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Posted to commits@pinot.apache.org by gi...@apache.org on 2026/03/22 05:26:20 UTC
(pinot-site) branch new-static-prod updated: Update Pinot Site from dev branch d4e80b7de62f33328785d531ee89b9203db496ee
This is an automated email from the ASF dual-hosted git repository.
github-bot pushed a commit to branch new-static-prod
in repository https://gitbox.apache.org/repos/asf/pinot-site.git
The following commit(s) were added to refs/heads/new-static-prod by this push:
new 2b8baa83 Update Pinot Site from dev branch d4e80b7de62f33328785d531ee89b9203db496ee
2b8baa83 is described below
commit 2b8baa838b8ec50948a3307541685d02d9b7fb43
Author: Pinot Site Updater <de...@pinot.apache.org>
AuthorDate: Sun Mar 22 05:26:15 2026 +0000
Update Pinot Site from dev branch d4e80b7de62f33328785d531ee89b9203db496ee
commit d4e80b7de62f33328785d531ee89b9203db496ee
Author: Xiang Fu <xi...@gmail.com>
Date: Sat Mar 21 22:24:25 2026 -0700
Expand positioning to user-facing + agent-facing analytics (#175)
Add agent-facing analytics as a new positioning pillar alongside
user-facing analytics. This includes SSOT updates, a dedicated page,
categorized use cases with verified production examples (MiQ, Uber,
WePay, LinkedIn ThirdEye, Nubank), and navigation updates.
Co-authored-by: Claude Opus 4.6 <no...@anthropic.com>
commit bbd007b46fb7f7c940ffe095d3621dbb82a5438d
Author: Xiang Fu <xi...@gmail.com>
Date: Sat Mar 21 21:54:02 2026 -0700
Add CLAUDE.md with project conventions and architecture (#174)
* Add CLAUDE.md with project conventions and architecture
Covers SSOT pattern, git/PR rules, key commands, data flow,
download URL patterns, consistency checks, and release process.
Co-Authored-By: Claude Opus 4.6 <no...@anthropic.com>
* Fix branch roles in CLAUDE.md: new-static-prod is release, asf-site is site config
Co-Authored-By: Claude Opus 4.6 <no...@anthropic.com>
---------
Co-authored-by: Claude Opus 4.6 <no...@anthropic.com>
---
404.html | 4 +-
404/index.html | 4 +-
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_next/static/-KEZX2UO1jM7J0L6T8ocT/_ssgManifest.js | 1 +
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_next/static/chunks/webpack-bed737bb2ece9586.js | 1 +
_next/static/css/de7bd3432ff4c93b.css | 3 ++
about/index.html | 4 +-
about/index.txt | 16 +++----
agent-facing-analytics/index.html | 50 ++++++++++++++++++++++
agent-facing-analytics/index.txt | 14 ++++++
blog/2015/05/16/LinkedIn-Scaling/index.html | 4 +-
blog/2015/05/16/LinkedIn-Scaling/index.txt | 18 ++++----
blog/2015/06/10/Open-Sourcing-Pinot/index.html | 4 +-
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blog/2017/09/17/Restaurant-Manager/index.html | 4 +-
blog/2017/09/17/Restaurant-Manager/index.txt | 18 ++++----
blog/2019/01/09/LinkedIn-IntroThirdEye/index.html | 4 +-
blog/2019/01/09/LinkedIn-IntroThirdEye/index.txt | 18 ++++----
blog/2019/06/14/LinkedIn-StarTree/index.html | 4 +-
blog/2019/06/14/LinkedIn-StarTree/index.txt | 18 ++++----
blog/2019/07/11/LinkedIn-AutoTune/index.html | 4 +-
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blog/2020/01/15/Pinot-Presto-SQL/index.html | 4 +-
blog/2020/01/15/Pinot-Presto-SQL/index.txt | 18 ++++----
blog/2020/02/20/LinkedIn-Thirdeye/index.html | 4 +-
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.../2020/04/10/DevBlog-AnalyzeGitEvents/index.html | 4 +-
blog/2020/04/10/DevBlog-AnalyzeGitEvents/index.txt | 18 ++++----
blog/2020/06/25/LinkedIn-SmartAlerts/index.html | 4 +-
blog/2020/06/25/LinkedIn-SmartAlerts/index.txt | 18 ++++----
blog/2020/06/29/LinkedIn-TalentInsight/index.html | 4 +-
blog/2020/06/29/LinkedIn-TalentInsight/index.txt | 18 ++++----
blog/2020/07/14/LinkedIn-BatchRealtime/index.html | 4 +-
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.../2020/07/28/DevBlog-AnomalyDetection/index.html | 4 +-
blog/2020/07/28/DevBlog-AnomalyDetection/index.txt | 18 ++++----
blog/2020/07/28/DevBlog-DevUpStack/index.html | 4 +-
blog/2020/07/28/DevBlog-DevUpStack/index.txt | 18 ++++----
blog/2020/08/08/DevBlog-IngestPlugins/index.html | 4 +-
blog/2020/08/08/DevBlog-IngestPlugins/index.txt | 18 ++++----
blog/2020/08/08/DevBlog-PinotMonitoring/index.html | 4 +-
blog/2020/08/08/DevBlog-PinotMonitoring/index.txt | 18 ++++----
