frankgh commented on code in PR #32:
URL: 
https://github.com/apache/cassandra-analytics/pull/32#discussion_r1454284104


##########
cassandra-analytics-integration-tests/src/test/java/org/apache/cassandra/analytics/BlockedInstancesTest.java:
##########
@@ -0,0 +1,167 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.cassandra.analytics;
+
+import java.io.IOException;
+import java.lang.reflect.Method;
+import java.util.Collections;
+import java.util.Map;
+import java.util.Set;
+
+import org.apache.commons.lang3.StringUtils;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestInfo;
+
+import org.apache.cassandra.distributed.UpgradeableCluster;
+import org.apache.cassandra.distributed.api.Feature;
+import org.apache.cassandra.distributed.api.IInstance;
+import org.apache.cassandra.sidecar.testing.QualifiedName;
+import org.apache.cassandra.spark.bulkwriter.WriterOptions;
+import org.apache.cassandra.testing.TestVersion;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Row;
+import org.apache.spark.sql.SparkSession;
+
+import static com.datastax.driver.core.ConsistencyLevel.ALL;
+import static com.datastax.driver.core.ConsistencyLevel.ONE;
+import static com.datastax.driver.core.ConsistencyLevel.QUORUM;
+import static 
org.apache.cassandra.testing.TestUtils.CREATE_TEST_TABLE_STATEMENT;
+import static org.apache.cassandra.testing.TestUtils.DC1_RF3;
+import static org.apache.cassandra.testing.TestUtils.ROW_COUNT;
+import static org.apache.cassandra.testing.TestUtils.TEST_KEYSPACE;
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.catchThrowable;
+
+public class BlockedInstancesTest extends ResiliencyTestBase
+{
+    Dataset<Row> df;
+    Map<IInstance, Set<String>> expectedInstanceData;
+
+    @Test
+    void testSingleBlockedNodeSucceeds(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                            .option("blocked_instances", 
"127.0.0.2")
+                                            .save();
+        expectedInstanceData.entrySet()
+                            .stream()
+                            .filter(e -> 
e.getKey().broadcastAddress().getAddress().getHostAddress().equals("127.0.0.2"))
+                            .forEach(e -> e.setValue(Collections.emptySet()));
+        validateNodeSpecificData(table, expectedInstanceData);
+        validateData(table, cl.readCL, ROW_COUNT);
+
+    }
+
+    @Test
+    void testSingleBlockedNodeWithWriteFailure(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(ONE, ALL);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        Throwable thrown = catchThrowable(() ->
+                                          bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                                                              
.option("blocked_instances", "127.0.0.2")
+                                                                              
.save());
+        validateFailedJob(table, cl, thrown);
+    }
+
+    @Test
+    void testMultipleBlockedNodesWithWriteFailure(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        Throwable thrown = catchThrowable(() ->
+                                          bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                                                              
.option("blocked_instances", "127.0.0.2,127.0.0.3")
+                                                                              
.save());
+        validateFailedJob(table, cl, thrown);
+    }
+
+    private void validateFailedJob(QualifiedName table, TestConsistencyLevel 
cl, Throwable thrown)
+    {
+        assertThat(thrown).isInstanceOf(RuntimeException.class)
+                          .hasMessageContaining("java.lang.RuntimeException: 
Bulk Write to Cassandra has failed");
+
+        Throwable cause = thrown;
+        while (cause != null && !StringUtils.contains(cause.getMessage(), 
"Failed to load"))
+        {
+            cause = cause.getCause();
+        }
+
+        assertThat(cause).isNotNull()
+                         .hasMessageFindingMatch(String.format("Failed to load 
(\\d+) ranges with %s for " +
+                                                 "job ([a-zA-Z0-9-]+) in phase 
Environment Validation.", cl.writeCL));
+
+        expectedInstanceData.entrySet()
+                            .stream()
+                            .forEach(e -> e.setValue(Collections.emptySet()));
+        validateNodeSpecificData(table, expectedInstanceData);
+        validateData(table, cl.readCL, 0);
+
+    }
+
+
+    protected ClusterBuilderConfiguration testClusterConfiguration()
+    {
+        return clusterConfig().nodesPerDc(3)
+                              .requestFeature(Feature.NETWORK);
+    }
+
+    @Override
+    protected void beforeTestStart()
+    {
+        SparkSession spark = getOrCreateSparkSession();
+        // Generate some artificial data for the test
+        df = DataGenerationUtils.generateCourseData(spark, ROW_COUNT);
+        // Generate the expected data for the new instances
+        expectedInstanceData = generateExpectedInstanceData(cluster, 
Collections.emptyList(), ROW_COUNT);
+    }
+
+    @Override
+    protected UpgradeableCluster provisionCluster(TestVersion testVersion) 
throws IOException
+    {
+        ClusterBuilderConfiguration configuration = testClusterConfiguration();
+        return clusterBuilder(configuration, testVersion);
+    }
+
+    @Override
+    protected void initializeSchemaForTest()
+    {
+        createTestKeyspace(TEST_KEYSPACE, DC1_RF3);
+
+        try
+        {
+            Class<?> testClass = 
Class.forName("org.apache.cassandra.analytics.BlockedInstancesTest");
+            Method[] methods = testClass.getDeclaredMethods();
+
+            for (Method method : methods)
+            {
+                if (method.isAnnotationPresent(Test.class))
+                {
+                    createTestTable(new QualifiedName(TEST_KEYSPACE, 
method.getName().toLowerCase()), CREATE_TEST_TABLE_STATEMENT);

