hudi-agent commented on code in PR #19811:
URL: https://github.com/apache/hudi/pull/19811#discussion_r3951577521


##########
hudi-utilities/src/main/java/org/apache/hudi/utilities/streamer/HoodieMultiTableStreamer.java:
##########
@@ -461,28 +484,186 @@ private static String resetTarget(Config configuration, 
String database, String
 
   /**
    * Creates actual HoodieDeltaStreamer objects for every table/topic and does 
incremental sync.
+   *
+   * <p>In continuous mode each table's sync blocks until it is shut down, so 
the tables are synced concurrently.
+   * Otherwise the tables are synced sequentially, one after another.
    */
   public void sync() {
+    try {
+      if (continuousMode) {
+        syncContinuously();
+      } else {
+        syncSequentially();
+      }
+    } finally {
+      log.info("Ingestion was successful for topics: {}", successTables);
+      if (!failedTables.isEmpty()) {
+        log.info("Ingestion failed for topics: {}", failedTables);
+      }
+    }
+  }
+
+  private void syncSequentially() {
     for (TableExecutionContext context : tableExecutionContexts) {
       HoodieStreamer streamer = null;
       try {
         streamer = new HoodieStreamer(context.getConfig(), jssc, 
Option.ofNullable(context.getProperties()));
         streamer.sync();
         successTables.add(Helpers.getTableWithDatabase(context));
-        streamer.shutdownGracefully();
       } catch (Exception e) {
         log.error("error while running MultiTableDeltaStreamer for table: {}", 
context.getTableName(), e);
         failedTables.add(Helpers.getTableWithDatabase(context));
       } finally {
         if (streamer != null) {
-          streamer.shutdownGracefully();
+          shutdownQuietly(streamer, context);
         }
       }
     }
+  }
+
+  /**
+   * Syncs all tables concurrently, one thread per table. Used for continuous 
mode where each table's sync blocks
+   * indefinitely.
+   *
+   * <p>When {@code --fail-fast-on-continuous} is enabled, the first table 
failure fails the whole job. The sibling
+   * streamers are shut down and a {@link HoodieException} is thrown so the 
caller can exit with a non-zero status.
+   * Otherwise, every table is synced independently and a single failure does 
not affect the others.
+   */
+  private void syncContinuously() {
+    if (tableExecutionContexts.isEmpty()) {
+      return;
+    }
+    // Streamer instances are registered from worker threads, so a thread-safe 
list is required.
+    final List<HoodieStreamer> streamerInstances = new 
CopyOnWriteArrayList<>();
+    // Set once fail fast trips, so tasks that register their streamer 
afterwards stop before starting the sync.
+    final AtomicBoolean shutdownRequested = new AtomicBoolean(false);
+    final ExecutorService executor = 
Executors.newFixedThreadPool(tableExecutionContexts.size(),
+        new CustomizedThreadFactory("multi-table-streamer", true));
+    boolean terminated = false;
+    try {
+      final List<CompletableFuture<Void>> tableFutures = 
tableExecutionContexts.stream()
+          .map(context -> CompletableFuture.runAsync(() -> {

Review Comment:
   🤖 nit: have you considered pulling this ~30-line lambda into a named method 
like `runTableSync(context, streamerInstances, shutdownRequested)`? 
`syncContinuously()` would then read as just setup → submit → await → teardown, 
and the per-table registration/fail-fast logic gets its own javadoc.
   
   <sub><i>⚠️ AI-generated; verify before applying. React 👍/👎 to flag 
quality.</i></sub>



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