blog/2020/08/08/DevBlog-SLAApps/index.html | 4 +-
blog/2020/08/08/DevBlog-SLAApps/index.txt | 18 ++++----
blog/2020/08/08/DevBlog-ScalarUDFs/index.html | 4 +-
blog/2020/08/08/DevBlog-ScalarUDFs/index.txt | 18 ++++----
.../10/16/DevBlog-TwitterTrollAnalysis/index.html | 4 +-
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blog/2020/10/20/Uber-Operating/index.html | 4 +-
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blog/2020/12/01/LinkedIn-Lamda/index.html | 4 +-
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blog/2021/01/08/DevBlog-DebeziumCDC/index.html | 4 +-
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blog/2021/02/02/DevBlog-PrestoPinot/index.html | 4 +-
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blog/2021/04/08/DevBlog-UpsertsIntro/index.html | 4 +-
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blog/2021/04/16/LinkedIn-Theta/index.html | 4 +-
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.../04/27/DevBlog-PinotInRetailChain/index.html | 4 +-
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blog/2021/04/29/Uber-Charon/index.html | 4 +-
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blog/2021/06/13/DevBlog-Geospatial/index.html | 4 +-
blog/2021/06/13/DevBlog-Geospatial/index.txt | 18 ++++----
blog/2021/06/16/LinkedIn-TextAnalytics/index.html | 4 +-
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.../04/04/Announcing-Apache-Pinot-0-10/index.html | 6 +--
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.../index.html | 6 +--
.../index.txt | 22 +++++-----
.../index.html | 6 +--
.../Apache Pinot-How-do-I-see-my-indexes/index.txt | 22 +++++-----
.../11/17/Apache Pinot-Inserts-from-SQL/index.html | 6 +--
.../11/17/Apache Pinot-Inserts-from-SQL/index.txt | 22 +++++-----
.../22/Apache-Pinot-Timestamp-Indexes/index.html | 6 +--
.../11/22/Apache-Pinot-Timestamp-Indexes/index.txt | 24 +++++------
.../index.html | 6 +--
.../index.txt | 24 +++++------
.../index.html | 6 +--
.../index.txt | 22 +++++-----
.../index.html | 6 +--
.../index.txt | 24 +++++------
.../index.html | 6 +--
.../index.txt | 24 +++++------
.../Geospatial-Indexing-in-Apache-Pinot/index.html | 6 +--
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.../index.html | 6 +--
.../index.txt | 22 +++++-----
.../index.html | 6 +--
.../index.txt | 22 +++++-----
.../index.html | 6 +--
.../index.txt | 22 +++++-----
.../index.html | 6 +--
.../index.txt | 22 +++++-----
.../index.html | 6 +--
.../index.txt | 22 +++++-----
.../index.html | 4 +-
.../index.txt | 20 ++++-----
.../index.html | 6 +--
.../index.txt | 20 ++++-----
.../09/19/Annoucing-Apache-Pinot-1-0/index.html | 6 +--
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blog/2024/08/07/AWSxPinot/index.html | 4 +-
blog/2024/08/07/AWSxPinot/index.txt | 18 ++++----
.../index.html | 4 +-
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.../index.html | 4 +-
.../index.txt | 18 ++++----
.../20/apache-pinot-year-in-review-2024/index.html | 4 +-
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.../02/17/Announcing-Apache-Pinot-1-3/index.html | 4 +-
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blog/2025/09/30/Announce-Pinot-1-4/index.html | 4 +-
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blog/index.html | 4 +-
blog/index.txt | 16 +++----
download/index.html | 4 +-
download/index.txt | 16 +++----
index.html | 6 +--
index.txt | 20 ++++-----
powered-by/index.html | 4 +-
powered-by/index.txt | 14 +++---
share/index.html | 4 +-
share/index.txt | 18 ++++----
use-cases/index.html | 4 +-
use-cases/index.txt | 16 +++----
who_uses/index.html | 2 +-
who_uses/index.txt | 16 +++----
who_uses/index/index.html | 2 +-
who_uses/index/index.txt | 16 +++----
141 files changed, 814 insertions(+), 735 deletions(-)
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+*/*,:after,:before{box-sizing:border-box;border:0 solid #e5e7eb}:after,:before{--tw-content:""}html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;-o-tab-size:4;tab-size:4;font-family:var(--custom-font-work-sans),ui-sans-serif,system-ui,-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,"Helvetica Neue",Arial,"Noto Sans",sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color Emoji";font-feature-settings:normal;font-variation-settings:normal}body{marg [...]
