Reputation: 51
I am trying to create an Athena table using partition projection. I am delivering records to S3 using Kinesis Firehouse, grouped using a dynamic partitioning key. For example, the records look like the following:
period | item_id |
---|---|
2022/05 | monthly_item_1 |
2022/05/04 | daily_item_1 |
2022/05/04/02 | hourly_item_1 |
2022/06 | monthly_item_2 |
I want to partition the data in S3 by period, which can be monthly, daily or hourly. It is guaranteed that period would be in a supported Java date format. Therefore, I am writing these records to S3 in the below format:
s3://bucket/prefix/2022/05/monthly_items.gz
s3://bucket/prefix/2022/05/04/daily_items.gz
s3://bucket/prefix/2022/05/04/02/hourly_items.gz
s3://bucket/prefix/2022/06/monthly_items.gz
I want to run Athena queries for every partition scope i.e. if my query is for a specific day, I want to fetch its daily_items and hourly_items. If I am running a query for a month, I want to its fetch monthly, daily as well as hourly items.
I've created an Athena table using below query:
create external table `my_table`(
`period` string COMMENT 'from deserializer',
`item_id` string COMMENT 'from deserializer')
PARTITIONED BY (
`year` string,
`month` string,
`day` string,
`hour` string)
ROW FORMAT SERDE
'org.openx.data.jsonserde.JsonSerDe'
STORED AS INPUTFORMAT
'org.apache.hadoop.mapred.TextInputFormat'
OUTPUTFORMAT
'org.apache.hadoop.hive.ql.io.IgnoreKeyTextOutputFormat'
LOCATION
's3://bucket/prefix/'
TBLPROPERTIES (
'projection.enabled'='true',
'projection.day.type'='integer',
'projection.day.digits' = '2',
'projection.day.range'='01,31',
'projection.hour.type'='integer',
'projection.hour.digits' = '2',
'projection.hour.range'='00,23',
'projection.month.type'='integer',
'projection.month.digits'='02',
'projection.month.range'='01,12',
'projection.year.format'='yyyy',
'projection.year.range'='2022,NOW',
'projection.year.type'='date',
'storage.location.template'='s3://bucket/prefix/${year}/${month}/${day}/${hour}')
However, with this table running below query outputs zero results:
select * from my_table where year = '2022' and month = '06';
I believe the reason is Athena expects all files to be present under the same prefix as defined by storage.location.template
. Therefore, any records present under a month
or day
prefix are not projected.
I was wondering if it was possible to support such querying functionality in a single table with partition projection enabled, when data in S3 is in a folder type structure similar to the examples above.
Would be great if anyone can help me out!
Upvotes: 1
Views: 1640