使用 AWS SDK 建立和管理具有多區域強一致性的 DynamoDB 全域資料表

建立具有多區域強一致性的資料表。

# Step 1: Create a new table in us-east-2 (primary region for MRSC)
# Note: Table must be empty when enabling MRSC
aws dynamodb create-table \
    --table-name MusicTable \
    --attribute-definitions \
        AttributeName=Artist,AttributeType=S \
        AttributeName=SongTitle,AttributeType=S \
    --key-schema \
        AttributeName=Artist,KeyType=HASH \
        AttributeName=SongTitle,KeyType=RANGE \
    --billing-mode PAY_PER_REQUEST \
    --region us-east-2

# Wait for table to become active
aws dynamodb wait table-exists --table-name MusicTable --region us-east-2

# Step 2: Add replica and witness with Multi-Region Strong Consistency
# MRSC requires exactly three replicas in supported regions
aws dynamodb update-table \
    --table-name MusicTable \
    --replica-updates '[{"Create": {"RegionName": "us-east-1"}}]' \
    --global-table-witness-updates '[{"Create": {"RegionName": "us-west-2"}}]' \
    --multi-region-consistency STRONG \
    --region us-east-2

驗證 MRSC 組態和複本狀態。

# Verify the global table configuration and MRSC setting
aws dynamodb describe-table \
    --table-name MusicTable \
    --region us-east-2 \
    --query 'Table.{TableName:TableName,TableStatus:TableStatus,MultiRegionConsistency:MultiRegionConsistency,Replicas:Replicas[*],GlobalTableWitnesses:GlobalTableWitnesses[*].{Region:RegionName,Status:ReplicaStatus}}'

跨區域測試與即時讀取的強式一致性。

# Write an item to the primary region
aws dynamodb put-item \
    --table-name MusicTable \
    --item '{"Artist": {"S":"The Beatles"},"SongTitle": {"S":"Hey Jude"},"Album": {"S":"The Beatles 1967-1970"},"Year": {"N":"1968"}}' \
    --region us-east-2

# Read the item from replica region to verify strong consistency (cannot read or write to witness)
# No wait time needed - MRSC provides immediate consistency
echo "Reading from us-east-1 (immediate consistency):"
aws dynamodb get-item \
    --table-name MusicTable \
    --key '{"Artist": {"S":"The Beatles"},"SongTitle": {"S":"Hey Jude"}}' \
    --consistent-read \
    --region us-east-1

使用 MRSC 保證執行條件式寫入。

# Perform a conditional update from a different region
# This demonstrates that conditions work consistently across all regions
aws dynamodb update-item \
    --table-name MusicTable \
    --key '{"Artist": {"S":"The Beatles"},"SongTitle": {"S":"Hey Jude"}}' \
    --update-expression "SET #rating = :rating" \
    --condition-expression "attribute_exists(Artist)" \
    --expression-attribute-names '{"#rating": "Rating"}' \
    --expression-attribute-values '{":rating": {"N":"5"}}' \
    --region us-east-1

清除 MRSC 全域資料表資源。

# Remove replica tables (must be done before deleting the primary table)
aws dynamodb update-table \
    --table-name MusicTable \
    --replica-updates '[{"Delete": {"RegionName": "us-east-1"}}]' \
    --global-table-witness-updates '[{"Delete": {"RegionName": "us-west-2"}}]' \
    --region us-east-2

# Wait for replicas to be deleted
echo "Waiting for replicas to be deleted..."
sleep 30

# Delete the primary table
aws dynamodb delete-table \
    --table-name MusicTable \
    --region us-east-2

使用 建立準備好進行 MRSC 轉換的區域資料表 AWS SDK for Java 2.x。

    public static CreateTableResponse createRegionalTable(final DynamoDbClient dynamoDbClient, final String tableName) {

        if (dynamoDbClient == null) {
            throw new IllegalArgumentException("DynamoDB client cannot be null");
        }
        if (tableName == null || tableName.trim().isEmpty()) {
            throw new IllegalArgumentException("Table name cannot be null or empty");
        }

        try {
            LOGGER.info("Creating regional table: " + tableName + " (must be empty for MRSC)");

