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    <title>DEV Community: Luis David Senra</title>
    <description>The latest articles on DEV Community by Luis David Senra (@ldavidsm).</description>
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      <title>How to catch a missing index in a test, when your test table has 20 rows.</title>
      <dc:creator>Luis David Senra</dc:creator>
      <pubDate>Sun, 27 Sep 2026 15:20:04 +0000</pubDate>
      <link>https://dev.to/ldavidsm/how-to-catch-a-missing-index-in-a-test-when-your-test-table-has-20-rows-1oh2</link>
      <guid>https://dev.to/ldavidsm/how-to-catch-a-missing-index-in-a-test-when-your-test-table-has-20-rows-1oh2</guid>
      <description>&lt;p&gt;Here is a bug that no test suite catches.&lt;/p&gt;

&lt;p&gt;Someone adds a lookup by email. It works. Six months later the table has two&lt;br&gt;
million rows, that lookup has no index, and the endpoint takes four seconds. The&lt;br&gt;
tests were green the whole time, because the test database had twenty rows and&lt;br&gt;
four seconds of two million rows is four milliseconds of twenty.&lt;/p&gt;

&lt;p&gt;The obvious fix is to assert on the query plan. That does not work either, and&lt;br&gt;
the reason it does not work is more interesting than the fix.&lt;/p&gt;
&lt;h2&gt;
  
  
  What you would try first
&lt;/h2&gt;

&lt;p&gt;Ask PostgreSQL for the plan and fail the test if it contains a &lt;code&gt;Seq Scan&lt;/code&gt;. Let us&lt;br&gt;
try it on a table with an indexed column and an unindexed one:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight sql"&gt;&lt;code&gt;&lt;span class="k"&gt;CREATE&lt;/span&gt; &lt;span class="k"&gt;TABLE&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;id&lt;/span&gt;     &lt;span class="nb"&gt;serial&lt;/span&gt; &lt;span class="k"&gt;PRIMARY&lt;/span&gt; &lt;span class="k"&gt;KEY&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;email&lt;/span&gt;  &lt;span class="nb"&gt;text&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;city&lt;/span&gt;   &lt;span class="nb"&gt;text&lt;/span&gt;
&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="k"&gt;CREATE&lt;/span&gt; &lt;span class="k"&gt;INDEX&lt;/span&gt; &lt;span class="n"&gt;customers_email_idx&lt;/span&gt; &lt;span class="k"&gt;ON&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;   &lt;span class="c1"&gt;-- email: indexed&lt;/span&gt;
                                                         &lt;span class="c1"&gt;-- city:  not indexed&lt;/span&gt;
&lt;span class="k"&gt;INSERT&lt;/span&gt; &lt;span class="k"&gt;INTO&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;city&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="k"&gt;SELECT&lt;/span&gt; &lt;span class="s1"&gt;'user'&lt;/span&gt; &lt;span class="o"&gt;||&lt;/span&gt; &lt;span class="k"&gt;g&lt;/span&gt; &lt;span class="o"&gt;||&lt;/span&gt; &lt;span class="s1"&gt;'@example.com'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="s1"&gt;'city'&lt;/span&gt; &lt;span class="o"&gt;||&lt;/span&gt; &lt;span class="k"&gt;g&lt;/span&gt; &lt;span class="k"&gt;FROM&lt;/span&gt; &lt;span class="n"&gt;generate_series&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;g&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;ANALYZE&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now the two plans. One of these queries has a perfect index available. The other&lt;br&gt;
has nothing.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight sql"&gt;&lt;code&gt;&lt;span class="k"&gt;EXPLAIN&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;COSTS&lt;/span&gt; &lt;span class="k"&gt;off&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;SELECT&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt; &lt;span class="k"&gt;FROM&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt; &lt;span class="k"&gt;WHERE&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s1"&gt;'user5@example.com'&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

