pabloem commented on a change in pull request #12151:
URL: https://github.com/apache/beam/pull/12151#discussion_r454524365



##########
File path: 
sdks/java/io/snowflake/src/main/java/org/apache/beam/sdk/io/snowflake/SnowflakeIO.java
##########
@@ -684,14 +819,61 @@ private void checkArguments() {
           (getDataSourceProviderFn() != null),
           "withDataSourceConfiguration() or withDataSourceProviderFn() is 
required");
 
-      checkArgument(getTable() != null, "withTable() is required");
+      if (input.isBounded() == PCollection.IsBounded.UNBOUNDED) {
+        checkArgument(getSnowPipe() != null, "withSnowPipe() is required");
+      } else {
+        checkArgument(getTable() != null, "to() is required");
+      }
     }
 
-    private PCollection<String> write(PCollection<T> input, String 
stagingBucketDir) {
+    private PCollection<T> writeStream(PCollection<T> input, String 
stagingBucketDir) {
       SnowflakeService snowflakeService =
-          getSnowflakeService() != null ? getSnowflakeService() : new 
SnowflakeServiceImpl();
+          getSnowflakeService() != null
+              ? getSnowflakeService()
+              : new SnowflakeStreamingServiceImpl();
+
+      /* Ensure that files will be created after specific record count or 
duration specified */
+      PCollection<T> inputInGlobalWindow =
+          input.apply(
+              "rewindowIntoGlobal",
+              Window.<T>into(new GlobalWindows())
+                  .triggering(
+                      Repeatedly.forever(
+                          AfterFirst.of(
+                              AfterProcessingTime.pastFirstElementInPane()
+                                  .plusDelayOf(getFlushTimeLimit()),
+                              
AfterPane.elementCountAtLeast(getFlushRowLimit()))))
+                  .discardingFiredPanes());
+
+      int shards = (getShardsNumber() > 0) ? getShardsNumber() : 
DEFAULT_STREAMING_SHARDS_NUMBER;
+      PCollection files = writeFiles(inputInGlobalWindow, stagingBucketDir, 
shards);
+
+      /* Ensuring that files will be ingested after flush time */
+      files =
+          (PCollection)
+              files.apply(
+                  "applyUserTrigger",
+                  Window.<T>into(new GlobalWindows())
+                      .triggering(
+                          Repeatedly.forever(
+                              AfterProcessingTime.pastFirstElementInPane()
+                                  .plusDelayOf(getFlushTimeLimit())))
+                      .discardingFiredPanes());
+      files =
+          (PCollection)
+              files.apply(
+                  "Create list of logs to copy",
+                  Combine.globally(new Concatenate()).withoutDefaults());

Review comment:
       You can just KeyBy(same key) + GroupByKey, and read one by one - but it 
may be fine to leave as is if we don't expect > 100 files or so




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