Reputation: 35
I am working on migration of spark sql to snowsql. At one point i got a scenario where i have used nested window functions in spark sql. And i want to migrate that sql query into snowflake. But snowflake doesn't support nested window functions.
Spark sql query -
SELECT
*,
(case when (
(
lead(timestamp -lag(timestamp)
over (partition by session_id order by timestamp))
over (partition by session_id order by timestamp)
) is not null)
then
(
lead(timestamp -lag(timestamp)
over (partition by session_id order by timestamp))
over (partition by session_id order by timestamp)
)
else 0 end)/1000 as pg_to_pg
FROM dwell_time_step2
Output - I have tried to convert above query into snowflake as below.
Converted Snowsql -
with lagsession as (
SELECT
a.*,
lag(timestamp) over (partition BY session_id order by timestamp asc) lagsession
FROM mktg_web_wi.dwell_time_step2 a
)
select
a.,
nvl(lead(a.timestamp - b.lagsession) over (partition BY a.session_id order by a.timestamp),0)/1000 pg_to_pg
FROM mktg_web_wi.dwell_time_step2 a,
lagsession b
WHERE a.key=b.key
order by timestamp;
Output -
Here, problem is in Snow-sql output. Dwelltime value is getting assigned to different urls.
Expectation is make spark-sql query work on snowsql and output should be same in both cases.
Please let me know if anybody know how this problem can be solved.
Thanks !!
Upvotes: 0
Views: 1476
Reputation: 2880
I think that changing this from a nested window function to a cte has changed what records the lag and lead are referring to, but this is tricky to get my head around.
Regardless, if I'm understanding your code here, I think there's a much simpler approach with only one windows function.
select
a.*,
(nvl(lead(a.timestamp) over (partition BY a.session_id order by a.timestamp) - a.timestamp)/1000,0) pg_to_pg
FROM mktg_web_wi.dwell_time_step2 a
order by timestamp;
Upvotes: 2