Review Comment:
   there are some limitations on valid keyspace/table names in Cassandra, 
including length, so we need to be a bit careful there. but this looks like a 
clever approach to setup schemas



##########
cassandra-analytics-integration-tests/src/test/java/org/apache/cassandra/analytics/BlockedInstancesTest.java:
##########
@@ -0,0 +1,167 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.cassandra.analytics;
+
+import java.io.IOException;
+import java.lang.reflect.Method;
+import java.util.Collections;
+import java.util.Map;
+import java.util.Set;
+
+import org.apache.commons.lang3.StringUtils;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestInfo;
+
+import org.apache.cassandra.distributed.UpgradeableCluster;
+import org.apache.cassandra.distributed.api.Feature;
+import org.apache.cassandra.distributed.api.IInstance;
+import org.apache.cassandra.sidecar.testing.QualifiedName;
+import org.apache.cassandra.spark.bulkwriter.WriterOptions;
+import org.apache.cassandra.testing.TestVersion;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Row;
+import org.apache.spark.sql.SparkSession;
+
+import static com.datastax.driver.core.ConsistencyLevel.ALL;
+import static com.datastax.driver.core.ConsistencyLevel.ONE;
+import static com.datastax.driver.core.ConsistencyLevel.QUORUM;
+import static 
org.apache.cassandra.testing.TestUtils.CREATE_TEST_TABLE_STATEMENT;
+import static org.apache.cassandra.testing.TestUtils.DC1_RF3;
+import static org.apache.cassandra.testing.TestUtils.ROW_COUNT;
+import static org.apache.cassandra.testing.TestUtils.TEST_KEYSPACE;
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.catchThrowable;
+
+public class BlockedInstancesTest extends ResiliencyTestBase
+{
+    Dataset<Row> df;
+    Map<IInstance, Set<String>> expectedInstanceData;
+
+    @Test
+    void testSingleBlockedNodeSucceeds(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                            .option("blocked_instances", 
"127.0.0.2")
+                                            .save();
+        expectedInstanceData.entrySet()
+                            .stream()
+                            .filter(e -> 
e.getKey().broadcastAddress().getAddress().getHostAddress().equals("127.0.0.2"))
+                            .forEach(e -> e.setValue(Collections.emptySet()));
+        validateNodeSpecificData(table, expectedInstanceData);
+        validateData(table, cl.readCL, ROW_COUNT);
+
+    }
+
+    @Test
+    void testSingleBlockedNodeWithWriteFailure(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(ONE, ALL);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        Throwable thrown = catchThrowable(() ->
+                                          bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                                                              
.option("blocked_instances", "127.0.0.2")
+                                                                              
.save());
+        validateFailedJob(table, cl, thrown);
+    }
+
+    @Test
+    void testMultipleBlockedNodesWithWriteFailure(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        Throwable thrown = catchThrowable(() ->
+                                          bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                                                              
.option("blocked_instances", "127.0.0.2,127.0.0.3")
+                                                                              
.save());
+        validateFailedJob(table, cl, thrown);
+    }
+
+    private void validateFailedJob(QualifiedName table, TestConsistencyLevel 
cl, Throwable thrown)
+    {
+        assertThat(thrown).isInstanceOf(RuntimeException.class)
+                          .hasMessageContaining("java.lang.RuntimeException: 
Bulk Write to Cassandra has failed");
+
+        Throwable cause = thrown;
+        while (cause != null && !StringUtils.contains(cause.getMessage(), 
"Failed to load"))
+        {
+            cause = cause.getCause();
+        }
+
+        assertThat(cause).isNotNull()
+                         .hasMessageFindingMatch(String.format("Failed to load 
(\\d+) ranges with %s for " +
+                                                 "job ([a-zA-Z0-9-]+) in phase 
Environment Validation.", cl.writeCL));
+
+        expectedInstanceData.entrySet()
+                            .stream()
+                            .forEach(e -> e.setValue(Collections.emptySet()));
+        validateNodeSpecificData(table, expectedInstanceData);
+        validateData(table, cl.readCL, 0);
+
+    }
+
+
+    protected ClusterBuilderConfiguration testClusterConfiguration()
+    {
+        return clusterConfig().nodesPerDc(3)
+                              .requestFeature(Feature.NETWORK);
+    }
+
+    @Override
+    protected void beforeTestStart()
+    {
+        SparkSession spark = getOrCreateSparkSession();
+        // Generate some artificial data for the test
+        df = DataGenerationUtils.generateCourseData(spark, ROW_COUNT);
+        // Generate the expected data for the new instances
+        expectedInstanceData = generateExpectedInstanceData(cluster, 
Collections.emptyList(), ROW_COUNT);
+    }
+
+    @Override
+    protected UpgradeableCluster provisionCluster(TestVersion testVersion) 
throws IOException
+    {
+        ClusterBuilderConfiguration configuration = testClusterConfiguration();
+        return clusterBuilder(configuration, testVersion);
+    }
+
+    @Override
+    protected void initializeSchemaForTest()
+    {
+        createTestKeyspace(TEST_KEYSPACE, DC1_RF3);
+
+        try
+        {
+            Class<?> testClass = 
Class.forName("org.apache.cassandra.analytics.BlockedInstancesTest");

