<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Query-Optimization on IT Comparison</title><link>https://comparison.metacog.co.kr/tags/query-optimization/</link><description>Recent content in Query-Optimization on IT Comparison</description><generator>Hugo</generator><language>en-us</language><lastBuildDate>Sun, 06 Sep 2026 09:46:35 +0900</lastBuildDate><atom:link href="https://comparison.metacog.co.kr/tags/query-optimization/index.xml" rel="self" type="application/rss+xml"/><item><title>Many Indexes vs Write Speed: Read Optimization vs Insert Throughput</title><link>https://comparison.metacog.co.kr/posts/2026-09-06-many-indexes-vs-write-speed-read-optimization-vs-insert-thro/</link><pubDate>Sun, 06 Sep 2026 09:46:35 +0900</pubDate><guid>https://comparison.metacog.co.kr/posts/2026-09-06-many-indexes-vs-write-speed-read-optimization-vs-insert-thro/</guid><description>&lt;h2 id="overview"&gt;Overview&lt;/h2&gt;
&lt;p&gt;Every &lt;strong class="kw"&gt;index&lt;/strong&gt; you add speeds up specific queries by letting the database jump straight to matching rows instead of scanning the whole table. But each one is a second (or third, or thirteenth) structure that must be updated on every insert, update, and delete, so piling on indexes steadily erodes &lt;strong class="kw"&gt;write speed&lt;/strong&gt;. The right balance depends on whether your workload is dominated by reads or writes.&lt;/p&gt;
&lt;h2 id="comparison-diagram"&gt;Comparison Diagram&lt;/h2&gt;
&lt;div class="compare-diagram"&gt;
&lt;svg viewBox="0 0 640 360" xmlns="http://www.w3.org/2000/svg"&gt;&lt;line x1="320" y1="15" x2="320" y2="345" style="stroke:var(--border)" stroke-width="1.5" stroke-dasharray="4 4"/&gt;&lt;text x="160" y="28" text-anchor="middle" font-size="16" style="fill:var(--primary)"&gt;Many Indexes&lt;/text&gt;&lt;text x="480" y="28" text-anchor="middle" font-size="16" style="fill:var(--primary)"&gt;Few Indexes&lt;/text&gt;&lt;rect x="125" y="48" width="70" height="34" rx="4" style="fill:var(--compare-a-soft);stroke:var(--compare-a)" stroke-width="1.5"/&gt;&lt;text x="160" y="70" text-anchor="middle" font-size="12" style="fill:var(--content)"&gt;WRITE&lt;/text&gt;&lt;rect x="445" y="48" width="70" height="34" rx="4" style="fill:var(--compare-b-soft);stroke:var(--compare-b)" stroke-width="1.5"/&gt;&lt;text x="480" y="70" text-anchor="middle" font-size="12" style="fill:var(--content)"&gt;WRITE&lt;/text&gt;&lt;line x1="160" y1="82" x2="43" y2="118" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;line x1="160" y1="82" x2="99" y2="118" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;line x1="160" y1="82" x2="155" y2="118" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;line x1="160" y1="82" x2="211" y2="118" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;line x1="160" y1="82" x2="267" y2="118" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;rect x="19" y="118" width="48" height="26" rx="3" style="fill:var(--compare-a-soft);stroke:var(--compare-a)" stroke-width="1.2"/&gt;&lt;rect x="75" y="118" width="48" height="26" rx="3" style="fill:var(--compare-a-soft);stroke:var(--compare-a)" stroke-width="1.2"/&gt;&lt;rect x="131" y="118" width="48" height="26" rx="3" style="fill:var(--compare-a-soft);stroke:var(--compare-a)" stroke-width="1.2"/&gt;&lt;rect x="187" y="118" width="48" height="26" rx="3" style="fill:var(--compare-a-soft);stroke:var(--compare-a)" stroke-width="1.2"/&gt;&lt;rect x="243" y="118" width="48" height="26" rx="3" style="fill:var(--compare-a-soft);stroke:var(--compare-a)" stroke-width="1.2"/&gt;&lt;text x="43" y="135" text-anchor="middle" font-size="9" style="fill:var(--content)"&gt;IDX&lt;/text&gt;&lt;text x="99" y="135" text-anchor="middle" font-size="9" style="fill:var(--content)"&gt;IDX&lt;/text&gt;&lt;text x="155" y="135" text-anchor="middle" font-size="9" style="fill:var(--content)"&gt;IDX&lt;/text&gt;&lt;text x="211" y="135" text-anchor="middle" font-size="9" style="fill:var(--content)"&gt;IDX&lt;/text&gt;&lt;text x="267" y="135" text-anchor="middle" font-size="9" style="fill:var(--content)"&gt;IDX&lt;/text&gt;&lt;text x="160" y="160" text-anchor="middle" font-size="10" style="fill:var(--secondary)"&gt;5 index updates per write&lt;/text&gt;&lt;line x1="43" y1="144" x2="160" y2="180" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;line x1="99" y1="144" x2="160" y2="180" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;line x1="155" y1="144" x2="160" y2="180" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;line x1="211" y1="144" x2="160" y2="180" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;line