singhpk234 commented on code in PR #3385:
URL: https://github.com/apache/polaris/pull/3385#discussion_r2842450076


##########
persistence/relational-jdbc/src/main/java/org/apache/polaris/persistence/relational/jdbc/JdbcMetricsPersistenceProducer.java:
##########
@@ -0,0 +1,196 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.polaris.persistence.relational.jdbc;
+
+import io.smallrye.common.annotation.Identifier;
+import jakarta.enterprise.context.ApplicationScoped;
+import jakarta.enterprise.context.RequestScoped;
+import jakarta.enterprise.inject.Instance;
+import jakarta.enterprise.inject.Produces;
+import jakarta.inject.Inject;
+import java.sql.SQLException;
+import java.util.List;
+import javax.sql.DataSource;
+import org.apache.polaris.core.auth.PolarisPrincipal;
+import org.apache.polaris.core.context.RealmContext;
+import org.apache.polaris.core.context.RequestIdSupplier;
+import org.apache.polaris.core.persistence.metrics.MetricsPersistence;
+import org.apache.polaris.core.persistence.metrics.MetricsSchemaBootstrap;
+import 
org.apache.polaris.persistence.relational.jdbc.QueryGenerator.PreparedQuery;
+import 
org.apache.polaris.persistence.relational.jdbc.models.MetricsSchemaVersion;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * CDI producer for {@link MetricsPersistence} in the JDBC persistence backend.
+ *
+ * <p>This producer creates {@link JdbcMetricsPersistence} instances when the 
JDBC persistence
+ * backend is in use. The schema version is loaded once at startup 
(application-scoped) to avoid
+ * hitting the database on every request.
+ *
+ * <p>When metrics tables are not available (metrics schema not bootstrapped), 
this producer returns
+ * {@link MetricsPersistence#NOOP} to avoid unnecessary database operations.
+ */
+@ApplicationScoped
+public class JdbcMetricsPersistenceProducer {
+
+  private static final Logger LOGGER =
+      LoggerFactory.getLogger(JdbcMetricsPersistenceProducer.class);
+
+  private final DatasourceOperations datasourceOperations;
+  private final boolean metricsSupported;
+
+  @SuppressWarnings("unused") // Required for CDI proxy
+  protected JdbcMetricsPersistenceProducer() {
+    this.datasourceOperations = null;
+    this.metricsSupported = false;
+  }
+
+  /**
+   * Creates the producer and determines metrics support at startup.
+   *
+   * <p>This constructor loads the metrics schema version once, avoiding 
database hits on every
+   * request. Metrics persistence is supported if the metrics_version table 
exists and contains a
+   * version >= 1.
+   *
+   * @param dataSource the datasource instance
+   * @param relationalJdbcConfiguration JDBC configuration
+   */
+  @Inject
+  public JdbcMetricsPersistenceProducer(
+      Instance<DataSource> dataSource, RelationalJdbcConfiguration 
relationalJdbcConfiguration) {
+    DatasourceOperations ops = null;
+    boolean supported = false;
+    try {
+      ops = new DatasourceOperations(dataSource.get(), 
relationalJdbcConfiguration);
+      // Check if metrics tables exist by querying the metrics_version table
+      supported = metricsTableExists(ops);
+      if (!supported) {
+        LOGGER.warn(
+            "Metrics tables not found. Metrics persistence operations will be 
no-ops. "
+                + "Run 'bootstrap-metrics' command to create metrics tables or 
set "
+                + "polaris.persistence.metrics.type=noop to disable metrics 
persistence.");
+      }

Review Comment:
   we should fail closed imho, just logging warning and making no-op opaquely 
is bad UX imho



##########
persistence/relational-jdbc/src/main/resources/h2/schema-metrics-v1.sql:
##########
@@ -99,6 +99,10 @@ COMMENT ON TABLE scan_metrics_report IS 'Scan metrics 
reports as first-class ent
 -- Index for retention cleanup by timestamp
 CREATE INDEX IF NOT EXISTS idx_scan_report_timestamp ON 
scan_metrics_report(realm_id, timestamp_ms);
 
+-- Index for query lookups by catalog_id and table_id
+-- This index is critical for efficient queries that filter by catalog_id and 
table_id

Review Comment:
   its says its critical to have table_id and catalog_id not explains why 
timestamp_ms is required ? 



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