            CreateTableRequest createTableRequest = CreateTableRequest.builder()
                .tableName(tableName)
                .attributeDefinitions(
                    AttributeDefinition.builder()
                        .attributeName("Artist")
                        .attributeType(ScalarAttributeType.S)
                        .build(),
                    AttributeDefinition.builder()
                        .attributeName("SongTitle")
                        .attributeType(ScalarAttributeType.S)
                        .build())
                .keySchema(
                    KeySchemaElement.builder()
                        .attributeName("Artist")
                        .keyType(KeyType.HASH)
                        .build(),
                    KeySchemaElement.builder()
                        .attributeName("SongTitle")
                        .keyType(KeyType.RANGE)
                        .build())
                .billingMode(BillingMode.PAY_PER_REQUEST)
                .build();

            CreateTableResponse response = dynamoDbClient.createTable(createTableRequest);
            LOGGER.info("Regional table creation initiated. Status: "
                + response.tableDescription().tableStatus());

            return response;

        } catch (DynamoDbException e) {
            LOGGER.severe("Failed to create regional table: " + tableName + " - " + e.getMessage());
            throw DynamoDbException.builder()
                .message("Failed to create regional table: " + tableName)
                .cause(e)
                .build();
        }
    }

使用 將區域資料表轉換為具有複本和見證的 MRSC AWS SDK for Java 2.x。

    public static UpdateTableResponse convertToMRSCWithWitness(
        final DynamoDbClient dynamoDbClient,
        final String tableName,
        final Region replicaRegion,
        final Region witnessRegion) {

        if (dynamoDbClient == null) {
            throw new IllegalArgumentException("DynamoDB client cannot be null");
        }
        if (tableName == null || tableName.trim().isEmpty()) {
            throw new IllegalArgumentException("Table name cannot be null or empty");
        }
        if (replicaRegion == null) {
            throw new IllegalArgumentException("Replica region cannot be null");
        }
        if (witnessRegion == null) {
            throw new IllegalArgumentException("Witness region cannot be null");
        }

        try {
            LOGGER.info("Converting table to MRSC with replica in " + replicaRegion.id() + " and witness in "
                + witnessRegion.id());

            // Create replica update using ReplicationGroupUpdate
            ReplicationGroupUpdate replicaUpdate = ReplicationGroupUpdate.builder()
                .create(CreateReplicationGroupMemberAction.builder()
                    .regionName(replicaRegion.id())
                    .build())
                .build();

            // Create witness update
            GlobalTableWitnessGroupUpdate witnessUpdate = GlobalTableWitnessGroupUpdate.builder()
                .create(CreateGlobalTableWitnessGroupMemberAction.builder()
                    .regionName(witnessRegion.id())
                    .build())
                .build();

            UpdateTableRequest updateTableRequest = UpdateTableRequest.builder()
                .tableName(tableName)
                .replicaUpdates(List.of(replicaUpdate))
                .globalTableWitnessUpdates(List.of(witnessUpdate))
                .multiRegionConsistency(MultiRegionConsistency.STRONG)
                .build();

            UpdateTableResponse response = dynamoDbClient.updateTable(updateTableRequest);
            LOGGER.info("MRSC conversion initiated. Status: "
                + response.tableDescription().tableStatus());
            LOGGER.info("UpdateTableResponse full object: " + response);
            return response;

        } catch (DynamoDbException e) {
            LOGGER.severe("Failed to convert table to MRSC: " + tableName + " - " + e.getMessage());
            throw DynamoDbException.builder()
                .message("Failed to convert table to MRSC: " + tableName)
                .cause(e)
                .build();
        }
    }

使用 描述 MRSC 全域資料表組態 AWS SDK for Java 2.x。

    public static DescribeTableResponse describeMRSCTable(final DynamoDbClient dynamoDbClient, final String tableName) {

        if (dynamoDbClient == null) {
            throw new IllegalArgumentException("DynamoDB client cannot be null");
        }
        if (tableName == null || tableName.trim().isEmpty()) {
            throw new IllegalArgumentException("Table name cannot be null or empty");
        }

        try {
            LOGGER.info("Describing MRSC global table: " + tableName);

            DescribeTableRequest request =
                DescribeTableRequest.builder().tableName(tableName).build();

            DescribeTableResponse response = dynamoDbClient.describeTable(request);

            LOGGER.info("Table status: " + response.table().tableStatus());
            LOGGER.info("Multi-region consistency: " + response.table().multiRegionConsistency());

            if (response.table().replicas() != null
                && !response.table().replicas().isEmpty()) {
                LOGGER.info("Number of replicas: " + response.table().replicas().size());
                response.table()
                    .replicas()
                    .forEach(replica -> LOGGER.info(
                        "Replica region: " + replica.regionName() + ", Status: " + replica.replicaStatus()));
            }

            if (response.table().globalTableWitnesses() != null
                && !response.table().globalTableWitnesses().isEmpty()) {
                LOGGER.info("Number of witnesses: "
                    + response.table().globalTableWitnesses().size());
                response.table()
                    .globalTableWitnesses()
                    .forEach(witness -> LOGGER.info(
                        "Witness region: " + witness.regionName() + ", Status: " + witness.witnessStatus()));
            }

            return response;

