diff --git a/bigquery/cloud-client/src/main/java/com/example/bigquery/QuerySample.java b/bigquery/cloud-client/src/main/java/com/example/bigquery/QuerySample.java
index c9e9438eb73..f37b3c19b91 100644
--- a/bigquery/cloud-client/src/main/java/com/example/bigquery/QuerySample.java
+++ b/bigquery/cloud-client/src/main/java/com/example/bigquery/QuerySample.java
@@ -56,8 +56,8 @@ public static void runStandardSqlQuery(String queryString)
       throws TimeoutException, InterruptedException {
     QueryJobConfiguration queryConfig =
         QueryJobConfiguration.newBuilder(queryString)
-            // To use standard SQL syntax, set useLegacySql to false.
-            // See: https://cloud.google.com/bigquery/sql-reference/
+            // To use standard SQL syntax, set useLegacySql to false. See:
+            // https://cloud.google.com/bigquery/docs/reference/standard-sql/enabling-standard-sql
             .setUseLegacySql(false)
             .build();
 
@@ -73,12 +73,12 @@ public static void runQueryPermanentTable(
       boolean allowLargeResults) throws TimeoutException, InterruptedException {
     QueryJobConfiguration queryConfig =
         QueryJobConfiguration.newBuilder(queryString)
-            // Save the results of the query to a permanent table.
-            // See: https://cloud.google.com/bigquery/querying-data#permanent-table
+            // Save the results of the query to a permanent table. See:
+            // https://cloud.google.com/bigquery/docs/writing-results#permanent-table
             .setDestinationTable(TableId.of(destinationDataset, destinationTable))
             // Allow results larger than the maximum response size.
-            // If true, a destination table must be set.
-            // See: https://cloud.google.com/bigquery/querying-data#large-results
+            // If true, a destination table must be set. See: 
+            // https://cloud.google.com/bigquery/docs/writing-results#large-results
             .setAllowLargeResults(allowLargeResults)
             .build();
 
@@ -91,8 +91,8 @@ public static void runUncachedQuery(String queryString)
       throws TimeoutException, InterruptedException {
     QueryJobConfiguration queryConfig =
         QueryJobConfiguration.newBuilder(queryString)
-            // Do not use the query cache. Force live query evaluation.
-            // See: https://cloud.google.com/bigquery/querying-data#query-caching
+            // Do not use the query cache. Force live query evaluation. See:
+            // https://cloud.google.com/bigquery/docs/cached-results#disabling_retrieval_of_cached_results
             .setUseQueryCache(false)
             .build();
 
@@ -106,8 +106,8 @@ public static void runBatchQuery(String queryString)
     QueryJobConfiguration queryConfig =
         QueryJobConfiguration.newBuilder(queryString)
             // Run at batch priority, which won't count toward concurrent rate
-            // limit.
-            // See: https://cloud.google.com/bigquery/querying-data#interactive-batch
+            // limit. See:
+            // https://cloud.google.com/bigquery/docs/running-queries#batch
             .setPriority(QueryJobConfiguration.Priority.BATCH)
             .build();