x1="267" y1="144" x2="160" y2="180" style="stroke:var(--compare-a)" stroke-width="1"/&gt;&lt;rect x="90" y="180" width="140" height="32" rx="3" style="fill:none;stroke:var(--border)" stroke-width="1.2"/&gt;&lt;text x="160" y="200" text-anchor="middle" font-size="11" style="fill:var(--content)"&gt;DISK&lt;/text&gt;&lt;text x="160" y="240" text-anchor="middle" font-size="11" style="fill:var(--secondary)"&gt;Write latency&lt;/text&gt;&lt;rect x="60" y="250" width="200" height="18" rx="3" style="fill:var(--compare-a-soft);stroke:var(--compare-a)" stroke-width="1.2"/&gt;&lt;text x="160" y="290" text-anchor="middle" font-size="11" style="fill:var(--content)"&gt;Higher latency, faster reads&lt;/text&gt;&lt;line x1="480" y1="82" x2="452" y2="118" style="stroke:var(--compare-b)" stroke-width="1"/&gt;&lt;line x1="480" y1="82" 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stroke-width="1.2"/&gt;&lt;text x="480" y="200" text-anchor="middle" font-size="11" style="fill:var(--content)"&gt;DISK&lt;/text&gt;&lt;text x="480" y="240" text-anchor="middle" font-size="11" style="fill:var(--secondary)"&gt;Write latency&lt;/text&gt;&lt;rect x="430" y="250" width="100" height="18" rx="3" style="fill:var(--compare-b-soft);stroke:var(--compare-b)" stroke-width="1.2"/&gt;&lt;text x="480" y="290" text-anchor="middle" font-size="11" style="fill:var(--content)"&gt;Lower latency, slower reads&lt;/text&gt;&lt;/svg&gt;
&lt;/div&gt;
&lt;h2 id="comparison-table"&gt;Comparison Table&lt;/h2&gt;
&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Aspect&lt;/th&gt;
&lt;th&gt;Many Indexes&lt;/th&gt;
&lt;th&gt;Few Indexes&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Write path&lt;/td&gt;
&lt;td&gt;Every INSERT/UPDATE/DELETE also updates each index&amp;rsquo;s structure&lt;/td&gt;
&lt;td&gt;Writes mostly touch just the base table (or 1-2 indexes)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Structures updated per write&lt;/td&gt;
&lt;td&gt;One update per index plus the table (N+1 operations)&lt;/td&gt;
&lt;td&gt;Minimal: table plus a small, fixed set of index updates&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Disk I/O per write&lt;/td&gt;
&lt;td&gt;Extra page writes and WAL/journal entries for each index B-tree&lt;/td&gt;
&lt;td&gt;Fewer page writes, smaller transaction log footprint&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Write throughput &amp;amp; latency&lt;/td&gt;
&lt;td&gt;Lower sustained throughput; each write costs more&lt;/td&gt;
&lt;td&gt;Higher sustained throughput; commits return faster&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Read/query performance&lt;/td&gt;
&lt;td&gt;Fast lookups and filtering across many indexed columns&lt;/td&gt;
&lt;td&gt;Slower queries on unindexed columns; more full scans&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Storage footprint&lt;/td&gt;
&lt;td&gt;Larger on-disk size from redundant index copies of data&lt;/td&gt;
&lt;td&gt;Smaller footprint, closer to raw table size&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Maintenance cost&lt;/td&gt;
&lt;td&gt;Rebuilds, vacuums, and statistics updates scale with index count&lt;/td&gt;
&lt;td&gt;Cheaper, faster maintenance windows&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Best-fit workload&lt;/td&gt;
&lt;td&gt;Read-heavy, query-diverse systems (reporting, OLAP)&lt;/td&gt;
&lt;td&gt;Write-heavy, ingest-heavy systems (logging, OLTP, ETL)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;h2 id="key-differences"&gt;Key Differences&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;Every extra index adds a corresponding update on each &lt;strong class="kw"&gt;write&lt;/strong&gt; operation, not just at read time.&lt;/li&gt;
&lt;li&gt;Many indexes shrink &lt;strong class="kw"&gt;query latency&lt;/strong&gt; but inflate &lt;strong class="kw"&gt;insert cost&lt;/strong&gt; on the same table.&lt;/li&gt;
&lt;li&gt;Fewer indexes cut &lt;strong class="kw"&gt;WAL volume&lt;/strong&gt; and lock contention during heavy write bursts.&lt;/li&gt;
&lt;li&gt;Index count is a direct trade between &lt;strong class="kw"&gt;read performance&lt;/strong&gt; and &lt;strong class="kw"&gt;write throughput&lt;/strong&gt;, not a free win.&lt;/li&gt;
&lt;li&gt;&lt;strong class="kw"&gt;Rebuild and vacuum&lt;/strong&gt; overhead grows with every index the database has to maintain.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="when-to-use-each"&gt;When to Use Each&lt;/h2&gt;
&lt;p&gt;&lt;strong&gt;Many Indexes&lt;/strong&gt;&lt;/p&gt;</description></item></channel></rss>