Review Comment:
   how about doing `this.getClass()` instead in case the name of the file 
changes or package moves?



##########
cassandra-analytics-integration-tests/src/test/java/org/apache/cassandra/analytics/BlockedInstancesTest.java:
##########
@@ -0,0 +1,167 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.cassandra.analytics;
+
+import java.io.IOException;
+import java.lang.reflect.Method;
+import java.util.Collections;
+import java.util.Map;
+import java.util.Set;
+
+import org.apache.commons.lang3.StringUtils;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestInfo;
+
+import org.apache.cassandra.distributed.UpgradeableCluster;
+import org.apache.cassandra.distributed.api.Feature;
+import org.apache.cassandra.distributed.api.IInstance;
+import org.apache.cassandra.sidecar.testing.QualifiedName;
+import org.apache.cassandra.spark.bulkwriter.WriterOptions;
+import org.apache.cassandra.testing.TestVersion;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Row;
+import org.apache.spark.sql.SparkSession;
+
+import static com.datastax.driver.core.ConsistencyLevel.ALL;
+import static com.datastax.driver.core.ConsistencyLevel.ONE;
+import static com.datastax.driver.core.ConsistencyLevel.QUORUM;
+import static 
org.apache.cassandra.testing.TestUtils.CREATE_TEST_TABLE_STATEMENT;
+import static org.apache.cassandra.testing.TestUtils.DC1_RF3;
+import static org.apache.cassandra.testing.TestUtils.ROW_COUNT;
+import static org.apache.cassandra.testing.TestUtils.TEST_KEYSPACE;
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.catchThrowable;
+
+public class BlockedInstancesTest extends ResiliencyTestBase
+{
+    Dataset<Row> df;
+    Map<IInstance, Set<String>> expectedInstanceData;
+
+    @Test
+    void testSingleBlockedNodeSucceeds(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                            .option("blocked_instances", 
"127.0.0.2")
+                                            .save();
+        expectedInstanceData.entrySet()
+                            .stream()
+                            .filter(e -> 
e.getKey().broadcastAddress().getAddress().getHostAddress().equals("127.0.0.2"))
+                            .forEach(e -> e.setValue(Collections.emptySet()));
+        validateNodeSpecificData(table, expectedInstanceData);
+        validateData(table, cl.readCL, ROW_COUNT);
+
+    }
+
+    @Test
+    void testSingleBlockedNodeWithWriteFailure(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(ONE, ALL);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        Throwable thrown = catchThrowable(() ->
+                                          bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                                                              
.option("blocked_instances", "127.0.0.2")
+                                                                              
.save());
+        validateFailedJob(table, cl, thrown);
+    }
+
+    @Test
+    void testMultipleBlockedNodesWithWriteFailure(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        Throwable thrown = catchThrowable(() ->
+                                          bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                                                              
.option("blocked_instances", "127.0.0.2,127.0.0.3")

Review Comment:
   use writer option instead for consistency?



