Query 1 (USER_ID): explain analyze SELECT m.content, m.message_id, m.created_on, u.nick, u.avatar, array_to_string(ARRAY(SELECT nick || ' ' || tag FROM tags, users WHERE message_id = m.message_id AND tags.user_id = users.user_id), ' ') as tags from users u left join messages m on u.user_id = m.user_id where --u.nick = 'jeanette' u.user_id = 6 and m.is_image = true and m.room_id = 1 order by m.created_on desc LIMIT 40 offset 0; Query 2 (NICK): explain analyze SELECT m.content, m.message_id, m.created_on, u.nick, u.avatar, array_to_string(ARRAY(SELECT nick || ' ' || tag FROM tags, users WHERE message_id = m.message_id AND tags.user_id = users.user_id), ' ') as tags from users u left join messages m on u.user_id = m.user_id where u.nick = 'jeanette' -- u.user_id = 6 and m.is_image = true and m.room_id = 1 order by m.created_on desc LIMIT 40 offset 0; QUERY 1 (USER_ID) ---------------------------------------------------------------------------------------------------------------------------------------------------------------- Limit (cost=0.00..1526.37 rows=40 width=157) (actual time=0.121..1.696 rows=40 loops=1) -> Nested Loop (cost=0.00..880298.45 rows=23069 width=157) (actual time=0.118..1.621 rows=40 loops=1) -> Index Scan using messages_user_created_on_idx on messages m (cost=0.00..112630.78 rows=23069 width=80) (actual time=0.056..0.234 rows=40 loops=1) Index Cond: (user_id = 6) Filter: (is_image AND (room_id = 1)) -> Index Scan using users_pkey on users u (cost=0.00..8.27 rows=1 width=85) (actual time=0.004..0.006 rows=1 loops=40) Index Cond: (u.user_id = 6) SubPlan 1 -> Nested Loop (cost=0.00..25.00 rows=2 width=18) (actual time=0.012..0.019 rows=1 loops=40) -> Index Scan using tags_message_id_idx on tags (cost=0.00..8.43 rows=2 width=13) (actual time=0.006..0.007 rows=1 loops=40) Index Cond: (message_id = $0) -> Index Scan using users_pkey on users (cost=0.00..8.27 rows=1 width=13) (actual time=0.005..0.006 rows=1 loops=37) Index Cond: (users.user_id = tags.user_id) Total runtime: 1.829 ms (14 rows) QUERY 2 (NICK) --------------------------------------------------------------------------------------------------------------------------------------------------------- Limit (cost=20371.96..20372.06 rows=40 width=157) (actual time=532.538..532.611 rows=40 loops=1) -> Sort (cost=20371.96..20373.52 rows=624 width=157) (actual time=532.535..532.560 rows=40 loops=1) Sort Key: m.created_on Sort Method: top-N heapsort Memory: 29kB -> Nested Loop (cost=27.71..20352.24 rows=624 width=157) (actual time=83.105..502.069 rows=14354 loops=1) -> Index Scan using users_nick_key on users u (cost=0.00..8.27 rows=1 width=85) (actual time=0.047..0.048 rows=1 loops=1) Index Cond: (nick = 'jeanette'::text) -> Bitmap Heap Scan on messages m (cost=27.71..4726.08 rows=1485 width=80) (actual time=83.025..180.705 rows=14354 loops=1) Recheck Cond: (m.user_id = u.user_id) Filter: (m.is_image AND (m.room_id = 1)) -> Bitmap Index Scan on messages_user_id_idx (cost=0.00..27.55 rows=1485 width=0) (actual time=81.113..81.113 rows=54778 loops=1) Index Cond: (m.user_id = u.user_id) SubPlan 1 -> Nested Loop (cost=0.00..25.00 rows=2 width=18) (actual time=0.013..0.017 rows=1 loops=14354) -> Index Scan using tags_message_id_idx on tags (cost=0.00..8.43 rows=2 width=13) (actual time=0.009..0.010 rows=1 loops=14354) Index Cond: (message_id = $0) -> Index Scan using users_pkey on users (cost=0.00..8.27 rows=1 width=13) (actual time=0.004..0.006 rows=1 loops=7190) Index Cond: (users.user_id = tags.user_id) Total runtime: 532.757 ms (19 rows)