        } catch (ResourceNotFoundException e) {
            LOGGER.severe("Table not found: " + tableName + " - " + e.getMessage());
            throw DynamoDbException.builder()
                .message("Table not found: " + tableName)
                .cause(e)
                .build();
        } catch (DynamoDbException e) {
            LOGGER.severe("Failed to describe table: " + tableName + " - " + e.getMessage());
            throw DynamoDbException.builder()
                .message("Failed to describe table: " + tableName)
                .cause(e)
                .build();
        }
    }

新增測試項目以驗證使用 的 MRSC 強式一致性 AWS SDK for Java 2.x。

    public static PutItemResponse putTestItem(
        final DynamoDbClient dynamoDbClient,
        final String tableName,
        final String artist,
        final String songTitle,
        final String album,
        final String year) {

        if (dynamoDbClient == null) {
            throw new IllegalArgumentException("DynamoDB client cannot be null");
        }
        if (tableName == null || tableName.trim().isEmpty()) {
            throw new IllegalArgumentException("Table name cannot be null or empty");
        }
        if (artist == null || artist.trim().isEmpty()) {
            throw new IllegalArgumentException("Artist cannot be null or empty");
        }
        if (songTitle == null || songTitle.trim().isEmpty()) {
            throw new IllegalArgumentException("Song title cannot be null or empty");
        }

        try {
            LOGGER.info("Adding test item to MRSC global table: " + tableName);

            Map<String, AttributeValue> item = new HashMap<>();
            item.put("Artist", AttributeValue.builder().s(artist).build());
            item.put("SongTitle", AttributeValue.builder().s(songTitle).build());

            if (album != null && !album.trim().isEmpty()) {
                item.put("Album", AttributeValue.builder().s(album).build());
            }
            if (year != null && !year.trim().isEmpty()) {
                item.put("Year", AttributeValue.builder().n(year).build());
            }

            PutItemRequest putItemRequest =
                PutItemRequest.builder().tableName(tableName).item(item).build();

            PutItemResponse response = dynamoDbClient.putItem(putItemRequest);
            LOGGER.info("Test item added successfully with strong consistency");

            return response;

        } catch (DynamoDbException e) {
            LOGGER.severe("Failed to add test item to table: " + tableName + " - " + e.getMessage());
            throw DynamoDbException.builder()
                .message("Failed to add test item to table: " + tableName)
                .cause(e)
                .build();
        }
    }

使用 從 MRSC 複本讀取具有一致讀取的項目 AWS SDK for Java 2.x。

    public static GetItemResponse getItemWithConsistentRead(
        final DynamoDbClient dynamoDbClient, final String tableName, final String artist, final String songTitle) {

        if (dynamoDbClient == null) {
            throw new IllegalArgumentException("DynamoDB client cannot be null");
        }
        if (tableName == null || tableName.trim().isEmpty()) {
            throw new IllegalArgumentException("Table name cannot be null or empty");
        }
        if (artist == null || artist.trim().isEmpty()) {
            throw new IllegalArgumentException("Artist cannot be null or empty");
        }
        if (songTitle == null || songTitle.trim().isEmpty()) {
            throw new IllegalArgumentException("Song title cannot be null or empty");
        }

        try {
            LOGGER.info("Reading item from MRSC global table with consistent read: " + tableName);

            Map<String, AttributeValue> key = new HashMap<>();
            key.put("Artist", AttributeValue.builder().s(artist).build());
            key.put("SongTitle", AttributeValue.builder().s(songTitle).build());

            GetItemRequest getItemRequest = GetItemRequest.builder()
                .tableName(tableName)
                .key(key)
                .consistentRead(true)
                .build();

            GetItemResponse response = dynamoDbClient.getItem(getItemRequest);

            if (response.hasItem()) {
                LOGGER.info("Item found with strong consistency - no wait time needed");
            } else {
                LOGGER.info("Item not found");
            }

            return response;

        } catch (DynamoDbException e) {
            LOGGER.severe("Failed to read item from table: " + tableName + " - " + e.getMessage());
            throw DynamoDbException.builder()
                .message("Failed to read item from table: " + tableName)
                .cause(e)
                .build();
        }
    }

