diff --git a/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/BigQueryOptions.java b/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/BigQueryOptions.java
index 427b03429d22..a2b506408ee0 100644
--- a/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/BigQueryOptions.java
+++ b/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/BigQueryOptions.java
@@ -18,6 +18,7 @@
 package org.apache.beam.sdk.io.gcp.bigquery;
 
 import com.fasterxml.jackson.annotation.JsonIgnore;
+import java.util.Map;
 import org.apache.beam.sdk.extensions.gcp.options.GcpOptions;
 import org.apache.beam.sdk.options.ApplicationNameOptions;
 import org.apache.beam.sdk.options.Default;
@@ -216,6 +217,13 @@ public interface BigQueryOptions
 
   void setEnableStorageReadApiV2(Boolean value);
 
+  @Description(
+      "A map with string labels to be passed to BigQuery export, query and other jobs. "
+          + "See: https://cloud.google.com/bigquery/docs/reference/rest/v2/Job#JobConfiguration")
+  Map<String, String> getJobLabelsMap();
+
+  void setJobLabelsMap(Map<String, String> value);
+
   /** BQ endpoint to use. If unspecified, uses the default endpoint. */
   @JsonIgnore
   @Hidden
diff --git a/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/BigQueryServicesImpl.java b/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/BigQueryServicesImpl.java
index 97ba11b42ac6..432f31e81c90 100644
--- a/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/BigQueryServicesImpl.java
+++ b/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/BigQueryServicesImpl.java
@@ -221,19 +221,26 @@ static class JobServiceImpl implements BigQueryServices.JobService {
     private final ApiErrorExtractor errorExtractor;
     private final Bigquery client;
     private final BigQueryIOMetadata bqIOMetadata;
+    private final Map<String, String> jobLabels;
 
     @VisibleForTesting
     JobServiceImpl(Bigquery client) {
+      this(client, new HashMap<>());
+    }
+
+    @VisibleForTesting
+    JobServiceImpl(Bigquery client, Map<String, String> jobLabels) {
       this.errorExtractor = new ApiErrorExtractor();
       this.client = client;
       this.bqIOMetadata = BigQueryIOMetadata.create();
+      this.jobLabels = new HashMap<>(jobLabels);
     }
 
     @VisibleForTesting
     JobServiceImpl(BigQueryOptions options) {
-      this.errorExtractor = new ApiErrorExtractor();
-      this.client = newBigQueryClient(options).build();
-      this.bqIOMetadata = BigQueryIOMetadata.create();
+      this(
+          newBigQueryClient(options).build(),
+          options.getJobLabelsMap() != null ? options.getJobLabelsMap() : new HashMap<>());
     }
 
     @VisibleForTesting
@@ -251,14 +258,13 @@ Bigquery getClient() {
     @Override
     public void startLoadJob(JobReference jobRef, JobConfigurationLoad loadConfig)
         throws InterruptedException, IOException {
-      Map<String, String> labelMap = new HashMap<>();
       Job job =
           new Job()
               .setJobReference(jobRef)
               .setConfiguration(
                   new JobConfiguration()
                       .setLoad(loadConfig)
-                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(labelMap)));
+                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(this.jobLabels)));
       startJob(job, errorExtractor, client);
     }
 
@@ -273,14 +279,13 @@ public void startLoadJob(JobReference jobRef, JobConfigurationLoad loadConfig)
     public void startLoadJob(
         JobReference jobRef, JobConfigurationLoad loadConfig, AbstractInputStreamContent stream)
         throws InterruptedException, IOException {
-      Map<String, String> labelMap = new HashMap<>();
       Job job =
           new Job()
               .setJobReference(jobRef)
               .setConfiguration(
                   new JobConfiguration()
                       .setLoad(loadConfig)
-                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(labelMap)));
+                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(this.jobLabels)));
       startJobStream(job, stream, errorExtractor, client, Sleeper.DEFAULT, createDefaultBackoff());
     }
 
@@ -294,14 +299,13 @@ public void startLoadJob(
     @Override
     public void startExtractJob(JobReference jobRef, JobConfigurationExtract extractConfig)
         throws InterruptedException, IOException {
-      Map<String, String> labelMap = new HashMap<>();
       Job job =
           new Job()
               .setJobReference(jobRef)
               .setConfiguration(
                   new JobConfiguration()
                       .setExtract(extractConfig)
-                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(labelMap)));
+                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(this.jobLabels)));
       startJob(job, errorExtractor, client);
     }
 
@@ -315,14 +319,13 @@ public void startExtractJob(JobReference jobRef, JobConfigurationExtract extract
     @Override
     public void startQueryJob(JobReference jobRef, JobConfigurationQuery queryConfig)
         throws IOException, InterruptedException {
-      Map<String, String> labelMap = new HashMap<>();
       Job job =
           new Job()
               .setJobReference(jobRef)
               .setConfiguration(
                   new JobConfiguration()
                       .setQuery(queryConfig)
-                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(labelMap)));
+                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(this.jobLabels)));
       startJob(job, errorExtractor, client);
     }
 
@@ -336,14 +339,13 @@ public void startQueryJob(JobReference jobRef, JobConfigurationQuery queryConfig
     @Override
     public void startCopyJob(JobReference jobRef, JobConfigurationTableCopy copyConfig)
         throws IOException, InterruptedException {
-      Map<String, String> labelMap = new HashMap<>();
       Job job =
           new Job()
               .setJobReference(jobRef)
               .setConfiguration(
                   new JobConfiguration()
                       .setCopy(copyConfig)
-                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(labelMap)));
+                      .setLabels(this.bqIOMetadata.addAdditionalJobLabels(this.jobLabels)));
       startJob(job, errorExtractor, client);
     }