                  &lt;span class="n"&gt;QUERY&lt;/span&gt; &lt;span class="n"&gt;PLAN&lt;/span&gt;
&lt;span class="c1"&gt;-----------------------------------------------&lt;/span&gt;
 &lt;span class="n"&gt;Seq&lt;/span&gt; &lt;span class="n"&gt;Scan&lt;/span&gt; &lt;span class="k"&gt;on&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt;
   &lt;span class="n"&gt;Filter&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s1"&gt;'user5@example.com'&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nb"&gt;text&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="k"&gt;EXPLAIN&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;COSTS&lt;/span&gt; &lt;span class="k"&gt;off&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;SELECT&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt; &lt;span class="k"&gt;FROM&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt; &lt;span class="k"&gt;WHERE&lt;/span&gt; &lt;span class="n"&gt;city&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s1"&gt;'city5'&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

            &lt;span class="n"&gt;QUERY&lt;/span&gt; &lt;span class="n"&gt;PLAN&lt;/span&gt;
&lt;span class="c1"&gt;----------------------------------&lt;/span&gt;
 &lt;span class="n"&gt;Seq&lt;/span&gt; &lt;span class="n"&gt;Scan&lt;/span&gt; &lt;span class="k"&gt;on&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt;
   &lt;span class="n"&gt;Filter&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;city&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s1"&gt;'city5'&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nb"&gt;text&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;They are identical.&lt;/p&gt;

&lt;p&gt;That is not a bug in PostgreSQL, it is PostgreSQL being right. Reading twenty rows&lt;br&gt;
sequentially costs less than descending a B-tree and then fetching those same rows&lt;br&gt;
from the heap. The planner picks the cheaper plan, and on twenty rows the cheaper&lt;br&gt;
plan is always the scan.&lt;/p&gt;

&lt;p&gt;So the presence of a &lt;code&gt;Seq Scan&lt;/code&gt; carries &lt;strong&gt;no information&lt;/strong&gt; about whether an index&lt;br&gt;
is missing. A check built on it fails every test that touches a small table, which&lt;br&gt;
means you delete the check within a day.&lt;/p&gt;
&lt;h2&gt;
  
  
  The obvious rescue also fails
&lt;/h2&gt;

&lt;p&gt;The usual next idea: only complain when the table is big. Read &lt;code&gt;reltuples&lt;/code&gt; from&lt;br&gt;
&lt;code&gt;pg_class&lt;/code&gt;, and fail only above some threshold.&lt;/p&gt;

&lt;p&gt;Now run that against your test suite, where every table has a few dozen seeded&lt;br&gt;
rows. The check never fires. Ever. You have built something that passes&lt;br&gt;
unconditionally, which is strictly worse than having nothing, because now you&lt;br&gt;
believe you are covered.&lt;/p&gt;

&lt;p&gt;Both directions fail for the same underlying reason: &lt;strong&gt;you are asking a question&lt;br&gt;
whose answer depends on how much data you have&lt;/strong&gt;, and then asking it in an&lt;br&gt;
environment deliberately built to have almost none.&lt;/p&gt;
&lt;h2&gt;
  
  
  A different question
&lt;/h2&gt;

&lt;p&gt;Stop asking "did it scan the table?" Ask instead:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Could it have used an index, if it had wanted to?&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;That question has a data-independent answer, and PostgreSQL will answer it for&lt;br&gt;
you. &lt;code&gt;enable_seqscan&lt;/code&gt; is a planner setting that makes sequential scans absurdly&lt;br&gt;
expensive. It does not forbid them -- the planner will still use one if there is no&lt;br&gt;
alternative -- it just makes any alternative look better.&lt;/p&gt;

