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+Using the array type for user and package queries 
+===============================
+
+Currently, we use auxiliary tables to query for messages related to packages or users,
+in the standard RDBS fashion.
+
+We came to some problems when trying to enforce foreign key constrains while using the timescaledb
+extension. We decided to try, if just using a column with array type with proper indes would have simmilar performace.
+
+
+Resources
+---------
+
+* PG 12 Array type: https://www.postgresql.org/docs/12/arrays.html
+* GIN index: https://www.postgresql.org/docs/12/gin.html
+* GIN operators for BTREE: https://www.postgresql.org/docs/11/btree-gin.html
+
+
+Installing/enabling/activating
+------------------------------
+
+To have comparable results, we enabled timescaledb in same fashion as in our other experiment.
+
+To add new column
+::
+
+  alter table messages2 add column packages text[];
+
+To populate it
+::
+
+  update messages2 set packages=t_agg.p_agg from 
+    (select msg, array_agg(package) as p_agg from package_messages group by msg) as t_agg where messages.id=t_agg.msg;
+
+We need to enable the btree_gin extension to be able to create index with array as well as timestamp
+::
+
+  CREATE EXTENSION btree_gin;
+
+To create the index
+::
+
+    CREATE INDEX idx_msg_user on "messages2" USING GIN ("timestamp", "packages");
+
+To help reuse our testing script, we setup postgrest locally
+::
+
+  podman run --rm --net=host -p 3000:3000   -e PGRST_DB_URI=$DBURI -e PGRST_DB_ANON_ROLE="datagrepper" -e PGRST_MAX_ROWS=25   postgrest/postgrest:v7.0.
+
+Because we focused only on package queries, as user colun couldn't be populated due to constraints on size,
+we chose two as representative. There is implicit limit to return just 25 rows.
+
+A simple membership:
+::
+
+  /messages_ts?packages=ov.{{kernel}}
+
+A simple membership ordered by time.
+::
+
+  /messages_ts?order=timestamp.desc&packages=ov.{{kernel}}  
+
+Findings
+--------
+
+Querying just the package membership
+~~~~~~~~~~~~~~~~~
+
+The queries were surprisingly fast, with maximum under 4 seconds and
+mean around half a second. This encouraged us to do further experiments.
+
+Results ::
+
+    test_filter_by_package
+  Requests: 300, pass: 300, fail: 0, exception: 0
+  For pass requests:
+  Request per Second - mean: 3.63
+  Time per Request   - mean: 0.522946, min: 0.000000, max: 3.907548
+
+Querying just the package membership ordered by timestamp desc
+~~~~~~~~~~~~~~~~~
+
+Usually we want to see most recent messages. So we ammended the query,
+to include "order by timestamp desc". The result was less encouraging,
+with longest succesful query taking more than 90 seconds and several timing out.
+
+This seems to be the result of GIN index not supporting order in the index.
+
+Results ::
+
+    test_filter_by_package
+  Requests: 300, pass: 280, fail: 0, exception: 20
+  For pass requests:
+  Request per Second - mean: 0.53
+  Time per Request   - mean: 7.474040, min: 0.000000, max: 99.880939
+
+Conclusion
+--------------
+
+While array support seems interesting, and for simple queries very fast, indexes that require ordering
+don't seem to be supported. This makes strong case against using them.