcUrl());
+ ds.setUsername(clickhouse.getUsername());
+ ds.setPassword(clickhouse.getPassword());
+
+ jdbc = new JdbcTemplate(ds);
+
+ jdbc.execute("""
+ CREATE TABLE IF NOT EXISTS agent_metrics (
+ tenant_id LowCardinality(String) DEFAULT 'default',
+ collected_at DateTime64(3),
+ agent_id LowCardinality(String),
+ metric_name LowCardinality(String),
+ metric_value Float64,
+ tags Map(String, String) DEFAULT map(),
+ server_received_at DateTime64(3) DEFAULT now64(3)
+ )
+ ENGINE = MergeTree()
+ ORDER BY (tenant_id, agent_id, metric_name, collected_at)
+ """);
+
+ jdbc.execute("TRUNCATE TABLE agent_metrics");
+
+ // Seed test data: 6 data points across 1 hour for two metrics
+ Instant base = Instant.parse("2026-03-31T10:00:00Z");
+ for (int i = 0; i < 6; i++) {
+ Instant ts = base.plusSeconds(i * 600); // every 10 minutes
+ jdbc.update("INSERT INTO agent_metrics (agent_id, metric_name, metric_value, collected_at) VALUES (?, ?, ?, ?)",
+ "agent-1", "cpu.usage", 50.0 + i * 5, java.sql.Timestamp.from(ts));
+ jdbc.update("INSERT INTO agent_metrics (agent_id, metric_name, metric_value, collected_at) VALUES (?, ?, ?, ?)",
+ "agent-1", "memory.free", 1000.0 - i * 100, java.sql.Timestamp.from(ts));
+ }
+
+ queryStore = new ClickHouseMetricsQueryStore(jdbc);
+ }
+
+ @Test
+ void queryTimeSeries_returnsDataGroupedByMetric() {
+ Instant from = Instant.parse("2026-03-31T10:00:00Z");
+ Instant to = Instant.parse("2026-03-31T11:00:00Z");
+
+ Map> result =
+ queryStore.queryTimeSeries("agent-1", List.of("cpu.usage", "memory.free"), from, to, 6);
+
+ assertThat(result).containsKeys("cpu.usage", "memory.free");
+ assertThat(result.get("cpu.usage")).isNotEmpty();
+ assertThat(result.get("memory.free")).isNotEmpty();
+ }
+
+ @Test
+ void queryTimeSeries_bucketsAverageCorrectly() {
+ Instant from = Instant.parse("2026-03-31T10:00:00Z");
+ Instant to = Instant.parse("2026-03-31T11:00:00Z");
+
+ // 1 bucket for the entire hour = average of all 6 values
+ Map> result =
+ queryStore.queryTimeSeries("agent-1", List.of("cpu.usage"), from, to, 1);
+
+ assertThat(result.get("cpu.usage")).hasSize(1);
+ // Values: 50, 55, 60, 65, 70, 75 → avg = 62.5
+ assertThat(result.get("cpu.usage").get(0).value()).isCloseTo(62.5, org.assertj.core.data.Offset.offset(0.1));
+ }
+
+ @Test
+ void queryTimeSeries_noData_returnsEmptyLists() {
+ Instant from = Instant.parse("2025-01-01T00:00:00Z");
+ Instant to = Instant.parse("2025-01-01T01:00:00Z");
+
+ Map> result =
+ queryStore.queryTimeSeries("agent-1", List.of("cpu.usage"), from, to, 6);
+
+ assertThat(result.get("cpu.usage")).isEmpty();
+ }
+
+ @Test
+ void queryTimeSeries_unknownAgent_returnsEmpty() {
+ Instant from = Instant.parse("2026-03-31T10:00:00Z");
+ Instant to = Instant.parse("2026-03-31T11:00:00Z");
+
+ Map> result =
+ queryStore.queryTimeSeries("nonexistent", List.of("cpu.usage"), from, to, 6);
+
+ assertThat(result.get("cpu.usage")).isEmpty();
+ }
+}
+```
+
+- [ ] **Step 2: Run test to verify it fails**
+
+Run: `mvn test -pl cameleer3-server-app -Dtest=ClickHouseMetricsQueryStoreTest -DfailIfNoTests=false`
+Expected: FAIL — `ClickHouseMetricsQueryStore` class does not exist
+
+- [ ] **Step 3: Write ClickHouseMetricsQueryStore**
+
+```java
+package com.cameleer3.server.app.storage;
+
+import com.cameleer3.server.core.storage.MetricsQueryStore;
+import com.cameleer3.server.core.storage.model.MetricTimeSeries;
+import org.springframework.jdbc.core.JdbcTemplate;
+
+import java.time.Instant;
+import java.util.*;
+
+public class ClickHouseMetricsQueryStore implements MetricsQueryStore {
+
+ private final JdbcTemplate jdbc;
+
+ public ClickHouseMetricsQueryStore(JdbcTemplate jdbc) {
+ this.jdbc = jdbc;
+ }
+
+ @Override
+ public Map> queryTimeSeries(
+ String agentId, List metricNames,
+ Instant from, Instant to, int buckets) {
+
+ long intervalSeconds = Math.max(60,
+ (to.getEpochSecond() - from.getEpochSecond()) / Math.max(buckets, 1));
+
+ Map> result = new LinkedHashMap<>();
+ for (String name : metricNames) {
+ result.put(name.trim(), new ArrayList<>());
+ }
+
+ String[] namesArray = metricNames.stream().map(String::trim).toArray(String[]::new);
+
+ String sql = """
+ SELECT toStartOfInterval(collected_at, INTERVAL ? SECOND) AS bucket,
+ metric_name,
+ avg(metric_value) AS avg_value
+ FROM agent_metrics
+ WHERE agent_id = ?