&lt;p&gt;So: penalise sequential scans, ask for the plan again, and see what happens.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight sql"&gt;&lt;code&gt;&lt;span class="k"&gt;SET&lt;/span&gt; &lt;span class="n"&gt;enable_seqscan&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;off&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="k"&gt;EXPLAIN&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;COSTS&lt;/span&gt; &lt;span class="k"&gt;off&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;SELECT&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt; &lt;span class="k"&gt;FROM&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt; &lt;span class="k"&gt;WHERE&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s1"&gt;'user5@example.com'&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

                    &lt;span class="n"&gt;QUERY&lt;/span&gt; &lt;span class="n"&gt;PLAN&lt;/span&gt;
&lt;span class="c1"&gt;---------------------------------------------------&lt;/span&gt;
 &lt;span class="k"&gt;Index&lt;/span&gt; &lt;span class="n"&gt;Scan&lt;/span&gt; &lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="n"&gt;customers_email_idx&lt;/span&gt; &lt;span class="k"&gt;on&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt;
   &lt;span class="k"&gt;Index&lt;/span&gt; &lt;span class="n"&gt;Cond&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s1"&gt;'user5@example.com'&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nb"&gt;text&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="k"&gt;EXPLAIN&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;COSTS&lt;/span&gt; &lt;span class="k"&gt;off&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;SELECT&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt; &lt;span class="k"&gt;FROM&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt; &lt;span class="k"&gt;WHERE&lt;/span&gt; &lt;span class="n"&gt;city&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s1"&gt;'city5'&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

            &lt;span class="n"&gt;QUERY&lt;/span&gt; &lt;span class="n"&gt;PLAN&lt;/span&gt;
&lt;span class="c1"&gt;----------------------------------&lt;/span&gt;
 &lt;span class="n"&gt;Seq&lt;/span&gt; &lt;span class="n"&gt;Scan&lt;/span&gt; &lt;span class="k"&gt;on&lt;/span&gt; &lt;span class="n"&gt;customers&lt;/span&gt;
   &lt;span class="n"&gt;Filter&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;city&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s1"&gt;'city5'&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nb"&gt;text&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;There it is. The indexed column switches to an index scan the moment the planner&lt;br&gt;
has a reason to prefer one. The unindexed column cannot switch, because there is&lt;br&gt;
nothing to switch to.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;A filtered sequential scan that survives &lt;code&gt;enable_seqscan = off&lt;/code&gt; is one that no&lt;br&gt;
index can serve.&lt;/strong&gt; That conclusion holds on twenty rows, on zero rows, and on two&lt;br&gt;
million, because it is a fact about your schema rather than about your data.&lt;/p&gt;
&lt;h2&gt;
  
  
  Reproduce it in two minutes
&lt;/h2&gt;


&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;docker run &lt;span class="nt"&gt;-d&lt;/span&gt; &lt;span class="nt"&gt;--name&lt;/span&gt; pg &lt;span class="nt"&gt;-e&lt;/span&gt; &lt;span class="nv"&gt;POSTGRES_PASSWORD&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;x &lt;span class="nt"&gt;-e&lt;/span&gt; &lt;span class="nv"&gt;POSTGRES_DB&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;x &lt;span class="nt"&gt;-p&lt;/span&gt; 5432:5432 postgres:17-alpine
docker &lt;span class="nb"&gt;exec&lt;/span&gt; &lt;span class="nt"&gt;-it&lt;/span&gt; pg psql &lt;span class="nt"&gt;-U&lt;/span&gt; postgres &lt;span class="nt"&gt;-d&lt;/span&gt; x
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;Then paste the &lt;code&gt;CREATE TABLE&lt;/code&gt; above and both pairs of &lt;code&gt;EXPLAIN&lt;/code&gt;s. It is worth&lt;br&gt;
seeing the identical plans with your own eyes, because that is the part nobody&lt;br&gt;
expects.&lt;/p&gt;
&lt;h2&gt;
  
  
  Wiring it into a test
&lt;/h2&gt;