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new file mode 100644
index 00000000..0184e21b
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+++ b/agent-facing-analytics/index.html
@@ -0,0 +1,50 @@
+<!DOCTYPE html><html lang="en-us" class="__variable_a2025e scroll-smooth"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/media/c9e6921c7fc300d8-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="preload" as="image" href="https://static.scarf.sh/a.png?x-pxid=3dd7caad-22f5-40d7-bc2e-20c8eaf91659" referrerPolicy="no-referrer-when-downgrade"/><link rel="stylesheet" href="/_next/static/cs [...]
+/* tracker methods like "setCustomDimension" should be called before "trackPageView" */
+_paq.push(["setDoNotTrack", true]);
+_paq.push(["disableCookies"]);
+_paq.push(['trackPageView']);
+_paq.push(['enableLinkTracking']);
+(function() {
+ var u="https://analytics.apache.org/";
+ _paq.push(['setTrackerUrl', u+'matomo.php']);
+ _paq.push(['setSiteId', '88']);
+ var d=document, g=d.createElement('script'), s=d.getElementsByTagName('script')[0];
+ g.async=true; g.src=u+'matomo.js'; s.parentNode.insertBefore(g,s);
+})();</script><script src="/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script></head><body class="bg-white text-black antialiased dark:bg-gray-950 dark:text-white"><script>!function(){try{var d=document.documentElement,c=d.classList;c.remove('light','dark');var e=localStorage.getItem('theme');if('system'===e||(!e&&false)){var t='(prefers-color-scheme: dark)',m=window.matchMedia(t);if(m.media!==t||m.matches){d.style.colorScheme = 'dark';c.add('dark')}e [...]
+-- LLM-generated Pinot SQL:
+SELECT campaign_id,
+ SUM(impressions) AS total_impressions,
+ SUM(clicks) AS total_clicks
+FROM ad_events
+WHERE ts > ago('PT24H')
+ AND campaign_id = ?
+GROUP BY campaign_id</code></pre></div><div class="rounded-lg border border-gray-200 bg-white shadow-sm"><div class="border-b border-gray-200 p-6"><h3 class="mb-2 text-xl font-semibold text-gray-900">Automated Observability Alerts</h3><p class="text-base text-gray-600">Autonomous monitoring systems query Pinot on a schedule, run anomaly detection, and trigger alerts — no human in the loop.</p></div><pre class="overflow-x-auto p-6 text-sm text-gray-800"><code>SELECT service, COUNT(*) AS e [...]
+ PERCENTILE(latency_ms, 99) AS p99
+FROM request_logs
+WHERE ts > ago('PT15M')
+ AND status_code >= 500
+GROUP BY service
+ORDER BY error_count DESC
+LIMIT 10</code></pre></div><div class="rounded-lg border border-gray-200 bg-white shadow-sm"><div class="border-b border-gray-200 p-6"><h3 class="mb-2 text-xl font-semibold text-gray-900">Fraud Detection Feature Computation</h3><p class="text-base text-gray-600">ML fraud models query Pinot for real-time velocity counts and behavioral signals across time windows to score transactions within milliseconds.</p></div><pre class="overflow-x-auto p-6 text-sm text-gray-800"><code>SELECT card_id,
+ COUNT(*) AS txn_count_5m,
+ SUM(amount) AS total_5m,
+ DISTINCT_COUNT(merchant_id) AS unique_merchants
+FROM transactions
+WHERE ts > ago('PT5M')
+ AND card_id = ?
+GROUP BY card_id</code></pre></div><div class="rounded-lg border border-gray-200 bg-white shadow-sm"><div class="border-b border-gray-200 p-6"><h3 class="mb-2 text-xl font-semibold text-gray-900">Ad Ranking with Real-Time Signals</h3><p class="text-base text-gray-600">Bidding agents query fresh click-through rates, impression counts, and budget pacing data to make bid decisions in real time.</p></div><pre class="overflow-x-auto p-6 text-sm text-gray-800"><code>SELECT campaign_id,
+ SUM(impressions) AS impr,
+ SUM(clicks) AS clicks,
+ SUM(spend) AS spend
+FROM ad_events
+WHERE ts > ago('PT1H')
+ AND advertiser_id = ?
+GROUP BY campaign_id</code></pre></div><div class="rounded-lg border border-gray-200 bg-white shadow-sm"><div class="border-b border-gray-200 p-6"><h3 class="mb-2 text-xl font-semibold text-gray-900">Observability Copilots</h3><p class="text-base text-gray-600">AI assistants query live infrastructure metrics to triage incidents, correlate errors, and recommend remediation steps.</p></div><pre class="overflow-x-auto p-6 text-sm text-gray-800"><code>SELECT host, container_id,
+ AVG(cpu_pct) AS avg_cpu,
+ MAX(mem_pct) AS max_mem
+FROM infra_metrics
+WHERE ts > ago('PT10M')
+ AND cluster = ?
+GROUP BY host, container_id
+HAVING AVG(cpu_pct) > 80
+ORDER BY avg_cpu DESC</code></pre></div></div></div></section><section class="bg-stone-50 px-6 py-14 md:px-[6.75rem] md:py-[6.5rem]"><div class="mx-auto max-w-5xl"><h2 class="mb-4 text-3xl font-bold md:text-4xl">In Production</h2><p class="mb-10 text-lg text-gray-600">Companies using Pinot for automated, agent-facing workloads today.</p><div class="grid grid-cols-1 gap-6 sm:grid-cols-2 lg:grid-cols-3"><a href="https://medium.com/miq-tech-and-analytics/building-a-natural-language-interfac [...]
