querying jsonb for arrays inside a hash

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I noticed that querying for 
   product_attributes @> '{"upsell":["true"]}' 
is much slower than querying for 
   product_attributes @> '{"upsell": 1}'

Is that expected? I have a gin index on product_attributes. I'm using 9.4.1.

explain analyze
select count(*) from products where product_attributes @> '{"upsell":["true"]}' and site_id = '1';
                                                                   QUERY PLAN
------------------------------------------------------------------------------------------------------------------------------------------------
 Aggregate  (cost=1382.92..1382.93 rows=1 width=0) (actual time=410.498..410.499 rows=1 loops=1)
   ->  Bitmap Heap Scan on products  (cost=46.94..1382.52 rows=157 width=0) (actual time=31.747..363.145 rows=45165 loops=1)
         Recheck Cond: (product_attributes @> '{"upsell": ["true"]}'::jsonb)
         Filter: (site_id = '1'::text)
         Rows Removed by Filter: 90330
         Heap Blocks: exact=12740
         ->  Bitmap Index Scan on products_attributes_idx  (cost=0.00..46.90 rows=386 width=0) (actual time=29.585..29.585 rows=135843 loops=1)
               Index Cond: (product_attributes @> '{"upsell": ["true"]}'::jsonb)
 Planning time: 0.851 ms
 Execution time: 410.825 ms
(10 rows)

Time: 413.172 ms



explain analyze
select count(*) from products where product_attributes @> '{"upsell": 1}' and site_id = '1';
                                                               QUERY PLAN
-----------------------------------------------------------------------------------------------------------------------------------------
 Aggregate  (cost=1382.92..1382.93 rows=1 width=0) (actual time=0.110..0.111 rows=1 loops=1)
   ->  Bitmap Heap Scan on products  (cost=46.94..1382.52 rows=157 width=0) (actual time=0.107..0.107 rows=0 loops=1)
         Recheck Cond: (product_attributes @> '{"upsell": 1}'::jsonb)
         Filter: (site_id = '1'::text)
         ->  Bitmap Index Scan on products_attributes_idx  (cost=0.00..46.90 rows=386 width=0) (actual time=0.105..0.105 rows=0 loops=1)
               Index Cond: (product_attributes @> '{"upsell": 1}'::jsonb)
 Planning time: 0.091 ms
 Execution time: 0.140 ms
(8 rows)

Time: 1.264 ms

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