使用 搭配 MRSC 保證執行條件式更新 AWS SDK for Java 2.x。

    public static UpdateItemResponse performConditionalUpdate(
        final DynamoDbClient dynamoDbClient,
        final String tableName,
        final String artist,
        final String songTitle,
        final String rating) {

        if (dynamoDbClient == null) {
            throw new IllegalArgumentException("DynamoDB client cannot be null");
        }
        if (tableName == null || tableName.trim().isEmpty()) {
            throw new IllegalArgumentException("Table name cannot be null or empty");
        }
        if (artist == null || artist.trim().isEmpty()) {
            throw new IllegalArgumentException("Artist cannot be null or empty");
        }
        if (songTitle == null || songTitle.trim().isEmpty()) {
            throw new IllegalArgumentException("Song title cannot be null or empty");
        }
        if (rating == null || rating.trim().isEmpty()) {
            throw new IllegalArgumentException("Rating cannot be null or empty");
        }

        try {
            LOGGER.info("Performing conditional update on MRSC global table: " + tableName);

            Map<String, AttributeValue> key = new HashMap<>();
            key.put("Artist", AttributeValue.builder().s(artist).build());
            key.put("SongTitle", AttributeValue.builder().s(songTitle).build());

            Map<String, String> expressionAttributeNames = new HashMap<>();
            expressionAttributeNames.put("#rating", "Rating");

            Map<String, AttributeValue> expressionAttributeValues = new HashMap<>();
            expressionAttributeValues.put(
                ":rating", AttributeValue.builder().n(rating).build());

            UpdateItemRequest updateItemRequest = UpdateItemRequest.builder()
                .tableName(tableName)
                .key(key)
                .updateExpression("SET #rating = :rating")
                .conditionExpression("attribute_exists(Artist)")
                .expressionAttributeNames(expressionAttributeNames)
                .expressionAttributeValues(expressionAttributeValues)
                .build();

            UpdateItemResponse response = dynamoDbClient.updateItem(updateItemRequest);
            LOGGER.info("Conditional update successful - demonstrates strong consistency");

            return response;

        } catch (ConditionalCheckFailedException e) {
            LOGGER.warning("Conditional check failed: " + e.getMessage());
            throw e;
        } catch (DynamoDbException e) {
            LOGGER.severe("Failed to perform conditional update: " + tableName + " - " + e.getMessage());
            throw DynamoDbException.builder()
                .message("Failed to perform conditional update: " + tableName)
                .cause(e)
                .build();
        }
    }

等待 MRSC 複本和見證使用 變成作用中 AWS SDK for Java 2.x。

    public static void waitForMRSCReplicasActive(
        final DynamoDbClient dynamoDbClient, final String tableName, final int maxWaitTimeSeconds)
        throws InterruptedException {

        if (dynamoDbClient == null) {
            throw new IllegalArgumentException("DynamoDB client cannot be null");
        }
        if (tableName == null || tableName.trim().isEmpty()) {
            throw new IllegalArgumentException("Table name cannot be null or empty");
        }
        if (maxWaitTimeSeconds <= 0) {
            throw new IllegalArgumentException("Max wait time must be positive");
        }

        try {
            LOGGER.info("Waiting for MRSC replicas and witnesses to become active: " + tableName);

            final long startTime = System.currentTimeMillis();
            final long maxWaitTimeMillis = maxWaitTimeSeconds * 1000L;
            int backoffSeconds = 5; // Start with 5 second intervals
            final int maxBackoffSeconds = 30; // Cap at 30 seconds

            while (System.currentTimeMillis() - startTime < maxWaitTimeMillis) {
                DescribeTableResponse response = describeMRSCTable(dynamoDbClient, tableName);

                boolean allActive = true;
                StringBuilder statusReport = new StringBuilder();

                if (response.table().multiRegionConsistency() == null
                    || !MultiRegionConsistency.STRONG
                        .toString()
                        .equals(response.table().multiRegionConsistency().toString())) {
                    allActive = false;
                    statusReport
                        .append("MultiRegionConsistency: ")
                        .append(response.table().multiRegionConsistency())
                        .append(" ");
                }
                if (response.table().replicas() == null
                    || response.table().replicas().isEmpty()) {
                    allActive = false;
                    statusReport.append("No replicas found. ");
                }
                if (response.table().globalTableWitnesses() == null
                    || response.table().globalTableWitnesses().isEmpty()) {
                    allActive = false;
                    statusReport.append("No witnesses found. ");
                }