##########
cassandra-analytics-integration-tests/src/test/java/org/apache/cassandra/analytics/BlockedInstancesTest.java:
##########
@@ -0,0 +1,167 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.cassandra.analytics;
+
+import java.io.IOException;
+import java.lang.reflect.Method;
+import java.util.Collections;
+import java.util.Map;
+import java.util.Set;
+
+import org.apache.commons.lang3.StringUtils;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestInfo;
+
+import org.apache.cassandra.distributed.UpgradeableCluster;
+import org.apache.cassandra.distributed.api.Feature;
+import org.apache.cassandra.distributed.api.IInstance;
+import org.apache.cassandra.sidecar.testing.QualifiedName;
+import org.apache.cassandra.spark.bulkwriter.WriterOptions;
+import org.apache.cassandra.testing.TestVersion;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Row;
+import org.apache.spark.sql.SparkSession;
+
+import static com.datastax.driver.core.ConsistencyLevel.ALL;
+import static com.datastax.driver.core.ConsistencyLevel.ONE;
+import static com.datastax.driver.core.ConsistencyLevel.QUORUM;
+import static 
org.apache.cassandra.testing.TestUtils.CREATE_TEST_TABLE_STATEMENT;
+import static org.apache.cassandra.testing.TestUtils.DC1_RF3;
+import static org.apache.cassandra.testing.TestUtils.ROW_COUNT;
+import static org.apache.cassandra.testing.TestUtils.TEST_KEYSPACE;
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.catchThrowable;
+
+public class BlockedInstancesTest extends ResiliencyTestBase
+{
+    Dataset<Row> df;
+    Map<IInstance, Set<String>> expectedInstanceData;
+
+    @Test
+    void testSingleBlockedNodeSucceeds(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                            .option("blocked_instances", 
"127.0.0.2")
+                                            .save();
+        expectedInstanceData.entrySet()
+                            .stream()
+                            .filter(e -> 
e.getKey().broadcastAddress().getAddress().getHostAddress().equals("127.0.0.2"))
+                            .forEach(e -> e.setValue(Collections.emptySet()));
+        validateNodeSpecificData(table, expectedInstanceData);
+        validateData(table, cl.readCL, ROW_COUNT);
+
+    }
+
+    @Test
+    void testSingleBlockedNodeWithWriteFailure(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(ONE, ALL);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        Throwable thrown = catchThrowable(() ->
+                                          bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                                                              
.option("blocked_instances", "127.0.0.2")

Review Comment:
   use the writer option instead for consistency?



##########
cassandra-analytics-integration-tests/src/test/java/org/apache/cassandra/analytics/BlockedInstancesTest.java:
##########
@@ -0,0 +1,167 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.cassandra.analytics;
+
+import java.io.IOException;
+import java.lang.reflect.Method;
+import java.util.Collections;
+import java.util.Map;
+import java.util.Set;
+
+import org.apache.commons.lang3.StringUtils;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestInfo;
+
+import org.apache.cassandra.distributed.UpgradeableCluster;
+import org.apache.cassandra.distributed.api.Feature;
+import org.apache.cassandra.distributed.api.IInstance;
+import org.apache.cassandra.sidecar.testing.QualifiedName;
+import org.apache.cassandra.spark.bulkwriter.WriterOptions;
+import org.apache.cassandra.testing.TestVersion;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Row;
+import org.apache.spark.sql.SparkSession;
+
+import static com.datastax.driver.core.ConsistencyLevel.ALL;
+import static com.datastax.driver.core.ConsistencyLevel.ONE;
+import static com.datastax.driver.core.ConsistencyLevel.QUORUM;
+import static 
org.apache.cassandra.testing.TestUtils.CREATE_TEST_TABLE_STATEMENT;
+import static org.apache.cassandra.testing.TestUtils.DC1_RF3;
+import static org.apache.cassandra.testing.TestUtils.ROW_COUNT;
+import static org.apache.cassandra.testing.TestUtils.TEST_KEYSPACE;
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.catchThrowable;
+
+public class BlockedInstancesTest extends ResiliencyTestBase
+{
+    Dataset<Row> df;
+    Map<IInstance, Set<String>> expectedInstanceData;
+
+    @Test
+    void testSingleBlockedNodeSucceeds(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                            .option("blocked_instances", 
"127.0.0.2")
+                                            .save();
+        expectedInstanceData.entrySet()
+                            .stream()
+                            .filter(e -> 
e.getKey().broadcastAddress().getAddress().getHostAddress().equals("127.0.0.2"))
+                            .forEach(e -> e.setValue(Collections.emptySet()));
+        validateNodeSpecificData(table, expectedInstanceData);
+        validateData(table, cl.readCL, ROW_COUNT);
+