&lt;p&gt;The rest is plumbing. Listen for every statement SQLAlchemy sends, take a plan for&lt;br&gt;
the SELECTs with sequential scans penalised, and collect the ones that survive.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# conftest.py
&lt;/span&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;contextlib&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;contextmanager&lt;/span&gt;

&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;pytest&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;sqlalchemy&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;event&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;sqlalchemy.engine&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Engine&lt;/span&gt;

&lt;span class="n"&gt;SAVEPOINT&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;index_check&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;seq_scans&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;plan&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;Every filtered sequential scan in an EXPLAIN (FORMAT JSON) tree.&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
    &lt;span class="n"&gt;found&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;stack&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[],&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;plan&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="k"&gt;while&lt;/span&gt; &lt;span class="n"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;node&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;pop&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="nf"&gt;isinstance&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nb"&gt;list&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
            &lt;span class="n"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;extend&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;elif&lt;/span&gt; &lt;span class="nf"&gt;isinstance&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Plan&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                &lt;span class="n"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Plan&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
                &lt;span class="k"&gt;continue&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Node Type&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Seq Scan&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Parallel Seq Scan&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Filter&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
                &lt;span class="n"&gt;found&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Relation Name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Filter&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]))&lt;/span&gt;
            &lt;span class="n"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;extend&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;node&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Plans&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="p"&gt;[])&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;found&lt;/span&gt;

&lt;span class="nd"&gt;@pytest.fixture&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;no_seq_scan&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="nd"&gt;@contextmanager&lt;/span&gt;
    &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;check&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
        &lt;span class="n"&gt;offenders&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[]&lt;/span&gt;

        &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;probe&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;conn&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;cursor&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;statement&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;parameters&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;executemany&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;conn&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;dialect&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;name&lt;/span&gt; &lt;span class="o"&gt;!=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;postgresql&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                &lt;span class="k"&gt;return&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;statement&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;lstrip&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;lower&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;startswith&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;select&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
                &lt;span class="k"&gt;return&lt;/span&gt;

            &lt;span class="n"&gt;raw&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;conn&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;connection&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;cursor&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
            &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                &lt;span class="n"&gt;raw&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SAVEPOINT &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;SAVEPOINT&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="n"&gt;raw&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SET enable_seqscan = off&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="n"&gt;raw&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;EXPLAIN (FORMAT JSON) &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;statement&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;parameters&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="n"&gt;row&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;raw&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;fetchone&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
                &lt;span class="n"&gt;plan&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt; &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
                &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="nf"&gt;isinstance&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;plan&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
                    &lt;span class="n"&gt;plan&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;loads&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;plan&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="n"&gt;offenders&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;extend&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;seq_scans&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;plan&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
            &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                &lt;span class="k"&gt;pass&lt;/span&gt;
            &lt;span class="k"&gt;finally&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                    &lt;span class="n"&gt;raw&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ROLLBACK TO SAVEPOINT &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;SAVEPOINT&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                    &lt;span class="k"&gt;pass&lt;/span&gt;
                &lt;span class="n"&gt;raw&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;close&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

        &lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;listen&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Engine&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;before_cursor_execute&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;probe&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="k"&gt;yield&lt;/span&gt; &lt;span class="n"&gt;offenders&lt;/span&gt;
        &lt;span class="k"&gt;finally&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;remove&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Engine&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;before_cursor_execute&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;probe&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;check&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Used like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;test_search_by_city_uses_an_index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;no_seq_scan&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;with&lt;/span&gt; &lt;span class="nf"&gt;no_seq_scan&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;offenders&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="nf"&gt;find_by_city&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;city5&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;assert&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;offenders&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;join&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Seq Scan on &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;table&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; -- Filter: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;filt&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;table&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;filt&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;offenders&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;On that same twenty-row table:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;FAILED test_index.py::test_search_by_city_uses_an_index
AssertionError: Seq Scan on customers -- Filter: ((city)::text = 'city5'::text)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;while the &lt;code&gt;email&lt;/code&gt; version passes. Twenty rows, and the check tells them apart.&lt;/p&gt;

