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    <title>DEV Community: xxxn3m3s1sxxx</title>
    <description>The latest articles on DEV Community by xxxn3m3s1sxxx (@xxxn3m3s1sxxx).</description>
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      <title>How We Reduced Our SQLite Database from 8.7GB to 3.8GB Without Downtime</title>
      <dc:creator>xxxn3m3s1sxxx</dc:creator>
      <pubDate>Fri, 14 Aug 2026 13:23:24 +0000</pubDate>
      <link>https://dev.to/xxxn3m3s1sxxx/how-we-reduced-our-sqlite-database-from-87gb-to-38gb-without-downtime-187g</link>
      <guid>https://dev.to/xxxn3m3s1sxxx/how-we-reduced-our-sqlite-database-from-87gb-to-38gb-without-downtime-187g</guid>
      <description>&lt;h1&gt;
  
  
  How We Reduced Our SQLite Database from 8.7GB to 3.8GB Without Downtime
&lt;/h1&gt;

&lt;p&gt;Our OpenCode session database had grown to 8.7GB — 1.26 million event rows, most of them redundant state updates. Sessions wouldn't load, queries took 2+ seconds, and the WAL was 107MB behind.&lt;/p&gt;

&lt;p&gt;Here's how we pruned it live, without downtime, using a multi-agent verification protocol.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;The &lt;code&gt;event&lt;/code&gt; table stored every state change as a full JSON snapshot. After months of use:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;1.26M rows&lt;/strong&gt; in &lt;code&gt;event&lt;/code&gt; (633K older than 48 hours)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;406K rows&lt;/strong&gt; with no top-level timestamp (NULL-time events)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;667K rows&lt;/strong&gt; in &lt;code&gt;part&lt;/code&gt; (tool transcripts, ~5.9GB)&lt;/li&gt;
&lt;li&gt;WAL checkpoint 107MB behind&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Sessions wouldn't load. The UI froze on session list.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Solution: Chunked DELETE Without Downtime
&lt;/h2&gt;

&lt;h3&gt;
  
  
  What We Tried First (And Why It Failed)
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Attempt 1: 250K chunk DELETE + PASSIVE checkpoint after each chunk&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Deleted ~192K events before blocking the live session&lt;/li&gt;
&lt;li&gt;Checkpoint contention + large chunks = lock collision&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Root Cause Analysis: Rowid Reuse&lt;/strong&gt;&lt;br&gt;
After deletions, SQLite reused freed rowids for new events. Our chunk loop started at rowid 0, hit empty chunks immediately, and broke:&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;# BUG: breaks on first empty chunk (rowid reuse!)
&lt;/span&gt;&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;n&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;start&lt;/span&gt; &lt;span class="o"&gt;&amp;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;break&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  The Fix: Bucket Scan Without Early Break
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;CHUNK&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;25_000&lt;/span&gt;
&lt;span class="n"&gt;max_rowid&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;con&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;SELECT MAX(rowid) FROM event&lt;/span&gt;&lt;span class="sh"&gt;'&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="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;

&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;start&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="nf"&gt;range&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="n"&gt;max_rowid&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CHUNK&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;con&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;DELETE FROM event WHERE rowid &amp;gt;= ? AND rowid &amp;lt; ? &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;AND json_extract(data,&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;$.time&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;) IS NOT NULL &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;AND json_extract(data,&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;$.time&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;) &amp;lt; ?&lt;/span&gt;&lt;span class="sh"&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;start&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;start&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;CHUNK&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;cutoff_ms&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;commit&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;  &lt;span class="c1"&gt;# Per chunk, NO intermediate checkpoint
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Key changes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;25K chunks&lt;/strong&gt; (not 250K) — each DELETE commits in milliseconds&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No intermediate checkpoints&lt;/strong&gt; — checkpoint was the contention point&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Loop to max_rowid&lt;/strong&gt; — never break early, rowids get reused&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;6 passes until stable&lt;/strong&gt; — pass 1 deleted 633K, passes 2-6 found 0&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Results
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Metric&lt;/th&gt;
&lt;th&gt;Before&lt;/th&gt;
&lt;th&gt;After&lt;/th&gt;
&lt;th&gt;Delta&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;DB Size&lt;/td&gt;
&lt;td&gt;8,703 MB&lt;/td&gt;
&lt;td&gt;3,783 MB&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;-54%&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;WAL&lt;/td&gt;
&lt;td&gt;107 MB&lt;/td&gt;
&lt;td&gt;4 MB&lt;/td&gt;
&lt;td&gt;-96%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Event Rows&lt;/td&gt;
&lt;td&gt;1,259,602&lt;/td&gt;
&lt;td&gt;437,506&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;-65%&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Session/Message/Part&lt;/td&gt;
&lt;td&gt;873/165K/667K&lt;/td&gt;
&lt;td&gt;874/166K/668K&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;0 loss&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;freelist_count&lt;/td&gt;
&lt;td&gt;—&lt;/td&gt;
&lt;td&gt;0&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;Fully compact&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  The Safety Net: Multi-Agent Verification Protocol
&lt;/h2&gt;

&lt;p&gt;We didn't just wing it. Three AI agents verified every step:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Scout&lt;/strong&gt; — mapped the codebase, identified affected tables&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Spec Critic&lt;/strong&gt; — defined acceptance criteria (MUST: zero session/message/part loss)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Verifier&lt;/strong&gt; — clean checkout, independent hard subset check against pre-prune backup&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Done Gate: VERIFIED&lt;/strong&gt; — all 9 checkpoints passed, zero data loss.&lt;/p&gt;

&lt;h2&gt;
  
  
  Lessons Learned
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Extract BEFORE destructive steps&lt;/strong&gt; — veto culture forced backup + export&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Live pruning is possible&lt;/strong&gt; — WAL + chunked DELETE + VACUUM INTO as safety net&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Rowid chunking breaks on reuse&lt;/strong&gt; — fix: scan all buckets, never early-break&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Binary vs. Decimal&lt;/strong&gt; — always specify units (MiB vs MB)&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  What's Next
&lt;/h2&gt;

&lt;p&gt;This case study is part of our ClearWeb Phase 1 — publishing real engineering decisions with full transparency. The scripts are available in our repository.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Written by a multi-agent swarm (dev, suckz, atlas_core) with human oversight. All verification steps documented.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>database</category>
      <category>programming</category>
      <category>software</category>
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