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+})();</script><script src="/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script></head><body class="bg-white text-black antialiased dark:bg-gray-950 dark:text-white"><script>!function(){try{var d=document.documentElement,c=d.classList;c.remove('light','dark');var e=localStorage.getItem('theme');if('system'===e||(!e&&false)){var t='(prefers-color-scheme: dark)',m=window.matchMedia(t);if(m.media!==t||m.matches){d.style.colorScheme = 'dark';c.add('dark')}e [...]
</span><span class="code-line"><span class="token keyword">FROM</span> <span class="token punctuation">(</span>
</span><span class="code-line"> <span class="token keyword">SELECT</span> GAPFILL<span class="token punctuation">(</span>time_col<span class="token punctuation">,</span><span class="token string">'1:MILLISECONDS:SIMPLE_DATE_FORMAT:yyyy-MM-dd HH:mm:ss.SSS'</span><span class="token punctuation">,</span><span class="token string">'2021-10-01 09:00:00.000'</span><span class="token punctuation">,</span>
</span><span class="code-line"> <span class="token string">'2021-10-01 12:00:00.000'</span><span class="token punctuation">,</span><span class="token string">'30:MINUTES'</span><span class="token punctuation">,</span> FILL<span class="token punctuation">(</span><span class="token keyword">status</span><span class="token punctuation">,</span> <span class="token string">'FILL_PREVIOUS_VALUE'</span><span class="token punctuation">)</span><span [...]
@@ -35,4 +35,4 @@ _paq.push(['enableLinkTracking']);
</span><span class="code-line"> <span class="token keyword">GROUP</span> <span class="token keyword">BY</span> <span class="token number">1</span><span class="token punctuation">,</span> <span class="token number">2</span>
</span><span class="code-line"> <span class="token keyword">ORDER</span> <span class="token keyword">BY</span> <span class="token number">1</span>
</span><span class="code-line"> <span class="token keyword">LIMIT</span> <span class="token number">100</span>
-</span></code></pre></div><h3 id="execution-plan"><a href="#execution-plan" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Execution Plan</h3><p>The sample execution plan for this query is as shown in the figure below:</p><div><img alt="Sample query execution plan" loading="lazy" width="1594" height="1182" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1661700642-execution-plan.png"/></div><h3 id="time-and-space-compl [...]
\ No newline at end of file
+</span></code></pre></div><h3 id="execution-plan"><a href="#execution-plan" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Execution Plan</h3><p>The sample execution plan for this query is as shown in the figure below:</p><div><img alt="Sample query execution plan" loading="lazy" width="1594" height="1182" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1661700642-execution-plan.png"/></div><h3 id="time-and-space-compl [...]
\ No newline at end of file
diff --git a/blog/2022/08/02/GapFill-Function-For-Time-Series-Datasets-In-Pinot/index.txt b/blog/2022/08/02/GapFill-Function-For-Time-Series-Datasets-In-Pinot/index.txt
index e80c2d4e..1f011062 100644
--- a/blog/2022/08/02/GapFill-Function-For-Time-Series-Datasets-In-Pinot/index.txt
+++ b/blog/2022/08/02/GapFill-Function-For-Time-Series-Datasets-In-Pinot/index.txt
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index 327d2b2b..cdc35731 100644
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_paq.push(["disableCookies"]);
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</span><span class="code-line"> <span class="token parameter variable">-p</span> <span class="token number">8000</span>:8000 <span class="token punctuation">\</span>
</span><span class="code-line"> <span class="token parameter variable">-p</span> <span class="token number">9000</span>:9000 <span class="token punctuation">\</span>
</span><span class="code-line"> apachepinot.docker.scarf.sh/apachepinot/pinot:0.11.0 <span class="token punctuation">\</span>
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-</span></code></pre></div><p>From reading this config we learn that a timestamp index is being applied to the <em>ts</em> column. It is applied at DAY, WEEK, and MONTH granularities, which means that the derived columns <span class="math math-inline"><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>t</mi><mi>s</mi></mrow><annotation encoding="application/x-tex">ts</annotation></semantics></math></span><span class="katex- [...]
\ No newline at end of file
+</span></code></pre></div><p>From reading this config we learn that a timestamp index is being applied to the <em>ts</em> column. It is applied at DAY, WEEK, and MONTH granularities, which means that the derived columns <span class="math math-inline"><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>t</mi><mi>s</mi></mrow><annotation encoding="application/x-tex">ts</annotation></semantics></math></span><span class="katex- [...]