&lt;h2&gt;
  
  
  Three details that matter
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;The savepoint does two jobs.&lt;/strong&gt; It scopes the &lt;code&gt;enable_seqscan&lt;/code&gt; change, since &lt;code&gt;SET&lt;/code&gt;&lt;br&gt;
is transactional and a rollback undoes it -- so the setting cannot leak into the&lt;br&gt;
rest of your test. And it absorbs a failed &lt;code&gt;EXPLAIN&lt;/code&gt;: without it, one unexplainable&lt;br&gt;
statement aborts the transaction your test is running in, and every assertion&lt;br&gt;
after that point fails for reasons that have nothing to do with the test.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The &lt;code&gt;EXPLAIN&lt;/code&gt; goes out on a raw DBAPI cursor&lt;/strong&gt;, not through the engine. Send it&lt;br&gt;
through SQLAlchemy and it fires &lt;code&gt;before_cursor_execute&lt;/code&gt; again, and the probe&lt;br&gt;
recurses into itself. Going under the ORM also keeps the &lt;code&gt;EXPLAIN&lt;/code&gt; out of any&lt;br&gt;
query counting you are doing in the same test.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;An unfiltered &lt;code&gt;Seq Scan&lt;/code&gt; is never a problem.&lt;/strong&gt; &lt;code&gt;SELECT * FROM customers&lt;/code&gt; reads the&lt;br&gt;
whole table because you asked it to, and no index would improve that. Only scans&lt;br&gt;
that carry a &lt;code&gt;Filter&lt;/code&gt; are interesting, which is why the code above checks for one.&lt;/p&gt;
&lt;h2&gt;
  
  
  What this does not tell you
&lt;/h2&gt;

&lt;p&gt;It is a schema check, not performance advice, and it is worth being clear about&lt;br&gt;
the difference.&lt;/p&gt;

&lt;p&gt;It does not know whether the index is worth its write cost. It does not know the&lt;br&gt;
right column order for a composite index, which depends on all your queries and&lt;br&gt;
not on one plan node. It says nothing about selectivity: an index on a boolean&lt;br&gt;
column with two distinct values will be found by this check and still be useless.&lt;br&gt;
And a filter over a function call, &lt;code&gt;lower(email) = $1&lt;/code&gt;, needs an expression index&lt;br&gt;
rather than a plain one -- this check will flag it correctly but the obvious fix&lt;br&gt;
will not help.&lt;/p&gt;

&lt;p&gt;What it does do is catch the specific, common, embarrassing case: a &lt;code&gt;WHERE&lt;/code&gt; clause&lt;br&gt;
on a column that nobody indexed, found in CI, months before anyone notices in&lt;br&gt;
production.&lt;/p&gt;



&lt;p&gt;I packaged this, along with query budgets and N+1 detection, as&lt;br&gt;
&lt;a href="https://pypi.org/project/pytest-querycount/" rel="noopener noreferrer"&gt;pytest-querycount&lt;/a&gt; -- so disclosure, it is mine. The marker version:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nd"&gt;@pytest.mark.no_seq_scan&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;test_customer_search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;assert&lt;/span&gt; &lt;span class="nf"&gt;len&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;find_by_city&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;city5&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;which fails with the table, the filter, the line of your code that emitted the&lt;br&gt;
query, and a suggested &lt;code&gt;CREATE INDEX&lt;/code&gt; built from the filtered columns.&lt;/p&gt;

&lt;p&gt;But the fixture above is the whole idea in forty lines, and it is genuinely enough&lt;br&gt;
if you only need it in a couple of places. The trick is the part worth taking away.&lt;/p&gt;

</description>
      <category>python</category>
      <category>postgres</category>
      <category>testing</category>
      <category>performance</category>
    </item>
  </channel>
</rss>