+ AND collected_at >= ?
+ AND collected_at < ?
+ AND metric_name IN (?)
+ GROUP BY bucket, metric_name
+ ORDER BY bucket
+ """;
+
+ // ClickHouse JDBC doesn't support array params with IN (?).
+ // Build the IN clause manually with safe values (metric names are validated by controller).
+ StringBuilder inClause = new StringBuilder();
+ for (int i = 0; i < namesArray.length; i++) {
+ if (i > 0) inClause.append(", ");
+ inClause.append("'").append(namesArray[i].replace("'", "\\'")).append("'");
+ }
+
+ String finalSql = """
+ SELECT toStartOfInterval(collected_at, INTERVAL %d SECOND) AS bucket,
+ metric_name,
+ avg(metric_value) AS avg_value
+ FROM agent_metrics
+ WHERE agent_id = ?
+ AND collected_at >= ?
+ AND collected_at < ?
+ AND metric_name IN (%s)
+ GROUP BY bucket, metric_name
+ ORDER BY bucket
+ """.formatted(intervalSeconds, inClause);
+
+ jdbc.query(finalSql, rs -> {
+ String metricName = rs.getString("metric_name");
+ Instant bucket = rs.getTimestamp("bucket").toInstant();
+ double value = rs.getDouble("avg_value");
+ result.computeIfAbsent(metricName, k -> new ArrayList<>())
+ .add(new MetricTimeSeries.Bucket(bucket, value));
+ }, agentId,
+ java.sql.Timestamp.from(from),
+ java.sql.Timestamp.from(to));
+
+ return result;
+ }
+}
+```
+
+- [ ] **Step 4: Run test to verify it passes**
+
+Run: `mvn test -pl cameleer3-server-app -Dtest=ClickHouseMetricsQueryStoreTest`
+Expected: PASS — all 4 tests green
+
+- [ ] **Step 5: Commit**
+
+```bash
+git add cameleer3-server-app/src/test/java/com/cameleer3/server/app/storage/ClickHouseMetricsQueryStoreTest.java
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/ClickHouseMetricsQueryStore.java
+git commit -m "feat: add ClickHouseMetricsQueryStore with time-bucketed queries"
+```
+
+---
+
+### Task 7: Wire Feature Flag in StorageBeanConfig
+
+**Files:**
+- Modify: `cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/StorageBeanConfig.java`
+
+- [ ] **Step 1: Replace simple beans with conditional MetricsStore and MetricsQueryStore beans**
+
+In `StorageBeanConfig.java`, **remove** the unconditional `metricsQueryStore` bean added in Task 5. Replace with these conditional bean definitions:
+
+```java
+import com.cameleer3.server.app.storage.ClickHouseMetricsStore;
+import com.cameleer3.server.app.storage.ClickHouseMetricsQueryStore;
+import com.cameleer3.server.app.storage.PostgresMetricsQueryStore;
+import com.cameleer3.server.core.storage.MetricsQueryStore;
+
+// ... existing beans ...