\ No newline at end of file
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index 47c3ccd0..715f920d 100644
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</span><span class="code-line"><span class="token keyword">group</span> <span class="token keyword">by</span> tsWeek
</span><span class="code-line"><span class="token keyword">order</span> <span class="token keyword">by</span> <span class="token function">count</span><span class="token punctuation">(</span><span class="token operator">*</span><span class="token punctuation">)</span> <span class="token keyword">DESC</span>
</span><span class="code-line"><span class="token keyword">limit</span> <span class="token number">10</span>
-</span></code></pre></div><h2 id="re-running-the-query"><a href="#re-running-the-query" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Re-running the query</h2><p>Let’s now run our initial query against the <em>crimes_indexed</em> table. We’ll get exactly the same results as before, but let’s take a look at the query stats:</p><div><img alt="Chicago crime dataset updated query stats" loading="lazy" width="354" height="82" decoding="async" data-nimg="1" style="co [...]
\ No newline at end of file
+</span></code></pre></div><h2 id="re-running-the-query"><a href="#re-running-the-query" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Re-running the query</h2><p>Let’s now run our initial query against the <em>crimes_indexed</em> table. We’ll get exactly the same results as before, but let’s take a look at the query stats:</p><div><img alt="Chicago crime dataset updated query stats" loading="lazy" width="354" height="82" decoding="async" data-nimg="1" style="co [...]
\ No newline at end of file
diff --git a/blog/2022/11/22/Apache-Pinot-Timestamp-Indexes/index.txt b/blog/2022/11/22/Apache-Pinot-Timestamp-Indexes/index.txt
index 3f711617..2ec8ea01 100644
--- a/blog/2022/11/22/Apache-Pinot-Timestamp-Indexes/index.txt
+++ b/blog/2022/11/22/Apache-Pinot-Timestamp-Indexes/index.txt
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diff --git a/blog/2022/11/28/Apache-Pinot-Pausing-Real-Time-Ingestion/index.html b/blog/2022/11/28/Apache-Pinot-Pausing-Real-Time-Ingestion/index.html
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+++ b/blog/2022/11/28/Apache-Pinot-Pausing-Real-Time-Ingestion/index.html
@@ -1,4 +1,4 @@
-<!DOCTYPE html><html lang="en-us" class="__variable_a2025e scroll-smooth"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/media/c9e6921c7fc300d8-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="preload" as="image" href="https://static.scarf.sh/a.png?x-pxid=3dd7caad-22f5-40d7-bc2e-20c8eaf91659" referrerPolicy="no-referrer-when-downgrade"/><link rel="stylesheet" href="/_next/static/cs [...]
+<!DOCTYPE html><html lang="en-us" class="__variable_a2025e scroll-smooth"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/media/c9e6921c7fc300d8-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="preload" as="image" href="https://static.scarf.sh/a.png?x-pxid=3dd7caad-22f5-40d7-bc2e-20c8eaf91659" referrerPolicy="no-referrer-when-downgrade"/><link rel="stylesheet" href="/_next/static/cs [...]
/* tracker methods like "setCustomDimension" should be called before "trackPageView" */
_paq.push(["setDoNotTrack", true]);
_paq.push(["disableCookies"]);
@@ -10,7 +10,7 @@ _paq.push(['enableLinkTracking']);
_paq.push(['setSiteId', '88']);
var d=document, g=d.createElement('script'), s=d.getElementsByTagName('script')[0];
g.async=true; g.src=u+'matomo.js'; s.parentNode.insertBefore(g,s);
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</span><span class="code-line"><span class="token keyword">import</span> uuid
</span><span class="code-line"><span class="token keyword">import</span> random
</span><span class="code-line"><span class="token keyword">import</span> json
@@ -138,4 +138,4 @@ _paq.push(['enableLinkTracking']);
</span><span class="code-line"> <span class="token property">"pauseFlag"</span><span class="token operator">:</span> <span class="token boolean">false</span><span class="token punctuation">,</span>
</span><span class="code-line"> <span class="token property">"consumingSegments"</span><span class="token operator">:</span> <span class="token punctuation">[</span><span class="token string">"events__0__22__20221123T1124Z"</span><span class="token punctuation">]</span>
</span><span class="code-line"><span class="token punctuation">}</span>
-</span></code></pre></div><p>Navigate to <a target="_blank" rel="noopener noreferrer" href="http://localhost:9000/#/query">http://localhost:9000/#/query</a> and click on the events table. You should see the following:</p><div><img alt="Sample events table containing records" loading="lazy" width="947" height="1037" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1669668611-image2.png"/></div><p>We have records! We can also run our data generato [...]
\ No newline at end of file
+</span></code></pre></div><p>Navigate to <a target="_blank" rel="noopener noreferrer" href="http://localhost:9000/#/query">http://localhost:9000/#/query</a> and click on the events table. You should see the following:</p><div><img alt="Sample events table containing records" loading="lazy" width="947" height="1037" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1669668611-image2.png"/></div><p>We have records! We can also run our data generato [...]
