diff --git a/jmx-scraper/src/main/java/io/opentelemetry/contrib/jmxscraper/JmxScraper.java b/jmx-scraper/src/main/java/io/opentelemetry/contrib/jmxscraper/JmxScraper.java
index 678368d7b..9537b9471 100644
--- a/jmx-scraper/src/main/java/io/opentelemetry/contrib/jmxscraper/JmxScraper.java
+++ b/jmx-scraper/src/main/java/io/opentelemetry/contrib/jmxscraper/JmxScraper.java
@@ -16,9 +16,8 @@
 import io.opentelemetry.contrib.jmxscraper.config.JmxScraperConfig;
 import io.opentelemetry.contrib.jmxscraper.config.PropertiesCustomizer;
 import io.opentelemetry.contrib.jmxscraper.config.PropertiesSupplier;
-import io.opentelemetry.instrumentation.jmx.engine.JmxMetricInsight;
-import io.opentelemetry.instrumentation.jmx.engine.MetricConfiguration;
-import io.opentelemetry.instrumentation.jmx.yaml.RuleParser;
+import io.opentelemetry.instrumentation.jmx.JmxTelemetry;
+import io.opentelemetry.instrumentation.jmx.JmxTelemetryBuilder;
 import io.opentelemetry.sdk.autoconfigure.AutoConfiguredOpenTelemetrySdk;
 import io.opentelemetry.sdk.autoconfigure.spi.ConfigProperties;
 import io.opentelemetry.sdk.autoconfigure.spi.ConfigurationException;
@@ -30,6 +29,7 @@
 import java.nio.file.Files;
 import java.nio.file.Path;
 import java.nio.file.Paths;
+import java.nio.file.StandardCopyOption;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
@@ -51,10 +51,9 @@ public final class JmxScraper {
   private static final String TEST_ARG = "-test";
 
   private final JmxConnectorBuilder client;
-  private final JmxMetricInsight service;
-  private final JmxScraperConfig config;
 
   private final AtomicBoolean running = new AtomicBoolean(false);
+  private final JmxTelemetry jmxTelemetry;
 
   /**
    * Main method to create and run a {@link JmxScraper} instance.
@@ -105,10 +104,7 @@ public static void main(String[] args) {
       if (testMode) {
         System.exit(testConnection(connectorBuilder) ? 0 : 1);
       } else {
-        JmxMetricInsight jmxInsight =
-            JmxMetricInsight.createService(
-                openTelemetry, scraperConfig.getSamplingInterval().toMillis());
-        JmxScraper jmxScraper = new JmxScraper(connectorBuilder, jmxInsight, scraperConfig);
+        JmxScraper jmxScraper = new JmxScraper(connectorBuilder, openTelemetry, scraperConfig);
         jmxScraper.start();
       }
     } catch (ConfigurationException e) {
@@ -233,10 +229,42 @@ private static Properties loadPropertiesFromPath(String path) throws InvalidArgu
   }
 
   private JmxScraper(
-      JmxConnectorBuilder client, JmxMetricInsight service, JmxScraperConfig config) {
+      JmxConnectorBuilder client, OpenTelemetry openTelemetry, JmxScraperConfig config) {
     this.client = client;
-    this.service = service;
-    this.config = config;
+    this.jmxTelemetry = createJmxTelemetry(openTelemetry, config);
+  }
+
+  private static JmxTelemetry createJmxTelemetry(
+      OpenTelemetry openTelemetry, JmxScraperConfig config) {
+
+    JmxTelemetryBuilder builder = JmxTelemetry.builder(openTelemetry);
+    builder.beanDiscoveryDelay(config.getSamplingInterval());
+
+    // Unfortunately we can't use the convenient 'addClassPathRules' here as it does not yet
+    // allow to customize the path of the yaml resources in classpath.
+    // config.getTargetSystems().forEach(builder::addClassPathRules);
+    //
+    // As a temporary workaround we load configuration through temporary files and register them
+    // as if they were custom rules.
+    config
+        .getTargetSystems()
+        .forEach(
+            system -> {
+              try (InputStream input = config.getTargetSystemYaml(system)) {
+                Path tempFile = Files.createTempFile("jmx-scraper-" + system, ".yaml");
+                try {
+                  Files.copy(input, tempFile, StandardCopyOption.REPLACE_EXISTING);
+                  builder.addCustomRules(tempFile);
+                } finally {
+                  Files.delete(tempFile);
+                }
+              } catch (IOException e) {
+                throw new IllegalStateException(e);
+              }
+            });
+
+    config.getJmxConfig().stream().map(Paths::get).forEach(builder::addCustomRules);
+    return builder.build();
   }
 
   private void start() throws IOException {
@@ -250,7 +278,8 @@ private void start() throws IOException {
 
     try (JMXConnector connector = client.build()) {
       MBeanServerConnection connection = connector.getMBeanServerConnection();
-      service.startRemote(getMetricConfig(config), () -> singletonList(connection));
+
+      jmxTelemetry.start(() -> singletonList(connection));
 
       running.set(true);
       logger.info("JMX scraping started");
@@ -264,32 +293,4 @@ private void start() throws IOException {
       }
     }
   }
-
-  private static MetricConfiguration getMetricConfig(JmxScraperConfig scraperConfig) {
-    MetricConfiguration config = new MetricConfiguration();
-    for (String system : scraperConfig.getTargetSystems()) {
-      try (InputStream yaml = scraperConfig.getTargetSystemYaml(system)) {
-        RuleParser.get().addMetricDefsTo(config, yaml, system);
-      } catch (IOException e) {
-        throw new IllegalStateException("Error while loading rules for system " + system, e);
-      }
-    }
-    for (String file : scraperConfig.getJmxConfig()) {
-      addRulesFromFile(file, config);
-    }
-    return config;
-  }
-
-  private static void addRulesFromFile(String file, MetricConfiguration conf) {
-    Path path = Paths.get(file);
-    if (!Files.isReadable(path)) {
-      throw new IllegalArgumentException("Unable to read file: " + path);
-    }
-
-    try (InputStream inputStream = Files.newInputStream(path)) {
-      RuleParser.get().addMetricDefsTo(conf, inputStream, file);
-    } catch (IOException e) {
-      throw new IllegalArgumentException("Error while loading rules from file: " + file, e);
-    }
-  }
 }