diff --git a/CHANGES.md b/CHANGES.md
index f8abf95d7..198cea829 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -47,6 +47,7 @@ Release Notes.
 * Performance: optimize Envoy ALS analyzer performance in high traffic load scenario (reduce ~1cpu in ~10k RPS).
 * Performance: trim useless metadata fields in Envoy ALS metadata to improve performance.
 * Fix: slowDBAccessThreshold dynamic config error when not configured.
+* Performance: cache regex pattern and result, optimize string concatenation in Envy ALS analyzer.
 
 #### UI
 * Fix the date component for log conditions.
diff --git a/oap-server/analyzer/meter-analyzer/src/main/java/org/apache/skywalking/oap/meter/analyzer/prometheus/PrometheusMetricConverter.java b/oap-server/analyzer/meter-analyzer/src/main/java/org/apache/skywalking/oap/meter/analyzer/prometheus/PrometheusMetricConverter.java
index 9af396071..54a40d621 100644
--- a/oap-server/analyzer/meter-analyzer/src/main/java/org/apache/skywalking/oap/meter/analyzer/prometheus/PrometheusMetricConverter.java
+++ b/oap-server/analyzer/meter-analyzer/src/main/java/org/apache/skywalking/oap/meter/analyzer/prometheus/PrometheusMetricConverter.java
@@ -18,9 +18,17 @@
 
 package org.apache.skywalking.oap.meter.analyzer.prometheus;
 
+import com.google.common.cache.CacheBuilder;
+import com.google.common.cache.CacheLoader;
+import com.google.common.cache.LoadingCache;
 import com.google.common.collect.ImmutableMap;
 import io.vavr.Tuple;
 import io.vavr.Tuple2;
+import java.util.Collections;
+import java.util.Optional;
+import java.util.concurrent.ExecutionException;
+import java.util.regex.Pattern;
+import java.util.stream.Stream;
 import lombok.extern.slf4j.Slf4j;
 import org.apache.skywalking.oap.meter.analyzer.MetricConvert;
 import org.apache.skywalking.oap.meter.analyzer.dsl.Sample;
@@ -34,10 +42,6 @@ import org.apache.skywalking.oap.server.library.util.prometheus.metrics.Histogra
 import org.apache.skywalking.oap.server.library.util.prometheus.metrics.Metric;
 import org.apache.skywalking.oap.server.library.util.prometheus.metrics.Summary;
 
-import java.util.Collections;
-import java.util.Optional;
-import java.util.stream.Stream;
-
 import static com.google.common.collect.ImmutableMap.toImmutableMap;
 import static io.vavr.API.$;
 import static io.vavr.API.Case;
@@ -51,11 +55,23 @@ import static org.apache.skywalking.oap.meter.analyzer.Analyzer.NIL;
  */
 @Slf4j
 public class PrometheusMetricConverter {
+    private final Pattern metricsNameEscapePattern;
+
+    private final LoadingCache<String, String> escapedMetricsNameCache =
+        CacheBuilder.newBuilder()
+                    .maximumSize(1000)
+                    .build(new CacheLoader<String, String>() {
+                        @Override
+                        public String load(final String name) {
+                            return metricsNameEscapePattern.matcher(name).replaceAll("_");
+                        }
+                    });
 
     private final MetricConvert convert;
 
     public PrometheusMetricConverter(Rule rule, MeterSystem service) {
         this.convert = new MetricConvert(rule, service);
+        this.metricsNameEscapePattern = Pattern.compile("\\.");
     }
 
     /**
@@ -146,6 +162,11 @@ public class PrometheusMetricConverter {
 
     // Returns the escaped name of the given one, with "." replaced by "_"
     protected String escapedName(final String name) {
-        return name.replaceAll("\\.", "_");
+        try {
+            return escapedMetricsNameCache.get(name);
+        } catch (ExecutionException e) {
+            log.error("Failed to get escaped metrics name from cache", e);
+            return metricsNameEscapePattern.matcher(name).replaceAll("_");
+        }
     }
 }
diff --git a/oap-server/oal-rt/src/main/resources/code-templates/metrics/id.ftl b/oap-server/oal-rt/src/main/resources/code-templates/metrics/id.ftl
index 8f47e7236..141b0c862 100644
--- a/oap-server/oal-rt/src/main/resources/code-templates/metrics/id.ftl
+++ b/oap-server/oal-rt/src/main/resources/code-templates/metrics/id.ftl
@@ -1,13 +1,10 @@
 public String id() {
-String splitJointId = String.valueOf(getTimeBucket());
+StringBuilder splitJointId = new StringBuilder(String.valueOf(getTimeBucket()));
 <#list fieldsFromSource as sourceField>
     <#if sourceField.isID()>
-        <#if sourceField.getTypeName() == "java.lang.String">
-            splitJointId += org.apache.skywalking.oap.server.core.Const.ID_CONNECTOR + ${sourceField.fieldName};
-        <#else>
-            splitJointId += org.apache.skywalking.oap.server.core.Const.ID_CONNECTOR + String.valueOf(${sourceField.fieldName});
-        </#if>
+        splitJointId.append(org.apache.skywalking.oap.server.core.Const.ID_CONNECTOR)
+                    .append(${sourceField.fieldName});
     </#if>
 </#list>
-return splitJointId;
-}
\ No newline at end of file
+return splitJointId.toString();
+}