\ No newline at end of file
diff --git a/blog/2022/11/28/Apache-Pinot-Pausing-Real-Time-Ingestion/index.txt b/blog/2022/11/28/Apache-Pinot-Pausing-Real-Time-Ingestion/index.txt
index 13be9687..1148debe 100644
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</span><span class="code-line"><span class="token atrule key">services</span><span class="token punctuation">:</span>
</span><span class="code-line"> <span class="token atrule key">zookeeper</span><span class="token punctuation">:</span>
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\ No newline at end of file
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</span></code></pre></div><p>The ingestion frequency can either be 1 hour or 1 day, so one of these values will be used.</p><p>When a query for a hybrid table is received by a Pinot Broker, the broker sends a time boundary annotated version of the query to the offline and real-time tables. Any records from or before the time boundary are read from the offline table; anything greater than the boundary comes from the real-time table.</p><div><img alt="Apache Pinot computing the time bounda [...]
</span><span class="code-line"><span class="token keyword">FROM</span> events
</span></code></pre></div><p>The broker would send the following query to the offline table:</p><div class="relative"><pre><code class="code-highlight language-sql"><span class="code-line"><span class="token keyword">SELECT</span> <span class="token function">count</span><span class="token punctuation">(</span><span class="token operator">*</span><span class="token punctuation">)</span>
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</span></code></pre></div><p>In this case, that will result in a new boundary time of 2023-01-09T18:41:17, which is exactly what we need.</p><p>We’ll then be able to query the events table and have it read the offline table to get all records on or before 2023-01-09T18:41:17 and the real-time table for everything else.</p><h2 id="neat-anything-else-i-should-know"><a href="#neat-anything-else-i-should-know" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Neat, any [...]
</span><span class="code-line"> <span class="token string">"http://localhost:9000/tables/{tableName}/timeBoundary"</span> <span class="token punctuation">\</span>
</span><span class="code-line"> <span class="token parameter variable">-H</span> <span class="token string">"accept: application/json"</span>
-</span></code></pre></div><h2 id="summary"><a href="#summary" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Summary</h2><p>I love this feature, and it solves a problem I’ve struggled with when using my datasets. I hope you’ll find it just as useful.</p><p>Give it a try, and let us know how you get on. If you have any questions about this feature, feel free to join us on <a target="_blank" rel="noopener noreferrer" href="https://stree.ai/slack">Slack</a>, where [...]
\ No newline at end of file
+</span></code></pre></div><h2 id="summary"><a href="#summary" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Summary</h2><p>I love this feature, and it solves a problem I’ve struggled with when using my datasets. I hope you’ll find it just as useful.</p><p>Give it a try, and let us know how you get on. If you have any questions about this feature, feel free to join us on <a target="_blank" rel="noopener noreferrer" href="https://stree.ai/slack">Slack</a>, where [...]
\ No newline at end of file
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</span><span class="code-line">--bootstrap-server localhost:9092 <span class="token punctuation">\</span>
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</span></code></pre></div><p>Give permissions to run it as a script:</p><p><code>chmod u+x watch\_consuming\_info.sh</code></p><p>And finally, run it:</p><p><code>./watch\_consuming\_info.sh</code></p><p>This will print out a new table every two seconds. Let’s now make things more interesting by removing the sleep from our ingestion command:</p><div class="relative"><pre><code class="code-highlight language-bash"><span class="code-line">python datagen.py <span class="token operator"><sp [...]
</span><span class="code-line">jq <span class="token parameter variable">-cr</span> <span class="token parameter variable">--arg</span> sep ø <span class="token string">'[.uuid, tostring] | join($sep)'</span> <span class="token operator">|</span>
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\ No newline at end of file
+</span></code></pre></div><p>And now if we look at the watch output:</p><div><img alt="Apache Pinot Consumer Record Lag" loading="lazy" width="1999" height="340" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1680190286-image1.png"/></div><p>We get some transitory lag, but it generally goes away by the next time the command is run.</p><h2 id="summary"><a href="#summary" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>S [...]
\ No newline at end of file
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+</span></code></pre></div><p>First, compute newFullyContained to find all the records not in potential:</p><p><code>newFullyContained = [4,5,6,7,8,9]</code></p><p>Then we can remove the values in fullyContained, which gives us:</p><p><code>newFullyContained = [7,8,9]</code></p><p>We will return all the records in <code>newFullyContained</code> and apply the <code>STWithin</code> or <code>StContains</code> predicate to work out which records to return from the potential list.</p><h2 id="h [...]
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</span><span class="code-line"> <span class="token punctuation">{</span>
</span><span class="code-line"> <span class="token property">"dimensionsSplitOrder"</span><span class="token operator">:</span> <span class="token punctuation">[</span>
</span><span class="code-line"> <span class="token string">"dropoff_date_str"</span><span class="token punctuation">,</span>
@@ -87,4 +87,4 @@ _paq.push(['enableLinkTracking']);
</span><span class="code-line"> <span class="token string">"Date"</span> <span class="token keyword">ASC</span>
</span><span class="code-line"><span class="token keyword">limit</span> <span class="token number">1000</span>
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-</span></code></pre></div><div><img alt="" loading="lazy" width="1999" height="1189" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1684246852-image9.png"/></div><p>Result: The query completed in 4 milliseconds! Notice in particular that the numDocsScanned came down from ~146M to 409!</p><h3 id="comparison"><a href="#comparison" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Comparison:</h3><p>Let’s take a closer look [...]