Review Comment:
   nit empty line



##########
cassandra-analytics-integration-tests/src/test/java/org/apache/cassandra/analytics/BlockedInstancesTest.java:
##########
@@ -0,0 +1,167 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.cassandra.analytics;
+
+import java.io.IOException;
+import java.lang.reflect.Method;
+import java.util.Collections;
+import java.util.Map;
+import java.util.Set;
+
+import org.apache.commons.lang3.StringUtils;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestInfo;
+
+import org.apache.cassandra.distributed.UpgradeableCluster;
+import org.apache.cassandra.distributed.api.Feature;
+import org.apache.cassandra.distributed.api.IInstance;
+import org.apache.cassandra.sidecar.testing.QualifiedName;
+import org.apache.cassandra.spark.bulkwriter.WriterOptions;
+import org.apache.cassandra.testing.TestVersion;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Row;
+import org.apache.spark.sql.SparkSession;
+
+import static com.datastax.driver.core.ConsistencyLevel.ALL;
+import static com.datastax.driver.core.ConsistencyLevel.ONE;
+import static com.datastax.driver.core.ConsistencyLevel.QUORUM;
+import static 
org.apache.cassandra.testing.TestUtils.CREATE_TEST_TABLE_STATEMENT;
+import static org.apache.cassandra.testing.TestUtils.DC1_RF3;
+import static org.apache.cassandra.testing.TestUtils.ROW_COUNT;
+import static org.apache.cassandra.testing.TestUtils.TEST_KEYSPACE;
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.catchThrowable;
+
+public class BlockedInstancesTest extends ResiliencyTestBase
+{
+    Dataset<Row> df;
+    Map<IInstance, Set<String>> expectedInstanceData;
+
+    @Test
+    void testSingleBlockedNodeSucceeds(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                            .option("blocked_instances", 
"127.0.0.2")
+                                            .save();
+        expectedInstanceData.entrySet()
+                            .stream()
+                            .filter(e -> 
e.getKey().broadcastAddress().getAddress().getHostAddress().equals("127.0.0.2"))
+                            .forEach(e -> e.setValue(Collections.emptySet()));
+        validateNodeSpecificData(table, expectedInstanceData);
+        validateData(table, cl.readCL, ROW_COUNT);
+
+    }
+
+    @Test
+    void testSingleBlockedNodeWithWriteFailure(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(ONE, ALL);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        Throwable thrown = catchThrowable(() ->
+                                          bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                                                              
.option("blocked_instances", "127.0.0.2")
+                                                                              
.save());
+        validateFailedJob(table, cl, thrown);
+    }
+
+    @Test
+    void testMultipleBlockedNodesWithWriteFailure(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        Throwable thrown = catchThrowable(() ->
+                                          bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                                                              
.option("blocked_instances", "127.0.0.2,127.0.0.3")
+                                                                              
.save());
+        validateFailedJob(table, cl, thrown);
+    }
+
+    private void validateFailedJob(QualifiedName table, TestConsistencyLevel 
cl, Throwable thrown)
+    {
+        assertThat(thrown).isInstanceOf(RuntimeException.class)
+                          .hasMessageContaining("java.lang.RuntimeException: 
Bulk Write to Cassandra has failed");
+
+        Throwable cause = thrown;
+        while (cause != null && !StringUtils.contains(cause.getMessage(), 
"Failed to load"))
+        {
+            cause = cause.getCause();
+        }
+
+        assertThat(cause).isNotNull()
+                         .hasMessageFindingMatch(String.format("Failed to load 
(\\d+) ranges with %s for " +
+                                                 "job ([a-zA-Z0-9-]+) in phase 
Environment Validation.", cl.writeCL));
+
+        expectedInstanceData.entrySet()
+                            .stream()
+                            .forEach(e -> e.setValue(Collections.emptySet()));
+        validateNodeSpecificData(table, expectedInstanceData);
+        validateData(table, cl.readCL, 0);
+
+    }
+
+
+    protected ClusterBuilderConfiguration testClusterConfiguration()
+    {
+        return clusterConfig().nodesPerDc(3)
+                              .requestFeature(Feature.NETWORK);
+    }
+
+    @Override
+    protected void beforeTestStart()
+    {
+        SparkSession spark = getOrCreateSparkSession();
+        // Generate some artificial data for the test
+        df = DataGenerationUtils.generateCourseData(spark, ROW_COUNT);
+        // Generate the expected data for the new instances
+        expectedInstanceData = generateExpectedInstanceData(cluster, 
Collections.emptyList(), ROW_COUNT);
+    }
+
+    @Override
+    protected UpgradeableCluster provisionCluster(TestVersion testVersion) 
throws IOException
+    {
+        ClusterBuilderConfiguration configuration = testClusterConfiguration();
+        return clusterBuilder(configuration, testVersion);