                // Check table status
                if (!"ACTIVE".equals(response.table().tableStatus().toString())) {
                    allActive = false;
                    statusReport
                        .append("Table: ")
                        .append(response.table().tableStatus())
                        .append(" ");
                }

                // Check replica status
                if (response.table().replicas() != null) {
                    for (var replica : response.table().replicas()) {
                        if (!"ACTIVE".equals(replica.replicaStatus().toString())) {
                            allActive = false;
                            statusReport
                                .append("Replica(")
                                .append(replica.regionName())
                                .append("): ")
                                .append(replica.replicaStatus())
                                .append(" ");
                        }
                    }
                }

                // Check witness status
                if (response.table().globalTableWitnesses() != null) {
                    for (var witness : response.table().globalTableWitnesses()) {
                        if (!"ACTIVE".equals(witness.witnessStatus().toString())) {
                            allActive = false;
                            statusReport
                                .append("Witness(")
                                .append(witness.regionName())
                                .append("): ")
                                .append(witness.witnessStatus())
                                .append(" ");
                        }
                    }
                }

                if (allActive) {
                    LOGGER.info("All MRSC replicas and witnesses are now active: " + tableName);
                    return;
                }

                LOGGER.info("Waiting for MRSC components to become active. Status: " + statusReport.toString());
                LOGGER.info("Next check in " + backoffSeconds + " seconds...");

                tempWait(backoffSeconds);

                // Exponential backoff with cap
                backoffSeconds = Math.min(backoffSeconds * 2, maxBackoffSeconds);
            }

            throw DynamoDbException.builder()
                .message("Timeout waiting for MRSC replicas to become active after " + maxWaitTimeSeconds + " seconds")
                .build();

        } catch (DynamoDbException | InterruptedException e) {
            LOGGER.severe("Failed to wait for MRSC replicas to become active: " + tableName + " - " + e.getMessage());
            throw e;
        }
    }

使用 清除 MRSC 複本和見證 AWS SDK for Java 2.x。

    public static UpdateTableResponse cleanupMRSCReplicas(
        final DynamoDbClient dynamoDbClient,
        final String tableName,
        final Region replicaRegion,
        final Region witnessRegion) {

        if (dynamoDbClient == null) {
            throw new IllegalArgumentException("DynamoDB client cannot be null");
        }
        if (tableName == null || tableName.trim().isEmpty()) {
            throw new IllegalArgumentException("Table name cannot be null or empty");
        }
        if (replicaRegion == null) {
            throw new IllegalArgumentException("Replica region cannot be null");
        }
        if (witnessRegion == null) {
            throw new IllegalArgumentException("Witness region cannot be null");
        }

        try {
            LOGGER.info("Cleaning up MRSC replicas and witnesses for table: " + tableName);

            // Remove replica using ReplicationGroupUpdate
            ReplicationGroupUpdate replicaUpdate = ReplicationGroupUpdate.builder()
                .delete(DeleteReplicationGroupMemberAction.builder()
                    .regionName(replicaRegion.id())
                    .build())
                .build();

            // Remove witness
            GlobalTableWitnessGroupUpdate witnessUpdate = GlobalTableWitnessGroupUpdate.builder()
                .delete(DeleteGlobalTableWitnessGroupMemberAction.builder()
                    .regionName(witnessRegion.id())
                    .build())
                .build();

            UpdateTableRequest updateTableRequest = UpdateTableRequest.builder()
                .tableName(tableName)
                .replicaUpdates(List.of(replicaUpdate))
                .globalTableWitnessUpdates(List.of(witnessUpdate))
                .build();

            UpdateTableResponse response = dynamoDbClient.updateTable(updateTableRequest);
            LOGGER.info("MRSC cleanup initiated - removing replica and witness. Response: " + response);

            return response;

        } catch (DynamoDbException e) {
            LOGGER.severe("Failed to cleanup MRSC replicas: " + tableName + " - " + e.getMessage());
            throw DynamoDbException.builder()
                .message("Failed to cleanup MRSC replicas: " + tableName)
                .cause(e)
                .build();
        }
    }