\ No newline at end of file
+</span></code></pre></div><div><img alt="" loading="lazy" width="1999" height="1189" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1684246852-image9.png"/></div><p>Result: The query completed in 4 milliseconds! Notice in particular that the numDocsScanned came down from ~146M to 409!</p><h3 id="comparison"><a href="#comparison" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Comparison:</h3><p>Let’s take a closer look [...]
\ No newline at end of file
diff --git a/blog/2023/05/16/star-tree-indexes-in-apache-pinot-part-1-understanding-the-impact-on-query-performance/index.txt b/blog/2023/05/16/star-tree-indexes-in-apache-pinot-part-1-understanding-the-impact-on-query-performance/index.txt
index 797af053..77622887 100644
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diff --git a/blog/2023/05/18/apache-pinot-tutorial-for-getting-started-a-step-by-step-guide/index.html b/blog/2023/05/18/apache-pinot-tutorial-for-getting-started-a-step-by-step-guide/index.html
index c614146d..806a5540 100644
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+++ b/blog/2023/05/18/apache-pinot-tutorial-for-getting-started-a-step-by-step-guide/index.html
@@ -1,4 +1,4 @@
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</span></code></pre></div><p>You can also download the latest version like so:</p><div class="relative"><pre><code class="language-bash code-highlight"><span class="code-line"><span class="token function">docker</span> pull apachepinot.docker.scarf.sh/apachepinot/pinot:latest
</span></code></pre></div><p>Here, apachepinot is the name of the repository in Docker Hub, pinot is the name of the image, and :latest or :0.12.0 is the version for the image. Note that we will be using the 0.12.0 version for this blog post.</p><p><em>Docker Hub is the world’s largest repository of container images in the world.</em></p><p>You can verify the image was downloaded or pulled by running the following command:</p><div class="relative"><pre><code class="language-bash code-hi [...]
</span></code></pre></div><p>It should show you the image like so:</p><div><img alt="Docker images command" loading="lazy" width="928" height="168" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1684420004-image3.png"/></div><h3 id="step-3"><a href="#step-3" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Step 3:</h3><p>Let’s run a container using the Docker image that we downloaded:</p><div class="relative"><pre><code [...]
@@ -54,4 +54,4 @@ _paq.push(['enableLinkTracking']);
</span><span class="code-line">
</span></code></pre></div><p>If you run into trouble on this step like I did, edit the ingestJobSpec.yaml file using Docker Desktop to change the inputDirURI from relative to absolute path. Then rerun the above command.</p><div><img alt="Editing the .yaml file with Docker Desktop" loading="lazy" width="1966" height="1255" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1684419802-image1.png"/></div><p>You should now be able to see the table has [...]
</span><span class="code-line"><span class="token keyword">select</span> <span class="token function">sum</span><span class="token punctuation">(</span>runs<span class="token punctuation">)</span><span class="token punctuation">,</span> playerName <span class="token keyword">from</span> baseballStats <span class="token keyword">group</span> <span class="token keyword">by</span> playerName <span class="token keyword">order</span> <span class="token keyword">by</span> <span class="token fu [...]
-</span></code></pre></div><p>You should see results like so:</p><div><img alt="Apache Pinot query console" loading="lazy" width="1999" height="1124" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1684421163-image6.png"/></div><p>And there you have it!</p><h2 id="whats-under-the-hood"><a href="#whats-under-the-hood" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>What’s under the hood?</h2><p>If you’re curious to go a s [...]
\ No newline at end of file
+</span></code></pre></div><p>You should see results like so:</p><div><img alt="Apache Pinot query console" loading="lazy" width="1999" height="1124" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1684421163-image6.png"/></div><p>And there you have it!</p><h2 id="whats-under-the-hood"><a href="#whats-under-the-hood" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>What’s under the hood?</h2><p>If you’re curious to go a s [...]
\ No newline at end of file
diff --git a/blog/2023/05/18/apache-pinot-tutorial-for-getting-started-a-step-by-step-guide/index.txt b/blog/2023/05/18/apache-pinot-tutorial-for-getting-started-a-step-by-step-guide/index.txt
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</span><span class="code-line"><span class="token function">curl</span> https://downloads.apache.org/kafka/3.4.0/kafka_2.12-3.4.0.tgz <span class="token parameter variable">--output</span> kafka.tgz <span class="token parameter variable">--output</span> kafka.tgz
</span></code></pre></div><p>It should look this:</p><div><img alt="Code with Apache Pinot speed results" loading="lazy" width="1093" height="141" decoding="async" data-nimg="1" style="color:transparent" src="/static/images/blogs/external/1685462322-image8.png"/></div><p>Note that we’ve changed the directory to keep the Kafka folder separate from the Pinot folder.</p><p>Now, let’s expand the downloaded TAR file, rename the folder for convenience, and delete the downloaded file:</p><div c [...]