+
+@Bean
+@ConditionalOnProperty(name = "cameleer.storage.metrics", havingValue = "clickhouse")
+public MetricsStore clickHouseMetricsStore(
+ @Qualifier("clickHouseJdbcTemplate") JdbcTemplate clickHouseJdbc) {
+ return new ClickHouseMetricsStore(clickHouseJdbc);
+}
+
+@Bean
+@ConditionalOnProperty(name = "cameleer.storage.metrics", havingValue = "postgres", matchIfMissing = true)
+public MetricsStore postgresMetricsStore(JdbcTemplate jdbc) {
+ return new PostgresMetricsStore(jdbc);
+}
+
+@Bean
+@ConditionalOnProperty(name = "cameleer.storage.metrics", havingValue = "clickhouse")
+public MetricsQueryStore clickHouseMetricsQueryStore(
+ @Qualifier("clickHouseJdbcTemplate") JdbcTemplate clickHouseJdbc) {
+ return new ClickHouseMetricsQueryStore(clickHouseJdbc);
+}
+
+@Bean
+@ConditionalOnProperty(name = "cameleer.storage.metrics", havingValue = "postgres", matchIfMissing = true)
+public MetricsQueryStore postgresMetricsQueryStore(JdbcTemplate jdbc) {
+ return new PostgresMetricsQueryStore(jdbc);
+}
+```
+
+Also remove the `@Repository` annotation from `PostgresMetricsStore.java` since the bean is now created explicitly in config. If `PostgresMetricsStore` has `@Repository`, remove it. Check the class — it does have `@Repository`, so remove it.
+
+Add the necessary imports to `StorageBeanConfig.java`:
+```java
+import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
+import org.springframework.beans.factory.annotation.Qualifier;
+import com.cameleer3.server.core.storage.MetricsStore;
+```
+
+- [ ] **Step 2: Remove @Repository from PostgresMetricsStore**
+
+In `PostgresMetricsStore.java`, remove the `@Repository` annotation from the class declaration. The bean is now created in `StorageBeanConfig`.
+
+- [ ] **Step 3: Verify compilation**
+
+Run: `mvn clean compile -pl cameleer3-server-app -am`
+Expected: BUILD SUCCESS
+
+- [ ] **Step 4: Run existing tests to verify no regression**
+
+Run: `mvn test -pl cameleer3-server-app`
+Expected: All existing tests pass. The default config (`cameleer.storage.metrics=postgres`) means the PG beans are created, ClickHouse beans are not (ClickHouse DataSource not needed).
+
+- [ ] **Step 5: Commit**
+
+```bash
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/config/StorageBeanConfig.java
+git add cameleer3-server-app/src/main/java/com/cameleer3/server/app/storage/PostgresMetricsStore.java
+git commit -m "feat: wire MetricsStore and MetricsQueryStore with feature flag"
+```
+
+---
+
+### Task 8: ClickHouse Kubernetes Deployment
+
+**Files:**
+- Create: `deploy/clickhouse.yaml`
+- Modify: `deploy/base/server.yaml`
+
+- [ ] **Step 1: Create ClickHouse StatefulSet + Service manifest**
+
+File: `deploy/clickhouse.yaml`
+
+```yaml
+apiVersion: apps/v1
+kind: StatefulSet
+metadata:
+ name: clickhouse
+ namespace: cameleer
+spec:
+ serviceName: clickhouse
+ replicas: 1
+ selector:
+ matchLabels:
+ app: clickhouse
+ template:
+ metadata:
+ labels:
+ app: clickhouse
+ spec:
+ containers:
+ - name: clickhouse
+ image: clickhouse/clickhouse-server:24.12
+ ports:
+ - containerPort: 8123
+ name: http
+ - containerPort: 9000
+ name: native
+ volumeMounts:
+ - name: data
+ mountPath: /var/lib/clickhouse
+ resources:
+ requests:
+ memory: "2Gi"
+ cpu: "500m"
+ limits:
+ memory: "4Gi"
+ cpu: "2000m"
+ livenessProbe:
+ httpGet:
+ path: /ping
+ port: 8123
+ initialDelaySeconds: 10
+ periodSeconds: 10
+ timeoutSeconds: 3
+ failureThreshold: 3
+ readinessProbe:
+ httpGet:
+ path: /ping
+ port: 8123
+ initialDelaySeconds: 5
+ periodSeconds: 5
+ timeoutSeconds: 3
+ failureThreshold: 3
+ volumeClaimTemplates:
+ - metadata:
+ name: data
+ spec:
+ accessModes: ["ReadWriteOnce"]
+ resources:
+ requests:
+ storage: 50Gi
+---
+apiVersion: v1
+kind: Service
+metadata:
+ name: clickhouse
+ namespace: cameleer
+spec:
+ clusterIP: None
+ selector:
+ app: clickhouse
+ ports:
+ - port: 8123
+ targetPort: 8123
+ name: http
+ - port: 9000
+ targetPort: 9000
+ name: native
+```
+
+- [ ] **Step 2: Add ClickHouse env vars to server.yaml**
+
+Add these env vars to the `cameleer3-server` container in `deploy/base/server.yaml`, after the existing env vars (before `resources:`):
+
+```yaml
+ - name: CLICKHOUSE_ENABLED
+ value: "true"
+ - name: CLICKHOUSE_URL
+ value: "jdbc:clickhouse://clickhouse.cameleer.svc.cluster.local:8123/cameleer?async_insert=1&wait_for_async_insert=0"
+ - name: CAMELEER_STORAGE_METRICS
+ value: "postgres"
+```
+
+Note: `CAMELEER_STORAGE_METRICS` defaults to `postgres`. Set to `clickhouse` when ready to switch.