使用 完成 MRSC 工作流程示範 AWS SDK for Java 2.x。

    public static void demonstrateCompleteMRSCWorkflow(
        final DynamoDbClient primaryClient,
        final DynamoDbClient replicaClient,
        final String tableName,
        final Region replicaRegion,
        final Region witnessRegion)
        throws InterruptedException {

        if (primaryClient == null) {
            throw new IllegalArgumentException("Primary DynamoDB client cannot be null");
        }
        if (replicaClient == null) {
            throw new IllegalArgumentException("Replica DynamoDB client cannot be null");
        }
        if (tableName == null || tableName.trim().isEmpty()) {
            throw new IllegalArgumentException("Table name cannot be null or empty");
        }
        if (replicaRegion == null) {
            throw new IllegalArgumentException("Replica region cannot be null");
        }
        if (witnessRegion == null) {
            throw new IllegalArgumentException("Witness region cannot be null");
        }

        try {
            LOGGER.info("=== Starting Complete MRSC Workflow Demonstration ===");

            // Step 1: Create an empty single-Region table
            LOGGER.info("Step 1: Creating empty single-Region table");
            createRegionalTable(primaryClient, tableName);

            // Use the existing GlobalTableOperations method for basic table waiting
            LOGGER.info("Intermediate step: Waiting for table [" + tableName + "] to become active before continuing");
            GlobalTableOperations.waitForTableActive(primaryClient, tableName);

            // Step 2: Convert to MRSC with replica and witness
            LOGGER.info("Step 2: Converting to MRSC with replica and witness");
            convertToMRSCWithWitness(primaryClient, tableName, replicaRegion, witnessRegion);

            // Wait for MRSC conversion to complete using MRSC-specific waiter
            LOGGER.info("Waiting for MRSC conversion to complete...");
            waitForMRSCReplicasActive(primaryClient, tableName);

            LOGGER.info("Intermediate step: Waiting for table [" + tableName + "] to become active before continuing");
            GlobalTableOperations.waitForTableActive(primaryClient, tableName);

            // Step 3: Verify MRSC configuration
            LOGGER.info("Step 3: Verifying MRSC configuration");
            describeMRSCTable(primaryClient, tableName);

            // Step 4: Test strong consistency with data operations
            LOGGER.info("Step 4: Testing strong consistency with data operations");

            // Add test item to primary region
            putTestItem(primaryClient, tableName, "The Beatles", "Hey Jude", "The Beatles 1967-1970", "1968");

            // Immediately read from replica region (no wait needed with MRSC)
            LOGGER.info("Reading from replica region immediately (strong consistency):");
            GetItemResponse getResponse =
                getItemWithConsistentRead(replicaClient, tableName, "The Beatles", "Hey Jude");

            if (getResponse.hasItem()) {
                LOGGER.info("✓ Strong consistency verified - item immediately available in replica region");
            } else {
                LOGGER.warning("✗ Item not found in replica region");
            }

            // Test conditional update from replica region
            LOGGER.info("Testing conditional update from replica region:");
            performConditionalUpdate(replicaClient, tableName, "The Beatles", "Hey Jude", "5");
            LOGGER.info("✓ Conditional update successful - demonstrates strong consistency");

            // Step 5: Cleanup
            LOGGER.info("Step 5: Cleaning up resources");
            cleanupMRSCReplicas(primaryClient, tableName, replicaRegion, witnessRegion);

            // Wait for cleanup to complete using basic table waiter
            LOGGER.info("Waiting for replica cleanup to complete...");
            GlobalTableOperations.waitForTableActive(primaryClient, tableName);

            // "Halt" until replica/witness cleanup is complete
            DescribeTableResponse cleanupVerification = describeMRSCTable(primaryClient, tableName);
            int backoffSeconds = 5; // Start with 5 second intervals
            while (cleanupVerification.table().multiRegionConsistency() != null) {
                LOGGER.info("Waiting additional time (" + backoffSeconds + " seconds) for MRSC cleanup to complete...");
                tempWait(backoffSeconds);

                // Exponential backoff with cap
                backoffSeconds = Math.min(backoffSeconds * 2, 30);
                cleanupVerification = describeMRSCTable(primaryClient, tableName);
            }

            // Delete the primary table
            deleteTable(primaryClient, tableName);

            LOGGER.info("=== MRSC Workflow Demonstration Complete ===");
            LOGGER.info("");
            LOGGER.info("Key benefits of Multi-Region Strong Consistency (MRSC):");
            LOGGER.info("- Immediate consistency across all regions (no eventual consistency delays)");
            LOGGER.info("- Simplified application logic (no need to handle eventual consistency)");
            LOGGER.info("- Support for conditional writes and transactions across regions");
            LOGGER.info("- Consistent read operations from any region without waiting");

        } catch (DynamoDbException | InterruptedException e) {
            LOGGER.severe("MRSC workflow failed: " + e.getMessage());
            throw e;
        }
    }