Review Comment:
   minor NIT: inline? 
   ```suggestion
           return clusterBuilder(testClusterConfiguration(), testVersion);
   ```



##########
cassandra-analytics-core/src/main/java/org/apache/cassandra/spark/bulkwriter/WriterOptions.java:
##########
@@ -50,4 +50,5 @@ public enum WriterOptions implements WriterOption
      * support mixed case and reserved keyword names for these fields.
      */
     QUOTE_IDENTIFIERS,
+    BLOCKED_INSTANCES,

Review Comment:
   how about calling them `BLOCKED_SIDECAR_INSTANCES` to be explicit about 
which instances are blocked. Also, I think we should add javadocs to all these 
properties (in a different jira); but in the context of this PR, we should add 
javadocs to the property that is being added. 



##########
cassandra-analytics-integration-tests/src/test/java/org/apache/cassandra/analytics/BlockedInstancesTest.java:
##########
@@ -0,0 +1,167 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.cassandra.analytics;
+
+import java.io.IOException;
+import java.lang.reflect.Method;
+import java.util.Collections;
+import java.util.Map;
+import java.util.Set;
+
+import org.apache.commons.lang3.StringUtils;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestInfo;
+
+import org.apache.cassandra.distributed.UpgradeableCluster;
+import org.apache.cassandra.distributed.api.Feature;
+import org.apache.cassandra.distributed.api.IInstance;
+import org.apache.cassandra.sidecar.testing.QualifiedName;
+import org.apache.cassandra.spark.bulkwriter.WriterOptions;
+import org.apache.cassandra.testing.TestVersion;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Row;
+import org.apache.spark.sql.SparkSession;
+
+import static com.datastax.driver.core.ConsistencyLevel.ALL;
+import static com.datastax.driver.core.ConsistencyLevel.ONE;
+import static com.datastax.driver.core.ConsistencyLevel.QUORUM;
+import static 
org.apache.cassandra.testing.TestUtils.CREATE_TEST_TABLE_STATEMENT;
+import static org.apache.cassandra.testing.TestUtils.DC1_RF3;
+import static org.apache.cassandra.testing.TestUtils.ROW_COUNT;
+import static org.apache.cassandra.testing.TestUtils.TEST_KEYSPACE;
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.catchThrowable;
+
+public class BlockedInstancesTest extends ResiliencyTestBase
+{
+    Dataset<Row> df;
+    Map<IInstance, Set<String>> expectedInstanceData;
+
+    @Test
+    void testSingleBlockedNodeSucceeds(TestInfo testInfo)
+    {
+        TestConsistencyLevel cl = TestConsistencyLevel.of(QUORUM, QUORUM);
+        QualifiedName table = new QualifiedName(TEST_KEYSPACE, 
testInfo.getTestMethod().get().getName().toLowerCase());
+        bulkWriterDataFrameWriter(df, 
table).option(WriterOptions.BULK_WRITER_CL.name(), cl.writeCL.name())
+                                            .option("blocked_instances", 
"127.0.0.2")

Review Comment:
   should we use writer options here as well for consistency with the previous 
option?
   ```suggestion
                                               
.option(WriterOptions.BLOCKED_INSTANCES.name(), "127.0.0.2")
   ```



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