+
+- [ ] **Step 3: Commit**
+
+```bash
+git add deploy/clickhouse.yaml
+git add deploy/base/server.yaml
+git commit -m "deploy: add ClickHouse StatefulSet and server env vars"
+```
+
+---
+
+### Task 9: Integration Smoke Test
+
+**Files:**
+- Modify: `cameleer3-server-app/src/test/java/com/cameleer3/server/app/AbstractPostgresIT.java` (add ClickHouse container)
+
+- [ ] **Step 1: Update AbstractPostgresIT to optionally start ClickHouse**
+
+This is a non-breaking addition. The existing integration tests continue to use PG. A future ClickHouse-specific IT can extend this base.
+
+Add the ClickHouse container to `AbstractPostgresIT`:
+
+```java
+import org.testcontainers.clickhouse.ClickHouseContainer;
+
+// Add after opensearch static field:
+static final ClickHouseContainer clickhouse;
+
+// In the static initializer, add after opensearch.start():
+clickhouse = new ClickHouseContainer("clickhouse/clickhouse-server:24.12");
+clickhouse.start();
+
+// In configureProperties, add:
+registry.add("clickhouse.enabled", () -> "true");
+registry.add("clickhouse.url", clickhouse::getJdbcUrl);
+registry.add("clickhouse.username", clickhouse::getUsername);
+registry.add("clickhouse.password", clickhouse::getPassword);
+```
+
+- [ ] **Step 2: Run all integration tests**
+
+Run: `mvn verify -pl cameleer3-server-app`
+Expected: All ITs pass. ClickHouse schema initializer runs and creates the `agent_metrics` table. The `MetricsControllerIT` still uses PG (default storage flag is `postgres`).
+
+- [ ] **Step 3: Commit**
+
+```bash
+git add cameleer3-server-app/src/test/java/com/cameleer3/server/app/AbstractPostgresIT.java
+git commit -m "test: add ClickHouse testcontainer to integration test base"
+```
+
+---
+
+### Task 10: Final Verification
+
+- [ ] **Step 1: Run full build**
+
+Run: `mvn clean verify`
+Expected: BUILD SUCCESS (unit tests + integration tests all pass)
+
+- [ ] **Step 2: Verify ClickHouse switch works locally (manual)**
+
+Start ClickHouse locally:
+```bash
+docker run -d --name clickhouse-test -p 8123:8123 clickhouse/clickhouse-server:24.12
+```
+
+Create the database:
+```bash
+curl "http://localhost:8123/" --data "CREATE DATABASE IF NOT EXISTS cameleer"
+```
+
+Start the server with ClickHouse enabled:
+```bash
+CLICKHOUSE_ENABLED=true CAMELEER_STORAGE_METRICS=clickhouse java -jar cameleer3-server-app/target/cameleer3-server-app-1.0-SNAPSHOT.jar
+```
+
+Verify schema initialization in the logs: `Executing ClickHouse schema script: V1__agent_metrics.sql`
+
+POST a metric:
+```bash
+curl -X POST http://localhost:8081/api/v1/data/metrics \
+ -H "Content-Type: application/json" \
+ -H "Authorization: Bearer " \
+ -d '[{"agentId":"test","collectedAt":"2026-03-31T10:00:00Z","metricName":"cpu","metricValue":75.0,"tags":{}}]'
+```
+
+Verify data in ClickHouse:
+```bash
+curl "http://localhost:8123/" --data "SELECT * FROM cameleer.agent_metrics FORMAT Pretty"
+```
+
+Stop and clean up:
+```bash
+docker stop clickhouse-test && docker rm clickhouse-test
+```
+
+- [ ] **Step 3: Final commit (if any fixes were needed)**
+
+```bash
+git add -A
+git commit -m "fix: address issues found during manual verification"
+```