Using the Java DynamoDBMapper, how can I save an object only if it doesn't already exist (based on primary key). If it does exist, I want an exception or failure to be thrown, rather than having the existing entry updated.
I believe you should be able to do this with a DynamoDbSaveExpression object that can apply to the mapper.
There's a tutorial on the AWS site here, code shown below:
try {
    DynamoDBSaveExpression saveExpression = new       DynamoDBSaveExpression();
    Map expected = new HashMap();
    expected.put("status", new ExpectedAttributeValue().withExists(false));
    saveExpression.setExpected(expected);
    mapper.save(obj, saveExpression);
} catch (ConditionalCheckFailedException e) {
    // This means our save wasn't recorded, since our constraint wasn't met
    // If this happens, the worker can simply look for a new task to work on
}
                        Here's the correct way to implement this with the DynamoDBMapper:
User newUser = new User();
newUser.setUsername(username);
newUser.setPassword(password);
DynamoDBSaveExpression saveExpr = new DynamoDBSaveExpression();
saveExpr.setExpected(new ImmutableMap.Builder()
.put("username", new ExpectedAttributeValue(false)).build());
dynamoDBMapper.save(newUser, saveExpr);
Source: https://blog.jayway.com/2013/08/24/create-entity-if-not-exists-in-dynamodb-from-java/
EDIT: Here's my implementation of it in practice. Extremely easy to implement:
public Statement saveIfNotExist(Statement statement) throws ConditionalCheckFailedException {
    return mapper.save(statement, new DynamoDBSaveExpression().withExpected(ImmutableMap.of("id", new ExpectedAttributeValue(false))));
}
with passing unit test:
@Test(expectedExceptions = ConditionalCheckFailedException.class)
public void shouldNotProcessIdenticalStatementUpdateInstances() {
    Statement statement1 = StatementTestBuilder.valid().build();
    Statement statement2 = StatementTestBuilder.valid().withId(statement1.getId()).build();
    statementRepository.saveIfNotExist(statement1);
    statementRepository.saveIfNotExist(statement2);
}
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