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database partitioning - What's a good balance to decide when to partition a table in BigQuery?

We are using a public dataset to benchmark BigQuery. We took the same table and partitioned it by day, but it's not clear we are getting many benefits. What's a good balance?

SELECT  sum(score) 
FROM `fh-bigquery.stackoverflow_archive.201906_posts_questions` 
WHERE creation_date > "2019-01-01" 

Takes 1 second, and processes 270.7MB.

Same, with partitions:

SELECT  sum(score) 
FROM `temp.questions_partitioned` 
WHERE creation_date > "2019-01-01"

Takes 2 seconds and processes 14.3 MB.

So we see a benefit in MBs processed, but the query is slower.

What's a good strategy to decide when to partition?

(from an email I received today)

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