Dynamodb delete data over time

Introduction

Removing old data from dynamodb using a date attribute.

Remarks

My use case: removing old data from dynamodb using a date attribute.

Important things to know:

  • You can't query a table with using only range key attribute (date for example).
  • You can only query a table using hash or hash+range key.
  • You can't query a table using a hash key with '<' / '>' operations, only '='.

Possible Solutions:

  • Scanning the whole table - this could be very costly
  • My chosen solution - Defining an index with range key for the date and with a hash key that would be pretty decent such as the day of year.

Eventually batch delete the result set.

Notes: Building the entity I was using the amazon dynamo annotations. I was using DynamoDBQueryExpression to query, getting the result page with the defined Class object.

cleanUpOldData

public static void cleanUpOldData(AmazonDynamoDB amazonDynamoDB, String dynamoDBTablesPrefix, String tableName,
                                  String dateRangeField, String dateHashKey, String dateIndex, Class clazz) {
    log.info(String.format("Cleaning old data from table: %s", tableName));

    long cleanUpDateInMillis = (new Date()).getTime() - CLEAN_UP_TIME_MILLIS;
    SimpleDateFormat dateFormatter = new SimpleDateFormat(DYNAMO_DATE_FORMAT);
    final TimeZone utcTimeZone = TimeZone.getTimeZone("UTC");
    dateFormatter.setTimeZone(utcTimeZone);
    String cleanUpDate = dateFormatter.format(cleanUpDateInMillis);

    Calendar calendar = Calendar.getInstance(utcTimeZone);
    calendar.setTimeInMillis(cleanUpDateInMillis);

    final String dailyHashKey = String.format("%s_%s", calendar.get(Calendar.YEAR), calendar.get(Calendar.DAY_OF_YEAR));
    final String pastDayHashKey = String.format("%s_%s", calendar.get(Calendar.YEAR), calendar.get(Calendar.DAY_OF_YEAR)-1);

    final String fullTableName = dynamoDBTablesPrefix + "_" + tableName;
    final DynamoDBMapperConfig dbMapperConfig = new DynamoDBMapperConfig(new DynamoDBMapperConfig.TableNameOverride(fullTableName));
    DynamoDBMapper mapper = new DynamoDBMapper(amazonDynamoDB, dbMapperConfig);
    DynamoDBTableMapper dbTableMapper = mapper.newTableMapper(clazz);

    final QueryResultPage dailyResultPage = getDailyQueryResultPage(dateRangeField, dateHashKey, dateIndex, cleanUpDate, dailyHashKey, dbTableMapper);
    final QueryResultPage pastDayResultPage = getDailyQueryResultPage(dateRangeField, dateHashKey, dateIndex, cleanUpDate, pastDayHashKey, dbTableMapper);

    deleteOldData(dbTableMapper, dailyResultPage, pastDayResultPage);

    log.info(String.format("Completed cleaning old data from table: %s, %s items were deleted", tableName,
            dailyResultPage.getCount() + pastDayResultPage.getCount()));
}

private static QueryResultPage getDailyQueryResultPage(String dateRangeField, String dateHashKey, String dateIndex,
                                                       String cleanUpDate, String dayHashKey, DynamoDBTableMapper dbTableMapper) {
    HashMap<String, String > nameMap = new HashMap<>();
    nameMap.put("#date", dateRangeField);
    nameMap.put("#day", dateHashKey);
    HashMap<String, AttributeValue> valueMap = new HashMap<>();
    valueMap.put(":date", new AttributeValue().withS(cleanUpDate)) ;
    valueMap.put(":day", new AttributeValue().withS(dayHashKey));

    final DynamoDBQueryExpression dbQueryExpression = new DynamoDBQueryExpression()
            .withIndexName(dateIndex)
            .withConsistentRead(false)
            .withKeyConditionExpression("#day = :day and #date < :date")
            .withExpressionAttributeNames(nameMap)
            .withExpressionAttributeValues(valueMap);
    return dbTableMapper.query(dbQueryExpression);
}

private static void deleteOldData(DynamoDBTableMapper dbTableMapper, QueryResultPage dailyResultPage, QueryResultPage pastDayResultPage) {
    if (dailyResultPage.getCount() > 0) {
        dbTableMapper.batchDelete(dailyResultPage.getResults());
    }
    if (pastDayResultPage.getCount() > 0) {
        dbTableMapper.batchDelete(pastDayResultPage.getResults());
    }
}


2017-07-27
2017-07-27
amazon-dynamodb Pedia
Icon