</span><span class="code-line"><span class="token function">mv</span> kafka_2.12-3.4.0 kafka
@@ -196,4 +196,4 @@ _paq.push(['enableLinkTracking']);
</span><span class="code-line"> <span class="token property">"isDimTable"</span><span class="token operator">:</span> <span class="token boolean">false</span>
</span><span class="code-line"><span class="token punctuation">}</span>
</span></code></pre></div><p>Notice the section called streamConfigs, where we define the source as a Kafka stream, located at localhost:9092, and consume the topic wikipedia-events. That’s all it takes to consume a Kafka Topic into Pinot.</p><p>Don’t believe me? Give it a try!</p><p>Create the table by running the following command:</p><div class="relative"><pre><code class="language-bash code-highlight"><span class="code-line">/opt/pinot/bin/pinot-admin.sh AddTable <span class="token p [...]
-</span></code></pre></div><p>Now, browse to the following location <a target="_blank" rel="noopener noreferrer" href="http://localhost:9000/#/tables">http://localhost:9000/#/tables,</a> and you should see the newly created table. However, where’s the real-time data, you say?</p><p>Run the node wikievents.js command, then query the newly created wikievents table to see the totalDocs increase in real time:</p><div><img alt="Apache Pinot query console" loading="lazy" width="1095" height="92 [...]
\ No newline at end of file
+</span></code></pre></div><p>Now, browse to the following location <a target="_blank" rel="noopener noreferrer" href="http://localhost:9000/#/tables">http://localhost:9000/#/tables,</a> and you should see the newly created table. However, where’s the real-time data, you say?</p><p>Run the node wikievents.js command, then query the newly created wikievents table to see the totalDocs increase in real time:</p><div><img alt="Apache Pinot query console" loading="lazy" width="1095" height="92 [...]
\ No newline at end of file
diff --git a/blog/2023/05/30/how-to-ingest-streaming-data-from-kafka-to-apache-pinot/index.txt b/blog/2023/05/30/how-to-ingest-streaming-data-from-kafka-to-apache-pinot/index.txt
index f65d937d..a1a33330 100644
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</span><span class="code-line"><span class="token builtin class-name">cd</span> mastodon-stream
</span></code></pre></div><p>Then launch all of the components using Docker Compose:</p><div class="relative"><pre><code class="code-highlight language-bash"><span class="code-line"><span class="token function">docker-compose</span> up
</span></code></pre></div><h2 id="pinot-schema-and-table"><a href="#pinot-schema-and-table" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Pinot Schema and Table</h2><p>Similar to what Simon did with DuckDB, we’ll ingest the Mastodon events into a table. Pinot tables have a schema that’s defined in a schema file.</p><p>To come up with a schema file, we need to know the structure of the ingested events. For example:</p><div class="relative"><pre><code class="code [...]
@@ -137,4 +137,4 @@ _paq.push(['enableLinkTracking']);
</span><span class="code-line">df <span class="token operator">=</span> pd<span class="token punctuation">.</span>DataFrame<span class="token punctuation">(</span>curs<span class="token punctuation">,</span> columns<span class="token operator">=</span><span class="token punctuation">[</span>item<span class="token punctuation">[</span><span class="token number">0</span><span class="token punctuation">]</span> <span class="token keyword">for</span> item <span class="token keyword">in</span [...]
</span></code></pre></div><p>This produces the resulting DataFrame:</p><div class="relative"><pre><code class="code-highlight language-js"><span class="code-line"> <span class="token maybe-class-name">Num</span> toots <span class="token maybe-class-name">Num</span> users <span class="token maybe-class-name">Num</span> urls
</span><span class="code-line"><span class="token number">0</span> <span class="token number">552</span> <span class="token number">173</span> <span class="token number">192</span>
-</span></code></pre></div><h2 id="streamlit"><a href="#streamlit" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Streamlit</h2><p>Next, we’ll create a Streamlit dashboard to package up these queries. We’ll visualize the results using Plotly, which you can install using:</p><p>pip install streamlit plotly</p><p>I’ve created a Streamlit app in the file <a target="_blank" rel="noopener noreferrer" href="https://github.com/mneedham/mastodon-stream/blob/main/app.py"> [...]
\ No newline at end of file
+</span></code></pre></div><h2 id="streamlit"><a href="#streamlit" aria-hidden="true" tabindex="-1"><span class="icon icon-link"></span></a>Streamlit</h2><p>Next, we’ll create a Streamlit dashboard to package up these queries. We’ll visualize the results using Plotly, which you can install using:</p><p>pip install streamlit plotly</p><p>I’ve created a Streamlit app in the file <a target="_blank" rel="noopener noreferrer" href="https://github.com/mneedham/mastodon-stream/blob/main/app.py"> [...]
\ No newline at end of file
diff --git a/blog/2023/06/01/real-time-mastodon-usage-with-apache-kafka-apache-pinot-and-streamlit/index.txt b/blog/2023/06/01/real-time-mastodon-usage-with-apache-kafka-apache-pinot-and-streamlit/index.txt
index ca3018d2..da350db3 100644
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